FileBase /isis1/Yuta/YutaData/YutaMouse23-140804/YutaMouse23-140804/YutaMouse23-140804 ElecNo 5 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111111111111111111111100000 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 help 0 Loaded 1048221 data points of dimension 30. Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 349407 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18752 members Mstep: Class 2 contains 18345 members Mstep: Class 3 contains 18296 members Mstep: Class 4 contains 18483 members Mstep: Class 5 contains 18355 members Mstep: Class 6 contains 18503 members Mstep: Class 7 contains 18306 members Mstep: Class 8 contains 18215 members Mstep: Class 9 contains 18343 members Mstep: Class 10 contains 18430 members Mstep: Class 11 contains 18697 members Mstep: Class 12 contains 18224 members Mstep: Class 13 contains 18253 members Mstep: Class 14 contains 18334 members Mstep: Class 15 contains 18312 members Mstep: Class 16 contains 18408 members Mstep: Class 17 contains 18427 members Mstep: Class 18 contains 18352 members Mstep: Class 19 contains 18372 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 2909.942139 but Gain 3165.472656 Score: -59611176.000000 Penalty: 56978.460938 Iteration 0F: 19 clusters Score -5.961118e+07 nChanged 330802 Entering Unmasked Mstep Mstep: Class 0 contains 1754 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 18949 members Mstep: Class 3 contains 2749 members Mstep: Class 4 contains 151449 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 29143 members Mstep: Class 7 contains 30113 members Mstep: Class 9 contains 1876 members Mstep: Class 10 contains 10662 members Mstep: Class 11 contains 4854 members Mstep: Class 12 contains 10383 members Mstep: Class 13 contains 4885 members Mstep: Class 14 contains 1885 members Mstep: Class 15 contains 27260 members Mstep: Class 16 contains 8983 members Mstep: Class 17 contains 21045 members Mstep: Class 18 contains 9583 members Mstep: Class 19 contains 6105 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 664.660400 but Gain 3165.468750 Score: -62337704.000000 Penalty: 53812.992188 Iteration 1F: 18 clusters Score -6.23377e+07 nChanged 186215 Entering Unmasked Mstep Mstep: Class 0 contains 810 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 12593 members Mstep: Class 3 contains 1166 members Mstep: Class 4 contains 69618 members Mstep: Class 5 contains 1795 members Mstep: Class 6 contains 23534 members Mstep: Class 7 contains 112217 members Mstep: Class 9 contains 1495 members Mstep: Class 10 contains 1809 members Mstep: Class 12 contains 3456 members Mstep: Class 13 contains 2149 members Mstep: Class 14 contains 2117 members Mstep: Class 15 contains 67570 members Mstep: Class 16 contains 2289 members Mstep: Class 17 contains 17778 members Mstep: Class 18 contains 19258 members Mstep: Class 19 contains 8640 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 2928.707031 but Gain 3165.468750 Score: -63015412.000000 Penalty: 50647.523438 Iteration 2F: 17 clusters Score -6.301541e+07 nChanged 98312 Entering Unmasked Mstep Mstep: Class 0 contains 353 members Mstep: Class 2 contains 9700 members Mstep: Class 3 contains 975 members Mstep: Class 4 contains 65315 members Mstep: Class 5 contains 2061 members Mstep: Class 6 contains 22068 members Mstep: Class 7 contains 104132 members Mstep: Class 9 contains 1412 members Mstep: Class 10 contains 1253 members Mstep: Class 12 contains 5100 members Mstep: Class 13 contains 1129 members Mstep: Class 14 contains 1931 members Mstep: Class 15 contains 83393 members Mstep: Class 16 contains 2172 members Mstep: Class 17 contains 18818 members Mstep: Class 18 contains 19964 members Mstep: Class 19 contains 9631 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 3004.350830 but Gain 3165.472656 Score: -63195880.000000 Penalty: 47482.050781 Iteration 3F: 16 clusters Score -6.319588e+07 nChanged 68306 Entering Unmasked Mstep Mstep: Class 0 contains 278 members Mstep: Class 2 contains 8537 members Mstep: Class 4 contains 58090 members Mstep: Class 5 contains 2697 members Mstep: Class 6 contains 20825 members Mstep: Class 7 contains 94843 members Mstep: Class 9 contains 1317 members Mstep: Class 10 contains 889 members Mstep: Class 12 contains 6837 members Mstep: Class 13 contains 859 members Mstep: Class 14 contains 1653 members Mstep: Class 15 contains 102652 members Mstep: Class 16 contains 2022 members Mstep: Class 17 contains 20010 members Mstep: Class 18 contains 18505 members Mstep: Class 19 contains 9393 members Entering Unmasked Estep ConsiderDeletion Score: -63315248.000000 Penalty: 47482.050781 Iteration 4F: 16 clusters Score -6.331525e+07 nChanged 57853 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 2 contains 8769 members Mstep: Class 4 contains 59059 members Mstep: Class 5 contains 2712 members Mstep: Class 6 contains 19411 members Mstep: Class 7 contains 88411 members Mstep: Class 9 contains 1006 members Mstep: Class 10 contains 791 members Mstep: Class 12 contains 8452 members Mstep: Class 13 contains 1022 members Mstep: Class 14 contains 1529 members Mstep: Class 15 contains 107741 members Mstep: Class 16 contains 1986 members Mstep: Class 17 contains 22496 members Mstep: Class 18 contains 16549 members Mstep: Class 19 contains 9223 members Entering Unmasked Estep ConsiderDeletion Score: -63396112.000000 Penalty: 47482.050781 Iteration 5F: 16 clusters Score -6.339611e+07 nChanged 43169 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 2 contains 10378 members Mstep: Class 4 contains 68800 members Mstep: Class 5 contains 2564 members Mstep: Class 6 contains 17891 members Mstep: Class 7 contains 82648 members Mstep: Class 9 contains 741 members Mstep: Class 10 contains 825 members Mstep: Class 12 contains 9566 members Mstep: Class 13 contains 1248 members Mstep: Class 14 contains 1453 members Mstep: Class 15 contains 101111 members Mstep: Class 16 contains 2158 members Mstep: Class 17 contains 25515 members Mstep: Class 18 contains 15080 members Mstep: Class 19 contains 9207 members Entering Unmasked Estep ConsiderDeletion Score: -63451480.000000 Penalty: 47482.050781 Iteration 6F: 16 clusters Score -6.345148e+07 nChanged 33914 Entering Unmasked Mstep Mstep: Class 0 contains 194 members Mstep: Class 2 contains 13174 members Mstep: Class 4 contains 78617 members Mstep: Class 5 contains 2377 members Mstep: Class 6 contains 16398 members Mstep: Class 7 contains 78087 members Mstep: Class 9 contains 662 members Mstep: Class 10 contains 930 members Mstep: Class 12 contains 10378 members Mstep: Class 13 contains 1298 members Mstep: Class 14 contains 1394 members Mstep: Class 15 contains 93033 members Mstep: Class 16 contains 2361 members Mstep: Class 17 contains 28267 members Mstep: Class 18 contains 12989 members Mstep: Class 19 contains 9248 members Entering Unmasked Estep ConsiderDeletion Score: -63489060.000000 Penalty: 47482.050781 Iteration 7F: 16 clusters Score -6.348906e+07 nChanged 27568 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 2 contains 16822 members Mstep: Class 4 contains 85393 members Mstep: Class 5 contains 2205 members Mstep: Class 6 contains 15304 members Mstep: Class 7 contains 74717 members Mstep: Class 9 contains 602 members Mstep: Class 10 contains 1071 members Mstep: Class 12 contains 10840 members Mstep: Class 13 contains 1318 members Mstep: Class 14 contains 1357 members Mstep: Class 15 contains 86725 members Mstep: Class 16 contains 2570 members Mstep: Class 17 contains 30750 members Mstep: Class 18 contains 10304 members Mstep: Class 19 contains 9267 members Entering Unmasked Estep ConsiderDeletion Score: -63516620.000000 Penalty: 47482.050781 Iteration 8F: 16 clusters Score -6.351662e+07 nChanged 23596 Entering Unmasked Mstep Mstep: Class 0 contains 132 members Mstep: Class 2 contains 21125 members Mstep: Class 4 contains 88610 members Mstep: Class 5 contains 1995 members Mstep: Class 6 contains 14882 members Mstep: Class 7 contains 72126 members Mstep: Class 9 contains 545 members Mstep: Class 10 contains 1234 members Mstep: Class 12 contains 11079 members Mstep: Class 13 contains 1324 members Mstep: Class 14 contains 1368 members Mstep: Class 15 contains 82161 members Mstep: Class 16 contains 2707 members Mstep: Class 17 contains 33137 members Mstep: Class 18 contains 7728 members Mstep: Class 19 contains 9254 members Entering Unmasked Estep ConsiderDeletion Score: -63536936.000000 Penalty: 47482.050781 Iteration 9F: 16 clusters Score -6.353694e+07 nChanged 19963 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 2 contains 25473 members Mstep: Class 4 contains 89562 members Mstep: Class 5 contains 1760 members Mstep: Class 6 contains 14934 members Mstep: Class 7 contains 70103 members Mstep: Class 9 contains 505 members Mstep: Class 10 contains 1418 members Mstep: Class 12 contains 11128 members Mstep: Class 13 contains 1329 members Mstep: Class 14 contains 1379 members Mstep: Class 15 contains 78431 members Mstep: Class 16 contains 2704 members Mstep: Class 17 contains 35312 members Mstep: Class 18 contains 5956 members Mstep: Class 19 contains 9290 members Entering Unmasked Estep ConsiderDeletion Score: -63550148.000000 Penalty: 47482.050781 Iteration 10F: 16 clusters Score -6.355015e+07 nChanged 16093 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 2 contains 29484 members Mstep: Class 4 contains 89585 members Mstep: Class 5 contains 1591 members Mstep: Class 6 contains 15282 members Mstep: Class 7 contains 68371 members Mstep: Class 9 contains 489 members Mstep: Class 10 contains 1569 members Mstep: Class 12 contains 11110 members Mstep: Class 13 contains 1333 members Mstep: Class 14 contains 1378 members Mstep: Class 15 contains 74909 members Mstep: Class 16 contains 2620 members Mstep: Class 17 contains 37127 members Mstep: Class 18 contains 5124 members Mstep: Class 19 contains 9325 members Entering Unmasked Estep ConsiderDeletion Score: -63559176.000000 Penalty: 47482.050781 Iteration 11Q: 16 clusters Score -6.355918e+07 nChanged 13292 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 2 contains 32953 members Mstep: Class 4 contains 89110 members Mstep: Class 5 contains 1436 members Mstep: Class 6 contains 15823 members Mstep: Class 7 contains 66899 members Mstep: Class 9 contains 467 members Mstep: Class 10 contains 1721 members Mstep: Class 12 contains 11071 members Mstep: Class 13 contains 1337 members Mstep: Class 14 contains 1377 members Mstep: Class 15 contains 71897 members Mstep: Class 16 contains 2464 members Mstep: Class 17 contains 38511 members Mstep: Class 18 contains 4907 members Mstep: Class 19 contains 9327 members Entering Unmasked Estep ConsiderDeletion Score: -63566824.000000 Penalty: 47482.050781 Iteration 12Q: 16 clusters Score -6.356682e+07 nChanged 11401 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 2 contains 35891 members Mstep: Class 4 contains 88026 members Mstep: Class 5 contains 1326 members Mstep: Class 6 contains 16560 members Mstep: Class 7 contains 65582 members Mstep: Class 9 contains 458 members Mstep: Class 10 contains 1836 members Mstep: Class 12 contains 10988 members Mstep: Class 13 contains 1337 members Mstep: Class 14 contains 1377 members Mstep: Class 15 contains 69599 members Mstep: Class 16 contains 2270 members Mstep: Class 17 contains 39732 members Mstep: Class 18 contains 5009 members Mstep: Class 19 contains 9309 members Entering Unmasked Estep ConsiderDeletion Score: -63572424.000000 Penalty: 47482.050781 Iteration 13Q: 16 clusters Score -6.357242e+07 nChanged 9867 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 2 contains 38110 members Mstep: Class 4 contains 86675 members Mstep: Class 5 contains 1222 members Mstep: Class 6 contains 17409 members Mstep: Class 7 contains 64508 members Mstep: Class 9 contains 457 members Mstep: Class 10 contains 1933 members Mstep: Class 12 contains 10846 members Mstep: Class 13 contains 1337 members Mstep: Class 14 contains 1377 members Mstep: Class 15 contains 68042 members Mstep: Class 16 contains 2115 members Mstep: Class 17 contains 40683 members Mstep: Class 18 contains 5329 members Mstep: Class 19 contains 9257 members Entering Unmasked Estep ConsiderDeletion Score: -63577376.000000 Penalty: 47482.050781 Iteration 14Q: 16 clusters Score -6.357738e+07 nChanged 8437 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 2 contains 39760 members Mstep: Class 4 contains 85065 members Mstep: Class 5 contains 1128 members Mstep: Class 6 contains 18313 members Mstep: Class 7 contains 63640 members Mstep: Class 9 contains 456 members Mstep: Class 10 contains 2022 members Mstep: Class 12 contains 10672 members Mstep: Class 13 contains 1337 members Mstep: Class 14 contains 1377 members Mstep: Class 15 contains 66991 members Mstep: Class 16 contains 2004 members Mstep: Class 17 contains 41605 members Mstep: Class 18 contains 5751 members Mstep: Class 19 contains 9179 members Entering Unmasked Estep ConsiderDeletion Score: -63581592.000000 Penalty: 47482.050781 Iteration 15Q: 16 clusters Score -6.358159e+07 nChanged 7441 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 2 contains 40971 members Mstep: Class 4 contains 83352 members Mstep: Class 5 contains 1064 members Mstep: Class 6 contains 19271 members Mstep: Class 7 contains 62932 members Mstep: Class 9 contains 456 members Mstep: Class 10 contains 2090 members Mstep: Class 12 contains 10446 members Mstep: Class 13 contains 1337 members Mstep: Class 14 contains 1377 members Mstep: Class 15 contains 66244 members Mstep: Class 16 contains 1918 members Mstep: Class 17 contains 42526 members Mstep: Class 18 contains 6219 members Mstep: Class 19 contains 9097 members Entering Unmasked Estep ConsiderDeletion Score: -63584620.000000 Penalty: 47482.050781 Iteration 16Q: 16 clusters Score -6.358462e+07 nChanged 6732 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 2 contains 41858 members Mstep: Class 4 contains 81630 members Mstep: Class 5 contains 1021 members Mstep: Class 6 contains 20240 members Mstep: Class 7 contains 62341 members Mstep: Class 9 contains 456 members Mstep: Class 10 contains 2142 members Mstep: Class 12 contains 10223 members Mstep: Class 13 contains 1337 members Mstep: Class 14 contains 1377 members Mstep: Class 15 contains 65701 members Mstep: Class 16 contains 1889 members Mstep: Class 17 contains 43433 members Mstep: Class 18 contains 6649 members Mstep: Class 19 contains 9003 members Entering Unmasked Estep ConsiderDeletion Score: -63587216.000000 Penalty: 47482.050781 Iteration 17Q: 16 clusters Score -6.358722e+07 nChanged 6176 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 2 contains 42477 members Mstep: Class 4 contains 79801 members Mstep: Class 5 contains 1002 members Mstep: Class 6 contains 21263 members Mstep: Class 7 contains 61888 members Mstep: Class 9 contains 457 members Mstep: Class 10 contains 2164 members Mstep: Class 12 contains 10012 members Mstep: Class 13 contains 1337 members Mstep: Class 14 contains 1377 members Mstep: Class 15 contains 65296 members Mstep: Class 16 contains 1864 members Mstep: Class 17 contains 44360 members Mstep: Class 18 contains 7060 members Mstep: Class 19 contains 8942 members Entering Unmasked Estep ConsiderDeletion Score: -63589440.000000 Penalty: 47482.050781 Iteration 18Q: 16 clusters Score -6.358944e+07 nChanged 6022 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 2 contains 42971 members Mstep: Class 4 contains 77772 members Mstep: Class 5 contains 991 members Mstep: Class 6 contains 22303 members Mstep: Class 7 contains 61509 members Mstep: Class 9 contains 457 members Mstep: Class 10 contains 2176 members Mstep: Class 12 contains 9887 members Mstep: Class 13 contains 1337 members Mstep: Class 14 contains 1377 members Mstep: Class 15 contains 64919 members Mstep: Class 16 contains 1848 members Mstep: Class 17 contains 45404 members Mstep: Class 18 contains 7440 members Mstep: Class 19 contains 8909 members Entering Unmasked Estep ConsiderDeletion Score: -63591612.000000 Penalty: 47482.050781 Iteration 19Q: 16 clusters Score -6.359161e+07 nChanged 5852 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 2 contains 43422 members Mstep: Class 4 contains 75565 members Mstep: Class 5 contains 987 members Mstep: Class 6 contains 23304 members Mstep: Class 7 contains 61134 members Mstep: Class 9 contains 457 members Mstep: Class 10 contains 2182 members Mstep: Class 12 contains 9812 members Mstep: Class 13 contains 1337 members Mstep: Class 14 contains 1377 members Mstep: Class 15 contains 64627 members Mstep: Class 16 contains 1833 members Mstep: Class 17 contains 46570 members Mstep: Class 18 contains 7806 members Mstep: Class 19 contains 8887 members Entering Unmasked Estep ConsiderDeletion Score: -63594740.000000 Penalty: 47482.050781 Iteration 20F: 16 clusters Score -6.359474e+07 nChanged 5930 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 2 contains 43915 members Mstep: Class 4 contains 73122 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 24283 members Mstep: Class 7 contains 60813 members Mstep: Class 9 contains 442 members Mstep: Class 10 contains 2208 members Mstep: Class 12 contains 9819 members Mstep: Class 13 contains 1337 members Mstep: Class 14 contains 1376 members Mstep: Class 15 contains 64301 members Mstep: Class 16 contains 1712 members Mstep: Class 17 contains 47835 members Mstep: Class 18 contains 8377 members Mstep: Class 19 contains 8808 members Entering Unmasked Estep ConsiderDeletion Score: -63597228.000000 Penalty: 47482.050781 Iteration 21Q: 16 clusters Score -6.359723e+07 nChanged 6274 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 2 contains 44452 members Mstep: Class 4 contains 70376 members Mstep: Class 5 contains 925 members Mstep: Class 6 contains 25190 members Mstep: Class 7 contains 60486 members Mstep: Class 9 contains 430 members Mstep: Class 10 contains 2246 members Mstep: Class 12 contains 9917 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 1375 members Mstep: Class 15 contains 64079 members Mstep: Class 16 contains 1605 members Mstep: Class 17 contains 49304 members Mstep: Class 18 contains 8829 members Mstep: Class 19 contains 8761 members Entering Unmasked Estep ConsiderDeletion Score: -63599964.000000 Penalty: 47482.050781 Iteration 22Q: 16 clusters Score -6.359996e+07 nChanged 6344 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 2 contains 45015 members Mstep: Class 4 contains 67439 members Mstep: Class 5 contains 902 members Mstep: Class 6 contains 26031 members Mstep: Class 7 contains 60152 members Mstep: Class 9 contains 424 members Mstep: Class 10 contains 2273 members Mstep: Class 12 contains 10119 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 1375 members Mstep: Class 15 contains 63879 members Mstep: Class 16 contains 1516 members Mstep: Class 17 contains 50878 members Mstep: Class 18 contains 9255 members Mstep: Class 19 contains 8717 members Entering Unmasked Estep ConsiderDeletion Score: -63602144.000000 Penalty: 47482.050781 Iteration 23Q: 16 clusters Score -6.360214e+07 nChanged 6227 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 2 contains 45531 members Mstep: Class 4 contains 64460 members Mstep: Class 5 contains 884 members Mstep: Class 6 contains 26799 members Mstep: Class 7 contains 59876 members Mstep: Class 9 contains 422 members Mstep: Class 10 contains 2291 members Mstep: Class 12 contains 10400 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 1375 members Mstep: Class 15 contains 63718 members Mstep: Class 16 contains 1469 members Mstep: Class 17 contains 52528 members Mstep: Class 18 contains 9535 members Mstep: Class 19 contains 8687 members Entering Unmasked Estep ConsiderDeletion Score: -63604232.000000 Penalty: 47482.050781 Iteration 24Q: 16 clusters Score -6.360423e+07 nChanged 6329 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 2 contains 45972 members Mstep: Class 4 contains 61465 members Mstep: Class 5 contains 865 members Mstep: Class 6 contains 27456 members Mstep: Class 7 contains 59676 members Mstep: Class 9 contains 421 members Mstep: Class 10 contains 2309 members Mstep: Class 12 contains 10802 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 1375 members Mstep: Class 15 contains 63561 members Mstep: Class 16 contains 1450 members Mstep: Class 17 contains 54140 members Mstep: Class 18 contains 9788 members Mstep: Class 19 contains 8695 members Entering Unmasked Estep ConsiderDeletion Score: -63605996.000000 Penalty: 47482.050781 Iteration 25Q: 16 clusters Score -6.3606e+07 nChanged 6235 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 2 contains 46305 members Mstep: Class 4 contains 58596 members Mstep: Class 5 contains 849 members Mstep: Class 6 contains 27905 members Mstep: Class 7 contains 59523 members Mstep: Class 9 contains 420 members Mstep: Class 10 contains 2329 members Mstep: Class 12 contains 11279 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 1375 members Mstep: Class 15 contains 63429 members Mstep: Class 16 contains 1439 members Mstep: Class 17 contains 55778 members Mstep: Class 18 contains 10041 members Mstep: Class 19 contains 8707 members Entering Unmasked Estep ConsiderDeletion Score: -63608104.000000 Penalty: 47482.050781 Iteration 26Q: 16 clusters Score -6.36081e+07 nChanged 6018 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 2 contains 46555 members Mstep: Class 4 contains 55880 members Mstep: Class 5 contains 837 members Mstep: Class 6 contains 28142 members Mstep: Class 7 contains 59417 members Mstep: Class 9 contains 420 members Mstep: Class 10 contains 2345 members Mstep: Class 12 contains 11809 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 1375 members Mstep: Class 15 contains 63288 members Mstep: Class 16 contains 1419 members Mstep: Class 17 contains 57474 members Mstep: Class 18 contains 10274 members Mstep: Class 19 contains 8740 members Entering Unmasked Estep ConsiderDeletion Score: -63609564.000000 Penalty: 47482.050781 Iteration 27Q: 16 clusters Score -6.360956e+07 nChanged 5413 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 2 contains 46692 members Mstep: Class 4 contains 53522 members Mstep: Class 5 contains 827 members Mstep: Class 6 contains 28223 members Mstep: Class 7 contains 59347 members Mstep: Class 9 contains 420 members Mstep: Class 10 contains 2352 members Mstep: Class 12 contains 12346 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 1375 members Mstep: Class 15 contains 63203 members Mstep: Class 16 contains 1411 members Mstep: Class 17 contains 58980 members Mstep: Class 18 contains 10519 members Mstep: Class 19 contains 8758 members Entering Unmasked Estep ConsiderDeletion Score: -63610688.000000 Penalty: 47482.050781 Iteration 28Q: 16 clusters Score -6.361069e+07 nChanged 5004 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 2 contains 46797 members Mstep: Class 4 contains 51406 members Mstep: Class 5 contains 817 members Mstep: Class 6 contains 28171 members Mstep: Class 7 contains 59256 members Mstep: Class 9 contains 420 members Mstep: Class 10 contains 2360 members Mstep: Class 12 contains 12910 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 1375 members Mstep: Class 15 contains 63137 members Mstep: Class 16 contains 1419 members Mstep: Class 17 contains 60426 members Mstep: Class 18 contains 10723 members Mstep: Class 19 contains 8758 members Entering Unmasked Estep ConsiderDeletion Score: -63611924.000000 Penalty: 47482.050781 Iteration 29Q: 16 clusters Score -6.361192e+07 nChanged 4585 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 2 contains 46838 members Mstep: Class 4 contains 49546 members Mstep: Class 5 contains 811 members Mstep: Class 6 contains 28035 members Mstep: Class 7 contains 59178 members Mstep: Class 9 contains 420 members Mstep: Class 10 contains 2368 members Mstep: Class 12 contains 13474 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 1375 members Mstep: Class 15 contains 63102 members Mstep: Class 16 contains 1425 members Mstep: Class 17 contains 61749 members Mstep: Class 18 contains 10890 members Mstep: Class 19 contains 8764 members Entering Unmasked Estep ConsiderDeletion Score: -63612784.000000 Penalty: 47482.050781 Iteration 30Q: 16 clusters Score -6.361278e+07 nChanged 4208 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 2 contains 46879 members Mstep: Class 4 contains 48001 members Mstep: Class 5 contains 806 members Mstep: Class 6 contains 27839 members Mstep: Class 7 contains 59127 members Mstep: Class 9 contains 420 members Mstep: Class 10 contains 2373 members Mstep: Class 12 contains 14025 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 1375 members Mstep: Class 15 contains 63065 members Mstep: Class 16 contains 1425 members Mstep: Class 17 contains 62798 members Mstep: Class 18 contains 11050 members Mstep: Class 19 contains 8792 members Entering Unmasked Estep ConsiderDeletion Score: -63613436.000000 Penalty: 47482.050781 Iteration 31Q: 16 clusters Score -6.361344e+07 nChanged 4008 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 2 contains 46883 members Mstep: Class 4 contains 46671 members Mstep: Class 5 contains 804 members Mstep: Class 6 contains 27573 members Mstep: Class 7 contains 59076 members Mstep: Class 9 contains 420 members Mstep: Class 10 contains 2377 members Mstep: Class 12 contains 14591 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 1375 members Mstep: Class 15 contains 63073 members Mstep: Class 16 contains 1427 members Mstep: Class 17 contains 63702 members Mstep: Class 18 contains 11195 members Mstep: Class 19 contains 8808 members Entering Unmasked Estep ConsiderDeletion Score: -63613976.000000 Penalty: 47482.050781 Iteration 32Q: 16 clusters Score -6.361398e+07 nChanged 3873 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 2 contains 46826 members Mstep: Class 4 contains 45390 members Mstep: Class 5 contains 801 members Mstep: Class 6 contains 27333 members Mstep: Class 7 contains 59041 members Mstep: Class 9 contains 421 members Mstep: Class 10 contains 2382 members Mstep: Class 12 contains 15107 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 1375 members Mstep: Class 15 contains 63064 members Mstep: Class 16 contains 1433 members Mstep: Class 17 contains 64640 members Mstep: Class 18 contains 11347 members Mstep: Class 19 contains 8815 members Entering Unmasked Estep ConsiderDeletion Score: -63614492.000000 Penalty: 47482.050781 Iteration 33Q: 16 clusters Score -6.361449e+07 nChanged 3617 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 2 contains 46773 members Mstep: Class 4 contains 44249 members Mstep: Class 5 contains 797 members Mstep: Class 6 contains 27057 members Mstep: Class 7 contains 59007 members Mstep: Class 9 contains 421 members Mstep: Class 10 contains 2383 members Mstep: Class 12 contains 15622 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 1375 members Mstep: Class 15 contains 63074 members Mstep: Class 16 contains 1435 members Mstep: Class 17 contains 65456 members Mstep: Class 18 contains 11502 members Mstep: Class 19 contains 8824 members Entering Unmasked Estep ConsiderDeletion Score: -63614808.000000 Penalty: 47482.050781 Iteration 34Q: 16 clusters Score -6.361481e+07 nChanged 3481 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 2 contains 46702 members Mstep: Class 4 contains 43222 members Mstep: Class 5 contains 793 members Mstep: Class 6 contains 26848 members Mstep: Class 7 contains 58976 members Mstep: Class 9 contains 421 members Mstep: Class 10 contains 2387 members Mstep: Class 12 contains 16089 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 1375 members Mstep: Class 15 contains 63091 members Mstep: Class 16 contains 1445 members Mstep: Class 17 contains 66167 members Mstep: Class 18 contains 11638 members Mstep: Class 19 contains 8821 members Entering Unmasked Estep ConsiderDeletion Score: -63615172.000000 Penalty: 47482.050781 Iteration 35Q: 16 clusters Score -6.361517e+07 nChanged 3348 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 2 contains 46641 members Mstep: Class 4 contains 42265 members Mstep: Class 5 contains 788 members Mstep: Class 6 contains 26646 members Mstep: Class 7 contains 58953 members Mstep: Class 9 contains 421 members Mstep: Class 10 contains 2393 members Mstep: Class 12 contains 16520 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 1375 members Mstep: Class 15 contains 63082 members Mstep: Class 16 contains 1461 members Mstep: Class 17 contains 66867 members Mstep: Class 18 contains 11748 members Mstep: Class 19 contains 8815 members Entering Unmasked Estep ConsiderDeletion Score: -63615360.000000 Penalty: 47482.050781 Iteration 36Q: 16 clusters Score -6.361536e+07 nChanged 3128 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 2 contains 46579 members Mstep: Class 4 contains 41400 members Mstep: Class 5 contains 787 members Mstep: Class 6 contains 26445 members Mstep: Class 7 contains 58935 members Mstep: Class 9 contains 421 members Mstep: Class 10 contains 2398 members Mstep: Class 12 contains 16901 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 1375 members Mstep: Class 15 contains 63098 members Mstep: Class 16 contains 1468 members Mstep: Class 17 contains 67480 members Mstep: Class 18 contains 11867 members Mstep: Class 19 contains 8821 members Entering Unmasked Estep ConsiderDeletion Score: -63615224.000000 Penalty: 47482.050781 Iteration 37Q: 16 clusters Score -6.361522e+07 nChanged 2969 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 2 contains 46560 members Mstep: Class 4 contains 40609 members Mstep: Class 5 contains 785 members Mstep: Class 6 contains 26244 members Mstep: Class 7 contains 58912 members Mstep: Class 9 contains 421 members Mstep: Class 10 contains 2401 members Mstep: Class 12 contains 17245 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 1375 members Mstep: Class 15 contains 63112 members Mstep: Class 16 contains 1471 members Mstep: Class 17 contains 68068 members Mstep: Class 18 contains 11959 members Mstep: Class 19 contains 8813 members Entering Unmasked Estep ConsiderDeletion Score: -63615132.000000 Penalty: 47482.050781 Iteration 38Q: 16 clusters Score -6.361513e+07 nChanged 2749 Entering ConstructFrom: Score: -63615132.000000 Penalty: 47482.050781 Entering ConstructFrom: Trying to split cluster 2 (46543 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46543 members Entering Unmasked Estep Score: -8678423.000000 Penalty: 2665.536621 Iteration 0F: 2 clusters Score -8678423 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23170 members Mstep: Class 2 contains 23373 members Entering Unmasked Estep Score: -8650763.000000 Penalty: 5331.073242 Iteration 0F: 3 clusters Score -8650763 nChanged 21428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22396 members Mstep: Class 2 contains 24147 members Entering Unmasked Estep Score: -8662743.000000 Penalty: 5331.073242 Iteration 1F: 3 clusters Score -8662743 nChanged 2222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21864 members Mstep: Class 2 contains 24679 members Entering Unmasked Estep Score: -8663567.000000 Penalty: 5331.073242 Iteration 2Q: 3 clusters Score -8663567 nChanged 2278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21130 members Mstep: Class 2 contains 25413 members Entering Unmasked Estep Score: -8664537.000000 Penalty: 5331.073242 Iteration 3Q: 3 clusters Score -8664537 nChanged 2443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20109 members Mstep: Class 2 contains 26434 members Entering Unmasked Estep Score: -8665622.000000 Penalty: 5331.073242 Iteration 4F: 3 clusters Score -8665622 nChanged 2668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18833 members Mstep: Class 2 contains 27710 members Entering Unmasked Estep Score: -8666984.000000 Penalty: 5331.073242 Iteration 5F: 3 clusters Score -8666984 nChanged 2822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17417 members Mstep: Class 2 contains 29126 members Entering Unmasked Estep Score: -8668367.000000 Penalty: 5331.073242 Iteration 6F: 3 clusters Score -8668367 nChanged 2684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15953 members Mstep: Class 2 contains 30590 members Entering Unmasked Estep Score: -8669707.000000 Penalty: 5331.073242 Iteration 7F: 3 clusters Score -8669707 nChanged 2443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14530 members Mstep: Class 2 contains 32013 members Entering Unmasked Estep Score: -8670787.000000 Penalty: 5331.073242 Iteration 8F: 3 clusters Score -8670787 nChanged 2049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13305 members Mstep: Class 2 contains 33238 members Entering Unmasked Estep Score: -8671662.000000 Penalty: 5331.073242 Iteration 9Q: 3 clusters Score -8671662 nChanged 1758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12267 members Mstep: Class 2 contains 34276 members Entering Unmasked Estep Score: -8672386.000000 Penalty: 5331.073242 Iteration 10Q: 3 clusters Score -8672386 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11422 members Mstep: Class 2 contains 35121 members Entering Unmasked Estep Score: -8672944.000000 Penalty: 5331.073242 Iteration 11Q: 3 clusters Score -8672944 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10762 members Mstep: Class 2 contains 35781 members Entering Unmasked Estep Score: -8673348.000000 Penalty: 5331.073242 Iteration 12Q: 3 clusters Score -8673348 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10223 members Mstep: Class 2 contains 36320 members Entering Unmasked Estep Score: -8673728.000000 Penalty: 5331.073242 Iteration 13Q: 3 clusters Score -8673728 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9741 members Mstep: Class 2 contains 36802 members Entering Unmasked Estep Score: -8674087.000000 Penalty: 5331.073242 Iteration 14Q: 3 clusters Score -8674087 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9333 members Mstep: Class 2 contains 37210 members Entering Unmasked Estep Score: -8674394.000000 Penalty: 5331.073242 Iteration 15Q: 3 clusters Score -8674394 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9002 members Mstep: Class 2 contains 37541 members Entering Unmasked Estep Score: -8674606.000000 Penalty: 5331.073242 Iteration 16Q: 3 clusters Score -8674606 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8668 members Mstep: Class 2 contains 37875 members Entering Unmasked Estep Score: -8674835.000000 Penalty: 5331.073242 Iteration 17Q: 3 clusters Score -8674835 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 38194 members Entering Unmasked Estep Score: -8675013.000000 Penalty: 5331.073242 Iteration 18Q: 3 clusters Score -8675013 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8093 members Mstep: Class 2 contains 38450 members Entering Unmasked Estep Score: -8675136.000000 Penalty: 5331.073242 Iteration 19Q: 3 clusters Score -8675136 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7840 members Mstep: Class 2 contains 38703 members Entering Unmasked Estep Score: -8675287.000000 Penalty: 5331.073242 Iteration 20F: 3 clusters Score -8675287 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7610 members Mstep: Class 2 contains 38933 members Entering Unmasked Estep Score: -8675407.000000 Penalty: 5331.073242 Iteration 21Q: 3 clusters Score -8675407 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7384 members Mstep: Class 2 contains 39159 members Entering Unmasked Estep Score: -8675501.000000 Penalty: 5331.073242 Iteration 22Q: 3 clusters Score -8675501 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7145 members Mstep: Class 2 contains 39398 members Entering Unmasked Estep Score: -8675610.000000 Penalty: 5331.073242 Iteration 23Q: 3 clusters Score -8675610 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6933 members Mstep: Class 2 contains 39610 members Entering Unmasked Estep Score: -8675723.000000 Penalty: 5331.073242 Iteration 24Q: 3 clusters Score -8675723 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6720 members Mstep: Class 2 contains 39823 members Entering Unmasked Estep Score: -8675835.000000 Penalty: 5331.073242 Iteration 25Q: 3 clusters Score -8675835 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6490 members Mstep: Class 2 contains 40053 members Entering Unmasked Estep Score: -8675939.000000 Penalty: 5331.073242 Iteration 26Q: 3 clusters Score -8675939 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 40260 members Entering Unmasked Estep Score: -8676048.000000 Penalty: 5331.073242 Iteration 27Q: 3 clusters Score -8676048 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 40458 members Entering Unmasked Estep Score: -8676131.000000 Penalty: 5331.073242 Iteration 28Q: 3 clusters Score -8676131 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5901 members Mstep: Class 2 contains 40642 members Entering Unmasked Estep Score: -8676227.000000 Penalty: 5331.073242 Iteration 29Q: 3 clusters Score -8676227 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 40826 members Entering Unmasked Estep Score: -8676297.000000 Penalty: 5331.073242 Iteration 30Q: 3 clusters Score -8676297 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5521 members Mstep: Class 2 contains 41022 members Entering Unmasked Estep Score: -8676362.000000 Penalty: 5331.073242 Iteration 31Q: 3 clusters Score -8676362 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 41204 members Entering Unmasked Estep Score: -8676408.000000 Penalty: 5331.073242 Iteration 32Q: 3 clusters Score -8676408 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 41405 members Entering Unmasked Estep Score: -8676481.000000 Penalty: 5331.073242 Iteration 33Q: 3 clusters Score -8676481 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 41589 members Entering Unmasked Estep Score: -8676546.000000 Penalty: 5331.073242 Iteration 34Q: 3 clusters Score -8676546 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 41771 members Entering Unmasked Estep Score: -8676596.000000 Penalty: 5331.073242 Iteration 35Q: 3 clusters Score -8676596 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 41939 members Entering Unmasked Estep Score: -8676658.000000 Penalty: 5331.073242 Iteration 36Q: 3 clusters Score -8676658 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 42104 members Entering Unmasked Estep Score: -8676714.000000 Penalty: 5331.073242 Iteration 37Q: 3 clusters Score -8676714 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 42249 members Entering Unmasked Estep Score: -8676758.000000 Penalty: 5331.073242 Iteration 38Q: 3 clusters Score -8676758 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 42382 members Entering Unmasked Estep Score: -8676792.000000 Penalty: 5331.073242 Iteration 39Q: 3 clusters Score -8676792 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 42526 members Entering Unmasked Estep Score: -8676842.000000 Penalty: 5331.073242 Iteration 40F: 3 clusters Score -8676842 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 42661 members Entering Unmasked Estep Score: -8676877.000000 Penalty: 5331.073242 Iteration 41Q: 3 clusters Score -8676877 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 42816 members Entering Unmasked Estep Score: -8676973.000000 Penalty: 5331.073242 Iteration 42Q: 3 clusters Score -8676973 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 42961 members Entering Unmasked Estep Score: -8677042.000000 Penalty: 5331.073242 Iteration 43Q: 3 clusters Score -8677042 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 43089 members Entering Unmasked Estep Score: -8677126.000000 Penalty: 5331.073242 Iteration 44Q: 3 clusters Score -8677126 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 43222 members Entering Unmasked Estep Score: -8677203.000000 Penalty: 5331.073242 Iteration 45Q: 3 clusters Score -8677203 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 43351 members Entering Unmasked Estep Score: -8677258.000000 Penalty: 5331.073242 Iteration 46Q: 3 clusters Score -8677258 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 43469 members Entering Unmasked Estep Score: -8677330.000000 Penalty: 5331.073242 Iteration 47Q: 3 clusters Score -8677330 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 43574 members Entering Unmasked Estep Score: -8677392.000000 Penalty: 5331.073242 Iteration 48Q: 3 clusters Score -8677392 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 43682 members Entering Unmasked Estep Score: -8677432.000000 Penalty: 5331.073242 Iteration 49Q: 3 clusters Score -8677432 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 43783 members Entering Unmasked Estep Score: -8677474.000000 Penalty: 5331.073242 Iteration 50Q: 3 clusters Score -8677474 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 43867 members Entering Unmasked Estep Score: -8677492.000000 Penalty: 5331.073242 Iteration 51Q: 3 clusters Score -8677492 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 43950 members Entering Unmasked Estep Score: -8677496.000000 Penalty: 5331.073242 Iteration 52Q: 3 clusters Score -8677496 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 44028 members Entering Unmasked Estep Score: -8677546.000000 Penalty: 5331.073242 Iteration 53Q: 3 clusters Score -8677546 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 44093 members Entering Unmasked Estep Score: -8677571.000000 Penalty: 5331.073242 Iteration 54Q: 3 clusters Score -8677571 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 44150 members Entering Unmasked Estep Score: -8677589.000000 Penalty: 5331.073242 Iteration 55Q: 3 clusters Score -8677589 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 44205 members Entering Unmasked Estep Score: -8677622.000000 Penalty: 5331.073242 Iteration 56Q: 3 clusters Score -8677622 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 44247 members Entering Unmasked Estep Score: -8677641.000000 Penalty: 5331.073242 Iteration 57Q: 3 clusters Score -8677641 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 44286 members Entering Unmasked Estep Score: -8677639.000000 Penalty: 5331.073242 Iteration 58Q: 3 clusters Score -8677639 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 44315 members Entering Unmasked Estep Score: -8677649.000000 Penalty: 5331.073242 Iteration 59Q: 3 clusters Score -8677649 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 44340 members Entering Unmasked Estep Score: -8677648.000000 Penalty: 5331.073242 Iteration 60F: 3 clusters Score -8677648 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 44357 members Entering Unmasked Estep Score: -8677657.000000 Penalty: 5331.073242 Iteration 61Q: 3 clusters Score -8677657 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 44374 members Entering Unmasked Estep Score: -8677670.000000 Penalty: 5331.073242 Iteration 62Q: 3 clusters Score -8677670 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 44388 members Entering Unmasked Estep Score: -8677661.000000 Penalty: 5331.073242 Iteration 63Q: 3 clusters Score -8677661 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 44403 members Entering Unmasked Estep Score: -8677657.000000 Penalty: 5331.073242 Iteration 64Q: 3 clusters Score -8677657 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 44419 members Entering Unmasked Estep Score: -8677656.000000 Penalty: 5331.073242 Iteration 65Q: 3 clusters Score -8677656 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 44429 members Entering Unmasked Estep Score: -8677665.000000 Penalty: 5331.073242 Iteration 66Q: 3 clusters Score -8677665 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 44436 members Entering Unmasked Estep Score: -8677660.000000 Penalty: 5331.073242 Iteration 67Q: 3 clusters Score -8677660 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 44439 members Entering Unmasked Estep Score: -8677664.000000 Penalty: 5331.073242 Iteration 68Q: 3 clusters Score -8677664 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 44440 members Entering Unmasked Estep Score: -8677665.000000 Penalty: 5331.073242 Iteration 69Q: 3 clusters Score -8677665 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 44440 members Entering Unmasked Estep Score: -8677673.000000 Penalty: 5331.073242 Iteration 70Q: 3 clusters Score -8677673 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 44443 members Entering Unmasked Estep Score: -8677673.000000 Penalty: 5331.073242 Iteration 71Q: 3 clusters Score -8677673 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 44445 members Entering Unmasked Estep Score: -8677673.000000 Penalty: 5331.073242 Iteration 72Q: 3 clusters Score -8677673 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 44445 members Entering Unmasked Estep Score: -8677668.000000 Penalty: 5331.073242 Iteration 73Q: 3 clusters Score -8677668 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 44446 members Entering Unmasked Estep Score: -8677671.000000 Penalty: 5331.073242 Iteration 74Q: 3 clusters Score -8677671 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 44447 members Entering Unmasked Estep Score: -8677668.000000 Penalty: 5331.073242 Iteration 75Q: 3 clusters Score -8677668 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 44451 members Entering Unmasked Estep Score: -8677665.000000 Penalty: 5331.073242 Iteration 76Q: 3 clusters Score -8677665 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 44455 members Entering Unmasked Estep Score: -8677663.000000 Penalty: 5331.073242 Iteration 77Q: 3 clusters Score -8677663 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 44456 members Entering Unmasked Estep Score: -8677662.000000 Penalty: 5331.073242 Iteration 78Q: 3 clusters Score -8677662 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 44458 members Entering Unmasked Estep Score: -8677665.000000 Penalty: 5331.073242 Iteration 79Q: 3 clusters Score -8677665 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 44462 members Entering Unmasked Estep Score: -8677670.000000 Penalty: 5331.073242 Iteration 80F: 3 clusters Score -8677670 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 44465 members Entering Unmasked Estep Score: -8677670.000000 Penalty: 5331.073242 Iteration 81Q: 3 clusters Score -8677670 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 44469 members Entering Unmasked Estep Score: -8677675.000000 Penalty: 5331.073242 Iteration 82Q: 3 clusters Score -8677675 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 44476 members Entering Unmasked Estep Score: -8677672.000000 Penalty: 5331.073242 Iteration 83Q: 3 clusters Score -8677672 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 44479 members Entering Unmasked Estep Score: -8677679.000000 Penalty: 5331.073242 Iteration 84Q: 3 clusters Score -8677679 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 44483 members Entering Unmasked Estep Score: -8677679.000000 Penalty: 5331.073242 Iteration 85Q: 3 clusters Score -8677679 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 44486 members Entering Unmasked Estep Score: -8677685.000000 Penalty: 5331.073242 Iteration 86Q: 3 clusters Score -8677685 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 44488 members Entering Unmasked Estep Score: -8677679.000000 Penalty: 5331.073242 Iteration 87Q: 3 clusters Score -8677679 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 44488 members Entering Unmasked Estep Score: -8677679.000000 Penalty: 5331.073242 Iteration 88F: 3 clusters Score -8677679 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (39895 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39895 members Entering Unmasked Estep Score: -7396593.500000 Penalty: 2627.313721 Iteration 0F: 2 clusters Score -7396594 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20019 members Mstep: Class 2 contains 19876 members Entering Unmasked Estep Score: -7369803.500000 Penalty: 5254.627441 Iteration 0F: 3 clusters Score -7369804 nChanged 18244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20287 members Mstep: Class 2 contains 19608 members Entering Unmasked Estep Score: -7379656.000000 Penalty: 5254.627441 Iteration 1F: 3 clusters Score -7379656 nChanged 1683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20524 members Mstep: Class 2 contains 19371 members Entering Unmasked Estep Score: -7380157.500000 Penalty: 5254.627441 Iteration 2Q: 3 clusters Score -7380158 nChanged 1589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20789 members Mstep: Class 2 contains 19106 members Entering Unmasked Estep Score: -7380664.500000 Penalty: 5254.627441 Iteration 3Q: 3 clusters Score -7380664 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21179 members Mstep: Class 2 contains 18716 members Entering Unmasked Estep Score: -7381197.500000 Penalty: 5254.627441 Iteration 4Q: 3 clusters Score -7381198 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21685 members Mstep: Class 2 contains 18210 members Entering Unmasked Estep Score: -7381848.500000 Penalty: 5254.627441 Iteration 5Q: 3 clusters Score -7381848 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22312 members Mstep: Class 2 contains 17583 members Entering Unmasked Estep Score: -7382786.500000 Penalty: 5254.627441 Iteration 6Q: 3 clusters Score -7382786 nChanged 1862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22998 members Mstep: Class 2 contains 16897 members Entering Unmasked Estep Score: -7383826.000000 Penalty: 5254.627441 Iteration 7Q: 3 clusters Score -7383826 nChanged 1968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23748 members Mstep: Class 2 contains 16147 members Entering Unmasked Estep Score: -7385138.500000 Penalty: 5254.627441 Iteration 8Q: 3 clusters Score -7385138 nChanged 2105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24417 members Mstep: Class 2 contains 15478 members Entering Unmasked Estep Score: -7386582.000000 Penalty: 5254.627441 Iteration 9F: 3 clusters Score -7386582 nChanged 2116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24919 members Mstep: Class 2 contains 14976 members Entering Unmasked Estep Score: -7387992.000000 Penalty: 5254.627441 Iteration 10F: 3 clusters Score -7387992 nChanged 1918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25225 members Mstep: Class 2 contains 14670 members Entering Unmasked Estep Score: -7389093.000000 Penalty: 5254.627441 Iteration 11Q: 3 clusters Score -7389093 nChanged 1586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25327 members Mstep: Class 2 contains 14568 members Entering Unmasked Estep Score: -7389829.500000 Penalty: 5254.627441 Iteration 12Q: 3 clusters Score -7389830 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25362 members Mstep: Class 2 contains 14533 members Entering Unmasked Estep Score: -7390233.000000 Penalty: 5254.627441 Iteration 13Q: 3 clusters Score -7390233 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25406 members Mstep: Class 2 contains 14489 members Entering Unmasked Estep Score: -7390502.000000 Penalty: 5254.627441 Iteration 14Q: 3 clusters Score -7390502 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25468 members Mstep: Class 2 contains 14427 members Entering Unmasked Estep Score: -7390656.500000 Penalty: 5254.627441 Iteration 15Q: 3 clusters Score -7390656 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25504 members Mstep: Class 2 contains 14391 members Entering Unmasked Estep Score: -7390803.000000 Penalty: 5254.627441 Iteration 16Q: 3 clusters Score -7390803 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25519 members Mstep: Class 2 contains 14376 members Entering Unmasked Estep Score: -7390908.500000 Penalty: 5254.627441 Iteration 17Q: 3 clusters Score -7390908 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25523 members Mstep: Class 2 contains 14372 members Entering Unmasked Estep Score: -7390984.500000 Penalty: 5254.627441 Iteration 18Q: 3 clusters Score -7390984 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25512 members Mstep: Class 2 contains 14383 members Entering Unmasked Estep Score: -7391090.000000 Penalty: 5254.627441 Iteration 19Q: 3 clusters Score -7391090 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25503 members Mstep: Class 2 contains 14392 members Entering Unmasked Estep Score: -7391189.000000 Penalty: 5254.627441 Iteration 20F: 3 clusters Score -7391189 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25490 members Mstep: Class 2 contains 14405 members Entering Unmasked Estep Score: -7391258.500000 Penalty: 5254.627441 Iteration 21Q: 3 clusters Score -7391258 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25434 members Mstep: Class 2 contains 14461 members Entering Unmasked Estep Score: -7391328.000000 Penalty: 5254.627441 Iteration 22Q: 3 clusters Score -7391328 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25368 members Mstep: Class 2 contains 14527 members Entering Unmasked Estep Score: -7391356.500000 Penalty: 5254.627441 Iteration 23Q: 3 clusters Score -7391356 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25317 members Mstep: Class 2 contains 14578 members Entering Unmasked Estep Score: -7391414.000000 Penalty: 5254.627441 Iteration 24Q: 3 clusters Score -7391414 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25266 members Mstep: Class 2 contains 14629 members Entering Unmasked Estep Score: -7391474.500000 Penalty: 5254.627441 Iteration 25Q: 3 clusters Score -7391474 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25199 members Mstep: Class 2 contains 14696 members Entering Unmasked Estep Score: -7391497.500000 Penalty: 5254.627441 Iteration 26Q: 3 clusters Score -7391498 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25129 members Mstep: Class 2 contains 14766 members Entering Unmasked Estep Score: -7391526.500000 Penalty: 5254.627441 Iteration 27Q: 3 clusters Score -7391526 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25068 members Mstep: Class 2 contains 14827 members Entering Unmasked Estep Score: -7391541.500000 Penalty: 5254.627441 Iteration 28Q: 3 clusters Score -7391542 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25022 members Mstep: Class 2 contains 14873 members Entering Unmasked Estep Score: -7391547.500000 Penalty: 5254.627441 Iteration 29Q: 3 clusters Score -7391548 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24977 members Mstep: Class 2 contains 14918 members Entering Unmasked Estep Score: -7391571.500000 Penalty: 5254.627441 Iteration 30Q: 3 clusters Score -7391572 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24945 members Mstep: Class 2 contains 14950 members Entering Unmasked Estep Score: -7391570.500000 Penalty: 5254.627441 Iteration 31Q: 3 clusters Score -7391570 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24922 members Mstep: Class 2 contains 14973 members Entering Unmasked Estep Score: -7391583.500000 Penalty: 5254.627441 Iteration 32Q: 3 clusters Score -7391584 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24891 members Mstep: Class 2 contains 15004 members Entering Unmasked Estep Score: -7391597.500000 Penalty: 5254.627441 Iteration 33Q: 3 clusters Score -7391598 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24867 members Mstep: Class 2 contains 15028 members Entering Unmasked Estep Score: -7391621.500000 Penalty: 5254.627441 Iteration 34Q: 3 clusters Score -7391622 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24840 members Mstep: Class 2 contains 15055 members Entering Unmasked Estep Score: -7391616.500000 Penalty: 5254.627441 Iteration 35Q: 3 clusters Score -7391616 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24832 members Mstep: Class 2 contains 15063 members Entering Unmasked Estep Score: -7391628.000000 Penalty: 5254.627441 Iteration 36Q: 3 clusters Score -7391628 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24815 members Mstep: Class 2 contains 15080 members Entering Unmasked Estep Score: -7391655.000000 Penalty: 5254.627441 Iteration 37Q: 3 clusters Score -7391655 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24813 members Mstep: Class 2 contains 15082 members Entering Unmasked Estep Score: -7391640.000000 Penalty: 5254.627441 Iteration 38Q: 3 clusters Score -7391640 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24814 members Mstep: Class 2 contains 15081 members Entering Unmasked Estep Score: -7391654.000000 Penalty: 5254.627441 Iteration 39Q: 3 clusters Score -7391654 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24807 members Mstep: Class 2 contains 15088 members Entering Unmasked Estep Score: -7391653.000000 Penalty: 5254.627441 Iteration 40F: 3 clusters Score -7391653 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24807 members Mstep: Class 2 contains 15088 members Entering Unmasked Estep Score: -7391649.000000 Penalty: 5254.627441 Iteration 41Q: 3 clusters Score -7391649 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24806 members Mstep: Class 2 contains 15089 members Entering Unmasked Estep Score: -7391663.500000 Penalty: 5254.627441 Iteration 42Q: 3 clusters Score -7391664 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24821 members Mstep: Class 2 contains 15074 members Entering Unmasked Estep Score: -7391662.000000 Penalty: 5254.627441 Iteration 43Q: 3 clusters Score -7391662 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24827 members Mstep: Class 2 contains 15068 members Entering Unmasked Estep Score: -7391676.500000 Penalty: 5254.627441 Iteration 44Q: 3 clusters Score -7391676 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24828 members Mstep: Class 2 contains 15067 members Entering Unmasked Estep Score: -7391679.500000 Penalty: 5254.627441 Iteration 45Q: 3 clusters Score -7391680 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24829 members Mstep: Class 2 contains 15066 members Entering Unmasked Estep Score: -7391676.500000 Penalty: 5254.627441 Iteration 46Q: 3 clusters Score -7391676 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24836 members Mstep: Class 2 contains 15059 members Entering Unmasked Estep Score: -7391662.000000 Penalty: 5254.627441 Iteration 47Q: 3 clusters Score -7391662 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24842 members Mstep: Class 2 contains 15053 members Entering Unmasked Estep Score: -7391678.500000 Penalty: 5254.627441 Iteration 48Q: 3 clusters Score -7391678 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24846 members Mstep: Class 2 contains 15049 members Entering Unmasked Estep Score: -7391668.500000 Penalty: 5254.627441 Iteration 49Q: 3 clusters Score -7391668 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24846 members Mstep: Class 2 contains 15049 members Entering Unmasked Estep Score: -7391673.500000 Penalty: 5254.627441 Iteration 50Q: 3 clusters Score -7391674 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24844 members Mstep: Class 2 contains 15051 members Entering Unmasked Estep Score: -7391672.500000 Penalty: 5254.627441 Iteration 51Q: 3 clusters Score -7391672 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24845 members Mstep: Class 2 contains 15050 members Entering Unmasked Estep Score: -7391675.000000 Penalty: 5254.627441 Iteration 52Q: 3 clusters Score -7391675 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24849 members Mstep: Class 2 contains 15046 members Entering Unmasked Estep Score: -7391682.500000 Penalty: 5254.627441 Iteration 53Q: 3 clusters Score -7391682 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24849 members Mstep: Class 2 contains 15046 members Entering Unmasked Estep Score: -7391680.000000 Penalty: 5254.627441 Iteration 54Q: 3 clusters Score -7391680 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24849 members Mstep: Class 2 contains 15046 members Entering Unmasked Estep Score: -7391678.500000 Penalty: 5254.627441 Iteration 55Q: 3 clusters Score -7391678 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24850 members Mstep: Class 2 contains 15045 members Entering Unmasked Estep Score: -7391673.500000 Penalty: 5254.627441 Iteration 56Q: 3 clusters Score -7391674 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24851 members Mstep: Class 2 contains 15044 members Entering Unmasked Estep Score: -7391666.500000 Penalty: 5254.627441 Iteration 57Q: 3 clusters Score -7391666 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24851 members Mstep: Class 2 contains 15044 members Entering Unmasked Estep Score: -7391666.000000 Penalty: 5254.627441 Iteration 58Q: 3 clusters Score -7391666 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24852 members Mstep: Class 2 contains 15043 members Entering Unmasked Estep Score: -7391673.000000 Penalty: 5254.627441 Iteration 59Q: 3 clusters Score -7391673 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24850 members Mstep: Class 2 contains 15045 members Entering Unmasked Estep Score: -7391668.500000 Penalty: 5254.627441 Iteration 60F: 3 clusters Score -7391668 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24851 members Mstep: Class 2 contains 15044 members Entering Unmasked Estep Score: -7391667.000000 Penalty: 5254.627441 Iteration 61Q: 3 clusters Score -7391667 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24851 members Mstep: Class 2 contains 15044 members Entering Unmasked Estep Score: -7391667.000000 Penalty: 5254.627441 Iteration 62F: 3 clusters Score -7391667 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (784 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Entering Unmasked Estep Score: -126735.726562 Penalty: 1652.773438 Iteration 0F: 2 clusters Score -126735.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -125156.437500 Penalty: 3305.546875 Iteration 0F: 3 clusters Score -125156.4 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -125698.914062 Penalty: 3305.546875 Iteration 1F: 3 clusters Score -125698.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -125938.250000 Penalty: 3305.546875 Iteration 2F: 3 clusters Score -125938.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -126101.914062 Penalty: 3305.546875 Iteration 3Q: 3 clusters Score -126101.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -126180.195312 Penalty: 3305.546875 Iteration 4Q: 3 clusters Score -126180.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -126222.898438 Penalty: 3305.546875 Iteration 5Q: 3 clusters Score -126222.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -126277.804688 Penalty: 3305.546875 Iteration 6Q: 3 clusters Score -126277.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -126321.789062 Penalty: 3305.546875 Iteration 7Q: 3 clusters Score -126321.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -126336.023438 Penalty: 3305.546875 Iteration 8Q: 3 clusters Score -126336 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -126349.507812 Penalty: 3305.546875 Iteration 9Q: 3 clusters Score -126349.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -126355.226562 Penalty: 3305.546875 Iteration 10Q: 3 clusters Score -126355.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -126356.757812 Penalty: 3305.546875 Iteration 11Q: 3 clusters Score -126356.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -126360.742188 Penalty: 3305.546875 Iteration 12Q: 3 clusters Score -126360.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -126363.500000 Penalty: 3305.546875 Iteration 13Q: 3 clusters Score -126363.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -126366.445312 Penalty: 3305.546875 Iteration 14Q: 3 clusters Score -126366.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -126368.593750 Penalty: 3305.546875 Iteration 15Q: 3 clusters Score -126368.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -126368.593750 Penalty: 3305.546875 Iteration 16F: 3 clusters Score -126368.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (26084 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26084 members Entering Unmasked Estep Score: -4798170.000000 Penalty: 2521.931152 Iteration 0F: 2 clusters Score -4798170 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12886 members Mstep: Class 2 contains 13198 members Entering Unmasked Estep Score: -4780113.500000 Penalty: 5043.862305 Iteration 0F: 3 clusters Score -4780114 nChanged 11667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12329 members Mstep: Class 2 contains 13755 members Entering Unmasked Estep Score: -4786419.000000 Penalty: 5043.862305 Iteration 1F: 3 clusters Score -4786419 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11956 members Mstep: Class 2 contains 14128 members Entering Unmasked Estep Score: -4786845.500000 Penalty: 5043.862305 Iteration 2Q: 3 clusters Score -4786846 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11452 members Mstep: Class 2 contains 14632 members Entering Unmasked Estep Score: -4787337.000000 Penalty: 5043.862305 Iteration 3Q: 3 clusters Score -4787337 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10814 members Mstep: Class 2 contains 15270 members Entering Unmasked Estep Score: -4787894.000000 Penalty: 5043.862305 Iteration 4Q: 3 clusters Score -4787894 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10017 members Mstep: Class 2 contains 16067 members Entering Unmasked Estep Score: -4788597.000000 Penalty: 5043.862305 Iteration 5Q: 3 clusters Score -4788597 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9064 members Mstep: Class 2 contains 17020 members Entering Unmasked Estep Score: -4789393.000000 Penalty: 5043.862305 Iteration 6Q: 3 clusters Score -4789393 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8032 members Mstep: Class 2 contains 18052 members Entering Unmasked Estep Score: -4790306.000000 Penalty: 5043.862305 Iteration 7Q: 3 clusters Score -4790306 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6954 members Mstep: Class 2 contains 19130 members Entering Unmasked Estep Score: -4791201.000000 Penalty: 5043.862305 Iteration 8Q: 3 clusters Score -4791201 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5943 members Mstep: Class 2 contains 20141 members Entering Unmasked Estep Score: -4791978.500000 Penalty: 5043.862305 Iteration 9Q: 3 clusters Score -4791978 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 21160 members Entering Unmasked Estep Score: -4792773.500000 Penalty: 5043.862305 Iteration 10Q: 3 clusters Score -4792774 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 22121 members Entering Unmasked Estep Score: -4793494.000000 Penalty: 5043.862305 Iteration 11Q: 3 clusters Score -4793494 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 22943 members Entering Unmasked Estep Score: -4794102.500000 Penalty: 5043.862305 Iteration 12Q: 3 clusters Score -4794102 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 23620 members Entering Unmasked Estep Score: -4794578.000000 Penalty: 5043.862305 Iteration 13Q: 3 clusters Score -4794578 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 24137 members Entering Unmasked Estep Score: -4794942.500000 Penalty: 5043.862305 Iteration 14Q: 3 clusters Score -4794942 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 24531 members Entering Unmasked Estep Score: -4795251.500000 Penalty: 5043.862305 Iteration 15Q: 3 clusters Score -4795252 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 24806 members Entering Unmasked Estep Score: -4795446.500000 Penalty: 5043.862305 Iteration 16Q: 3 clusters Score -4795446 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 24999 members Entering Unmasked Estep Score: -4795576.500000 Penalty: 5043.862305 Iteration 17Q: 3 clusters Score -4795576 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 25129 members Entering Unmasked Estep Score: -4795662.500000 Penalty: 5043.862305 Iteration 18Q: 3 clusters Score -4795662 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 25235 members Entering Unmasked Estep Score: -4795758.000000 Penalty: 5043.862305 Iteration 19Q: 3 clusters Score -4795758 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 25301 members Entering Unmasked Estep Score: -4795832.500000 Penalty: 5043.862305 Iteration 20F: 3 clusters Score -4795832 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 25355 members Entering Unmasked Estep Score: -4795877.500000 Penalty: 5043.862305 Iteration 21Q: 3 clusters Score -4795878 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 25394 members Entering Unmasked Estep Score: -4795917.500000 Penalty: 5043.862305 Iteration 22Q: 3 clusters Score -4795918 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 25420 members Entering Unmasked Estep Score: -4795935.000000 Penalty: 5043.862305 Iteration 23Q: 3 clusters Score -4795935 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 25446 members Entering Unmasked Estep Score: -4795958.000000 Penalty: 5043.862305 Iteration 24Q: 3 clusters Score -4795958 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 25469 members Entering Unmasked Estep Score: -4795984.500000 Penalty: 5043.862305 Iteration 25Q: 3 clusters Score -4795984 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 25494 members Entering Unmasked Estep Score: -4796008.000000 Penalty: 5043.862305 Iteration 26Q: 3 clusters Score -4796008 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 25509 members Entering Unmasked Estep Score: -4796022.000000 Penalty: 5043.862305 Iteration 27Q: 3 clusters Score -4796022 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 25519 members Entering Unmasked Estep Score: -4796035.000000 Penalty: 5043.862305 Iteration 28Q: 3 clusters Score -4796035 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 25524 members Entering Unmasked Estep Score: -4796035.000000 Penalty: 5043.862305 Iteration 29Q: 3 clusters Score -4796035 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 25527 members Entering Unmasked Estep Score: -4796036.500000 Penalty: 5043.862305 Iteration 30Q: 3 clusters Score -4796036 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 25528 members Entering Unmasked Estep Score: -4796035.000000 Penalty: 5043.862305 Iteration 31Q: 3 clusters Score -4796035 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 25528 members Entering Unmasked Estep Score: -4796035.000000 Penalty: 5043.862305 Iteration 32F: 3 clusters Score -4796035 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (58901 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58901 members Entering Unmasked Estep Score: -11512803.000000 Penalty: 2723.936035 Iteration 0F: 2 clusters Score -1.15128e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29483 members Mstep: Class 2 contains 29418 members Entering Unmasked Estep Score: -11504862.000000 Penalty: 5447.872070 Iteration 0F: 3 clusters Score -1.150486e+07 nChanged 27180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30575 members Mstep: Class 2 contains 28326 members Entering Unmasked Estep Score: -11519858.000000 Penalty: 5447.872070 Iteration 1F: 3 clusters Score -1.151986e+07 nChanged 2631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31440 members Mstep: Class 2 contains 27461 members Entering Unmasked Estep Score: -11520543.000000 Penalty: 5447.872070 Iteration 2Q: 3 clusters Score -1.152054e+07 nChanged 2586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32150 members Mstep: Class 2 contains 26751 members Entering Unmasked Estep Score: -11521136.000000 Penalty: 5447.872070 Iteration 3Q: 3 clusters Score -1.152114e+07 nChanged 2599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32461 members Mstep: Class 2 contains 26440 members Entering Unmasked Estep Score: -11521912.000000 Penalty: 5447.872070 Iteration 4Q: 3 clusters Score -1.152191e+07 nChanged 2656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32445 members Mstep: Class 2 contains 26456 members Entering Unmasked Estep Score: -11522781.000000 Penalty: 5447.872070 Iteration 5Q: 3 clusters Score -1.152278e+07 nChanged 2804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32121 members Mstep: Class 2 contains 26780 members Entering Unmasked Estep Score: -11523880.000000 Penalty: 5447.872070 Iteration 6Q: 3 clusters Score -1.152388e+07 nChanged 2917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31642 members Mstep: Class 2 contains 27259 members Entering Unmasked Estep Score: -11525008.000000 Penalty: 5447.872070 Iteration 7Q: 3 clusters Score -1.152501e+07 nChanged 3081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31113 members Mstep: Class 2 contains 27788 members Entering Unmasked Estep Score: -11526401.000000 Penalty: 5447.872070 Iteration 8F: 3 clusters Score -1.15264e+07 nChanged 3142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30705 members Mstep: Class 2 contains 28196 members Entering Unmasked Estep Score: -11527880.000000 Penalty: 5447.872070 Iteration 9F: 3 clusters Score -1.152788e+07 nChanged 2944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30389 members Mstep: Class 2 contains 28512 members Entering Unmasked Estep Score: -11529162.000000 Penalty: 5447.872070 Iteration 10Q: 3 clusters Score -1.152916e+07 nChanged 2607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30172 members Mstep: Class 2 contains 28729 members Entering Unmasked Estep Score: -11530294.000000 Penalty: 5447.872070 Iteration 11Q: 3 clusters Score -1.153029e+07 nChanged 2100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29918 members Mstep: Class 2 contains 28983 members Entering Unmasked Estep Score: -11531010.000000 Penalty: 5447.872070 Iteration 12Q: 3 clusters Score -1.153101e+07 nChanged 1684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29704 members Mstep: Class 2 contains 29197 members Entering Unmasked Estep Score: -11531471.000000 Penalty: 5447.872070 Iteration 13Q: 3 clusters Score -1.153147e+07 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29528 members Mstep: Class 2 contains 29373 members Entering Unmasked Estep Score: -11531621.000000 Penalty: 5447.872070 Iteration 14Q: 3 clusters Score -1.153162e+07 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29408 members Mstep: Class 2 contains 29493 members Entering Unmasked Estep Score: -11531754.000000 Penalty: 5447.872070 Iteration 15Q: 3 clusters Score -1.153175e+07 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29353 members Mstep: Class 2 contains 29548 members Entering Unmasked Estep Score: -11531739.000000 Penalty: 5447.872070 Iteration 16Q: 3 clusters Score -1.153174e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29367 members Mstep: Class 2 contains 29534 members Entering Unmasked Estep Score: -11531755.000000 Penalty: 5447.872070 Iteration 17Q: 3 clusters Score -1.153176e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29403 members Mstep: Class 2 contains 29498 members Entering Unmasked Estep Score: -11531798.000000 Penalty: 5447.872070 Iteration 18Q: 3 clusters Score -1.15318e+07 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29469 members Mstep: Class 2 contains 29432 members Entering Unmasked Estep Score: -11531831.000000 Penalty: 5447.872070 Iteration 19Q: 3 clusters Score -1.153183e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29581 members Mstep: Class 2 contains 29320 members Entering Unmasked Estep Score: -11531818.000000 Penalty: 5447.872070 Iteration 20F: 3 clusters Score -1.153182e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29685 members Mstep: Class 2 contains 29216 members Entering Unmasked Estep Score: -11531816.000000 Penalty: 5447.872070 Iteration 21Q: 3 clusters Score -1.153182e+07 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29785 members Mstep: Class 2 contains 29116 members Entering Unmasked Estep Score: -11531822.000000 Penalty: 5447.872070 Iteration 22Q: 3 clusters Score -1.153182e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29881 members Mstep: Class 2 contains 29020 members Entering Unmasked Estep Score: -11531851.000000 Penalty: 5447.872070 Iteration 23Q: 3 clusters Score -1.153185e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29953 members Mstep: Class 2 contains 28948 members Entering Unmasked Estep Score: -11531834.000000 Penalty: 5447.872070 Iteration 24Q: 3 clusters Score -1.153183e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30004 members Mstep: Class 2 contains 28897 members Entering Unmasked Estep Score: -11531874.000000 Penalty: 5447.872070 Iteration 25Q: 3 clusters Score -1.153187e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30035 members Mstep: Class 2 contains 28866 members Entering Unmasked Estep Score: -11531884.000000 Penalty: 5447.872070 Iteration 26Q: 3 clusters Score -1.153188e+07 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30075 members Mstep: Class 2 contains 28826 members Entering Unmasked Estep Score: -11531844.000000 Penalty: 5447.872070 Iteration 27Q: 3 clusters Score -1.153184e+07 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30125 members Mstep: Class 2 contains 28776 members Entering Unmasked Estep Score: -11531854.000000 Penalty: 5447.872070 Iteration 28Q: 3 clusters Score -1.153185e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30132 members Mstep: Class 2 contains 28769 members Entering Unmasked Estep Score: -11531846.000000 Penalty: 5447.872070 Iteration 29Q: 3 clusters Score -1.153185e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30139 members Mstep: Class 2 contains 28762 members Entering Unmasked Estep Score: -11531829.000000 Penalty: 5447.872070 Iteration 30Q: 3 clusters Score -1.153183e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30149 members Mstep: Class 2 contains 28752 members Entering Unmasked Estep Score: -11531808.000000 Penalty: 5447.872070 Iteration 31Q: 3 clusters Score -1.153181e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30149 members Mstep: Class 2 contains 28752 members Entering Unmasked Estep Score: -11531720.000000 Penalty: 5447.872070 Iteration 32Q: 3 clusters Score -1.153172e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30120 members Mstep: Class 2 contains 28781 members Entering Unmasked Estep Score: -11531716.000000 Penalty: 5447.872070 Iteration 33Q: 3 clusters Score -1.153172e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30083 members Mstep: Class 2 contains 28818 members Entering Unmasked Estep Score: -11531706.000000 Penalty: 5447.872070 Iteration 34Q: 3 clusters Score -1.153171e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30058 members Mstep: Class 2 contains 28843 members Entering Unmasked Estep Score: -11531689.000000 Penalty: 5447.872070 Iteration 35Q: 3 clusters Score -1.153169e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30031 members Mstep: Class 2 contains 28870 members Entering Unmasked Estep Score: -11531678.000000 Penalty: 5447.872070 Iteration 36Q: 3 clusters Score -1.153168e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29986 members Mstep: Class 2 contains 28915 members Entering Unmasked Estep Score: -11531658.000000 Penalty: 5447.872070 Iteration 37Q: 3 clusters Score -1.153166e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29954 members Mstep: Class 2 contains 28947 members Entering Unmasked Estep Score: -11531626.000000 Penalty: 5447.872070 Iteration 38Q: 3 clusters Score -1.153163e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29906 members Mstep: Class 2 contains 28995 members Entering Unmasked Estep Score: -11531609.000000 Penalty: 5447.872070 Iteration 39Q: 3 clusters Score -1.153161e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29854 members Mstep: Class 2 contains 29047 members Entering Unmasked Estep Score: -11531608.000000 Penalty: 5447.872070 Iteration 40F: 3 clusters Score -1.153161e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29792 members Mstep: Class 2 contains 29109 members Entering Unmasked Estep Score: -11531603.000000 Penalty: 5447.872070 Iteration 41Q: 3 clusters Score -1.15316e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29707 members Mstep: Class 2 contains 29194 members Entering Unmasked Estep Score: -11531601.000000 Penalty: 5447.872070 Iteration 42Q: 3 clusters Score -1.15316e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29637 members Mstep: Class 2 contains 29264 members Entering Unmasked Estep Score: -11531615.000000 Penalty: 5447.872070 Iteration 43Q: 3 clusters Score -1.153162e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29580 members Mstep: Class 2 contains 29321 members Entering Unmasked Estep Score: -11531594.000000 Penalty: 5447.872070 Iteration 44Q: 3 clusters Score -1.153159e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29514 members Mstep: Class 2 contains 29387 members Entering Unmasked Estep Score: -11531599.000000 Penalty: 5447.872070 Iteration 45Q: 3 clusters Score -1.15316e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29461 members Mstep: Class 2 contains 29440 members Entering Unmasked Estep Score: -11531604.000000 Penalty: 5447.872070 Iteration 46Q: 3 clusters Score -1.15316e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29446 members Mstep: Class 2 contains 29455 members Entering Unmasked Estep Score: -11531608.000000 Penalty: 5447.872070 Iteration 47Q: 3 clusters Score -1.153161e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29444 members Mstep: Class 2 contains 29457 members Entering Unmasked Estep Score: -11531633.000000 Penalty: 5447.872070 Iteration 48Q: 3 clusters Score -1.153163e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29463 members Mstep: Class 2 contains 29438 members Entering Unmasked Estep Score: -11531608.000000 Penalty: 5447.872070 Iteration 49Q: 3 clusters Score -1.153161e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29475 members Mstep: Class 2 contains 29426 members Entering Unmasked Estep Score: -11531583.000000 Penalty: 5447.872070 Iteration 50Q: 3 clusters Score -1.153158e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29494 members Mstep: Class 2 contains 29407 members Entering Unmasked Estep Score: -11531563.000000 Penalty: 5447.872070 Iteration 51Q: 3 clusters Score -1.153156e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29528 members Mstep: Class 2 contains 29373 members Entering Unmasked Estep Score: -11531579.000000 Penalty: 5447.872070 Iteration 52Q: 3 clusters Score -1.153158e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29526 members Mstep: Class 2 contains 29375 members Entering Unmasked Estep Score: -11531547.000000 Penalty: 5447.872070 Iteration 53Q: 3 clusters Score -1.153155e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29517 members Mstep: Class 2 contains 29384 members Entering Unmasked Estep Score: -11531515.000000 Penalty: 5447.872070 Iteration 54Q: 3 clusters Score -1.153152e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29504 members Mstep: Class 2 contains 29397 members Entering Unmasked Estep Score: -11531529.000000 Penalty: 5447.872070 Iteration 55Q: 3 clusters Score -1.153153e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29505 members Mstep: Class 2 contains 29396 members Entering Unmasked Estep Score: -11531518.000000 Penalty: 5447.872070 Iteration 56Q: 3 clusters Score -1.153152e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29514 members Mstep: Class 2 contains 29387 members Entering Unmasked Estep Score: -11531509.000000 Penalty: 5447.872070 Iteration 57Q: 3 clusters Score -1.153151e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29520 members Mstep: Class 2 contains 29381 members Entering Unmasked Estep Score: -11531486.000000 Penalty: 5447.872070 Iteration 58Q: 3 clusters Score -1.153149e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29523 members Mstep: Class 2 contains 29378 members Entering Unmasked Estep Score: -11531482.000000 Penalty: 5447.872070 Iteration 59Q: 3 clusters Score -1.153148e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29513 members Mstep: Class 2 contains 29388 members Entering Unmasked Estep Score: -11531457.000000 Penalty: 5447.872070 Iteration 60F: 3 clusters Score -1.153146e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29503 members Mstep: Class 2 contains 29398 members Entering Unmasked Estep Score: -11531468.000000 Penalty: 5447.872070 Iteration 61Q: 3 clusters Score -1.153147e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29501 members Mstep: Class 2 contains 29400 members Entering Unmasked Estep Score: -11531455.000000 Penalty: 5447.872070 Iteration 62Q: 3 clusters Score -1.153146e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29509 members Mstep: Class 2 contains 29392 members Entering Unmasked Estep Score: -11531450.000000 Penalty: 5447.872070 Iteration 63Q: 3 clusters Score -1.153145e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29510 members Mstep: Class 2 contains 29391 members Entering Unmasked Estep Score: -11531423.000000 Penalty: 5447.872070 Iteration 64Q: 3 clusters Score -1.153142e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29499 members Mstep: Class 2 contains 29402 members Entering Unmasked Estep Score: -11531373.000000 Penalty: 5447.872070 Iteration 65Q: 3 clusters Score -1.153137e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29486 members Mstep: Class 2 contains 29415 members Entering Unmasked Estep Score: -11531368.000000 Penalty: 5447.872070 Iteration 66Q: 3 clusters Score -1.153137e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29469 members Mstep: Class 2 contains 29432 members Entering Unmasked Estep Score: -11531330.000000 Penalty: 5447.872070 Iteration 67Q: 3 clusters Score -1.153133e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29456 members Mstep: Class 2 contains 29445 members Entering Unmasked Estep Score: -11531332.000000 Penalty: 5447.872070 Iteration 68Q: 3 clusters Score -1.153133e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29439 members Mstep: Class 2 contains 29462 members Entering Unmasked Estep Score: -11531348.000000 Penalty: 5447.872070 Iteration 69Q: 3 clusters Score -1.153135e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29426 members Mstep: Class 2 contains 29475 members Entering Unmasked Estep Score: -11531309.000000 Penalty: 5447.872070 Iteration 70Q: 3 clusters Score -1.153131e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29425 members Mstep: Class 2 contains 29476 members Entering Unmasked Estep Score: -11531325.000000 Penalty: 5447.872070 Iteration 71Q: 3 clusters Score -1.153132e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29433 members Mstep: Class 2 contains 29468 members Entering Unmasked Estep Score: -11531300.000000 Penalty: 5447.872070 Iteration 72Q: 3 clusters Score -1.15313e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29414 members Mstep: Class 2 contains 29487 members Entering Unmasked Estep Score: -11531311.000000 Penalty: 5447.872070 Iteration 73Q: 3 clusters Score -1.153131e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29400 members Mstep: Class 2 contains 29501 members Entering Unmasked Estep Score: -11531299.000000 Penalty: 5447.872070 Iteration 74Q: 3 clusters Score -1.15313e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29384 members Mstep: Class 2 contains 29517 members Entering Unmasked Estep Score: -11531307.000000 Penalty: 5447.872070 Iteration 75Q: 3 clusters Score -1.153131e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29371 members Mstep: Class 2 contains 29530 members Entering Unmasked Estep Score: -11531328.000000 Penalty: 5447.872070 Iteration 76Q: 3 clusters Score -1.153133e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29363 members Mstep: Class 2 contains 29538 members Entering Unmasked Estep Score: -11531278.000000 Penalty: 5447.872070 Iteration 77Q: 3 clusters Score -1.153128e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29362 members Mstep: Class 2 contains 29539 members Entering Unmasked Estep Score: -11531274.000000 Penalty: 5447.872070 Iteration 78Q: 3 clusters Score -1.153127e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29360 members Mstep: Class 2 contains 29541 members Entering Unmasked Estep Score: -11531289.000000 Penalty: 5447.872070 Iteration 79Q: 3 clusters Score -1.153129e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29349 members Mstep: Class 2 contains 29552 members Entering Unmasked Estep Score: -11531275.000000 Penalty: 5447.872070 Iteration 80F: 3 clusters Score -1.153128e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29332 members Mstep: Class 2 contains 29569 members Entering Unmasked Estep Score: -11531297.000000 Penalty: 5447.872070 Iteration 81Q: 3 clusters Score -1.15313e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29322 members Mstep: Class 2 contains 29579 members Entering Unmasked Estep Score: -11531302.000000 Penalty: 5447.872070 Iteration 82Q: 3 clusters Score -1.15313e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29299 members Mstep: Class 2 contains 29602 members Entering Unmasked Estep Score: -11531286.000000 Penalty: 5447.872070 Iteration 83Q: 3 clusters Score -1.153129e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29271 members Mstep: Class 2 contains 29630 members Entering Unmasked Estep Score: -11531251.000000 Penalty: 5447.872070 Iteration 84Q: 3 clusters Score -1.153125e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29243 members Mstep: Class 2 contains 29658 members Entering Unmasked Estep Score: -11531251.000000 Penalty: 5447.872070 Iteration 85Q: 3 clusters Score -1.153125e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29200 members Mstep: Class 2 contains 29701 members Entering Unmasked Estep Score: -11531251.000000 Penalty: 5447.872070 Iteration 86Q: 3 clusters Score -1.153125e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29148 members Mstep: Class 2 contains 29753 members Entering Unmasked Estep Score: -11531261.000000 Penalty: 5447.872070 Iteration 87Q: 3 clusters Score -1.153126e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29120 members Mstep: Class 2 contains 29781 members Entering Unmasked Estep Score: -11531223.000000 Penalty: 5447.872070 Iteration 88Q: 3 clusters Score -1.153122e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29110 members Mstep: Class 2 contains 29791 members Entering Unmasked Estep Score: -11531176.000000 Penalty: 5447.872070 Iteration 89Q: 3 clusters Score -1.153118e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29109 members Mstep: Class 2 contains 29792 members Entering Unmasked Estep Score: -11531152.000000 Penalty: 5447.872070 Iteration 90Q: 3 clusters Score -1.153115e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29123 members Mstep: Class 2 contains 29778 members Entering Unmasked Estep Score: -11531121.000000 Penalty: 5447.872070 Iteration 91Q: 3 clusters Score -1.153112e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29133 members Mstep: Class 2 contains 29768 members Entering Unmasked Estep Score: -11531118.000000 Penalty: 5447.872070 Iteration 92Q: 3 clusters Score -1.153112e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29125 members Mstep: Class 2 contains 29776 members Entering Unmasked Estep Score: -11531098.000000 Penalty: 5447.872070 Iteration 93Q: 3 clusters Score -1.15311e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29120 members Mstep: Class 2 contains 29781 members Entering Unmasked Estep Score: -11531091.000000 Penalty: 5447.872070 Iteration 94Q: 3 clusters Score -1.153109e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29102 members Mstep: Class 2 contains 29799 members Entering Unmasked Estep Score: -11531069.000000 Penalty: 5447.872070 Iteration 95Q: 3 clusters Score -1.153107e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29088 members Mstep: Class 2 contains 29813 members Entering Unmasked Estep Score: -11531075.000000 Penalty: 5447.872070 Iteration 96Q: 3 clusters Score -1.153108e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29098 members Mstep: Class 2 contains 29803 members Entering Unmasked Estep Score: -11530992.000000 Penalty: 5447.872070 Iteration 97Q: 3 clusters Score -1.153099e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29089 members Mstep: Class 2 contains 29812 members Entering Unmasked Estep Score: -11531004.000000 Penalty: 5447.872070 Iteration 98Q: 3 clusters Score -1.1531e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29060 members Mstep: Class 2 contains 29841 members Entering Unmasked Estep Score: -11530976.000000 Penalty: 5447.872070 Iteration 99Q: 3 clusters Score -1.153098e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29022 members Mstep: Class 2 contains 29879 members Entering Unmasked Estep Score: -11531005.000000 Penalty: 5447.872070 Iteration 100F: 3 clusters Score -1.1531e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28999 members Mstep: Class 2 contains 29902 members Entering Unmasked Estep Score: -11531022.000000 Penalty: 5447.872070 Iteration 101Q: 3 clusters Score -1.153102e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28962 members Mstep: Class 2 contains 29939 members Entering Unmasked Estep Score: -11531009.000000 Penalty: 5447.872070 Iteration 102Q: 3 clusters Score -1.153101e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28947 members Mstep: Class 2 contains 29954 members Entering Unmasked Estep Score: -11530992.000000 Penalty: 5447.872070 Iteration 103Q: 3 clusters Score -1.153099e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28920 members Mstep: Class 2 contains 29981 members Entering Unmasked Estep Score: -11530951.000000 Penalty: 5447.872070 Iteration 104Q: 3 clusters Score -1.153095e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28905 members Mstep: Class 2 contains 29996 members Entering Unmasked Estep Score: -11530963.000000 Penalty: 5447.872070 Iteration 105Q: 3 clusters Score -1.153096e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28899 members Mstep: Class 2 contains 30002 members Entering Unmasked Estep Score: -11530966.000000 Penalty: 5447.872070 Iteration 106Q: 3 clusters Score -1.153097e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28881 members Mstep: Class 2 contains 30020 members Entering Unmasked Estep Score: -11530951.000000 Penalty: 5447.872070 Iteration 107Q: 3 clusters Score -1.153095e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28881 members Mstep: Class 2 contains 30020 members Entering Unmasked Estep Score: -11530944.000000 Penalty: 5447.872070 Iteration 108Q: 3 clusters Score -1.153094e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28902 members Mstep: Class 2 contains 29999 members Entering Unmasked Estep Score: -11530926.000000 Penalty: 5447.872070 Iteration 109Q: 3 clusters Score -1.153093e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28919 members Mstep: Class 2 contains 29982 members Entering Unmasked Estep Score: -11530942.000000 Penalty: 5447.872070 Iteration 110Q: 3 clusters Score -1.153094e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28929 members Mstep: Class 2 contains 29972 members Entering Unmasked Estep Score: -11530960.000000 Penalty: 5447.872070 Iteration 111Q: 3 clusters Score -1.153096e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28946 members Mstep: Class 2 contains 29955 members Entering Unmasked Estep Score: -11530942.000000 Penalty: 5447.872070 Iteration 112Q: 3 clusters Score -1.153094e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28956 members Mstep: Class 2 contains 29945 members Entering Unmasked Estep Score: -11530924.000000 Penalty: 5447.872070 Iteration 113Q: 3 clusters Score -1.153092e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28959 members Mstep: Class 2 contains 29942 members Entering Unmasked Estep Score: -11530918.000000 Penalty: 5447.872070 Iteration 114Q: 3 clusters Score -1.153092e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28966 members Mstep: Class 2 contains 29935 members Entering Unmasked Estep Score: -11530911.000000 Penalty: 5447.872070 Iteration 115Q: 3 clusters Score -1.153091e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28962 members Mstep: Class 2 contains 29939 members Entering Unmasked Estep Score: -11530924.000000 Penalty: 5447.872070 Iteration 116Q: 3 clusters Score -1.153092e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28958 members Mstep: Class 2 contains 29943 members Entering Unmasked Estep Score: -11530948.000000 Penalty: 5447.872070 Iteration 117Q: 3 clusters Score -1.153095e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28944 members Mstep: Class 2 contains 29957 members Entering Unmasked Estep Score: -11530959.000000 Penalty: 5447.872070 Iteration 118Q: 3 clusters Score -1.153096e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28942 members Mstep: Class 2 contains 29959 members Entering Unmasked Estep Score: -11530913.000000 Penalty: 5447.872070 Iteration 119Q: 3 clusters Score -1.153091e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28920 members Mstep: Class 2 contains 29981 members Entering Unmasked Estep Score: -11530911.000000 Penalty: 5447.872070 Iteration 120F: 3 clusters Score -1.153091e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28903 members Mstep: Class 2 contains 29998 members Entering Unmasked Estep Score: -11530935.000000 Penalty: 5447.872070 Iteration 121Q: 3 clusters Score -1.153094e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28886 members Mstep: Class 2 contains 30015 members Entering Unmasked Estep Score: -11530929.000000 Penalty: 5447.872070 Iteration 122Q: 3 clusters Score -1.153093e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28871 members Mstep: Class 2 contains 30030 members Entering Unmasked Estep Score: -11530950.000000 Penalty: 5447.872070 Iteration 123Q: 3 clusters Score -1.153095e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28865 members Mstep: Class 2 contains 30036 members Entering Unmasked Estep Score: -11530958.000000 Penalty: 5447.872070 Iteration 124Q: 3 clusters Score -1.153096e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28855 members Mstep: Class 2 contains 30046 members Entering Unmasked Estep Score: -11530951.000000 Penalty: 5447.872070 Iteration 125Q: 3 clusters Score -1.153095e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28826 members Mstep: Class 2 contains 30075 members Entering Unmasked Estep Score: -11530945.000000 Penalty: 5447.872070 Iteration 126Q: 3 clusters Score -1.153094e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28796 members Mstep: Class 2 contains 30105 members Entering Unmasked Estep Score: -11530937.000000 Penalty: 5447.872070 Iteration 127Q: 3 clusters Score -1.153094e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28759 members Mstep: Class 2 contains 30142 members Entering Unmasked Estep Score: -11530921.000000 Penalty: 5447.872070 Iteration 128Q: 3 clusters Score -1.153092e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28726 members Mstep: Class 2 contains 30175 members Entering Unmasked Estep Score: -11530933.000000 Penalty: 5447.872070 Iteration 129Q: 3 clusters Score -1.153093e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28684 members Mstep: Class 2 contains 30217 members Entering Unmasked Estep Score: -11530937.000000 Penalty: 5447.872070 Iteration 130Q: 3 clusters Score -1.153094e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28644 members Mstep: Class 2 contains 30257 members Entering Unmasked Estep Score: -11530908.000000 Penalty: 5447.872070 Iteration 131Q: 3 clusters Score -1.153091e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28627 members Mstep: Class 2 contains 30274 members Entering Unmasked Estep Score: -11530922.000000 Penalty: 5447.872070 Iteration 132Q: 3 clusters Score -1.153092e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28631 members Mstep: Class 2 contains 30270 members Entering Unmasked Estep Score: -11530955.000000 Penalty: 5447.872070 Iteration 133Q: 3 clusters Score -1.153096e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28625 members Mstep: Class 2 contains 30276 members Entering Unmasked Estep Score: -11530941.000000 Penalty: 5447.872070 Iteration 134Q: 3 clusters Score -1.153094e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28615 members Mstep: Class 2 contains 30286 members Entering Unmasked Estep Score: -11530896.000000 Penalty: 5447.872070 Iteration 135Q: 3 clusters Score -1.15309e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28606 members Mstep: Class 2 contains 30295 members Entering Unmasked Estep Score: -11530899.000000 Penalty: 5447.872070 Iteration 136Q: 3 clusters Score -1.15309e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28586 members Mstep: Class 2 contains 30315 members Entering Unmasked Estep Score: -11530912.000000 Penalty: 5447.872070 Iteration 137Q: 3 clusters Score -1.153091e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28583 members Mstep: Class 2 contains 30318 members Entering Unmasked Estep Score: -11530920.000000 Penalty: 5447.872070 Iteration 138Q: 3 clusters Score -1.153092e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28570 members Mstep: Class 2 contains 30331 members Entering Unmasked Estep Score: -11530892.000000 Penalty: 5447.872070 Iteration 139Q: 3 clusters Score -1.153089e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28554 members Mstep: Class 2 contains 30347 members Entering Unmasked Estep Score: -11530889.000000 Penalty: 5447.872070 Iteration 140F: 3 clusters Score -1.153089e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28560 members Mstep: Class 2 contains 30341 members Entering Unmasked Estep Score: -11530875.000000 Penalty: 5447.872070 Iteration 141Q: 3 clusters Score -1.153088e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28587 members Mstep: Class 2 contains 30314 members Entering Unmasked Estep Score: -11530870.000000 Penalty: 5447.872070 Iteration 142Q: 3 clusters Score -1.153087e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28608 members Mstep: Class 2 contains 30293 members Entering Unmasked Estep Score: -11530836.000000 Penalty: 5447.872070 Iteration 143Q: 3 clusters Score -1.153084e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28619 members Mstep: Class 2 contains 30282 members Entering Unmasked Estep Score: -11530873.000000 Penalty: 5447.872070 Iteration 144Q: 3 clusters Score -1.153087e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28631 members Mstep: Class 2 contains 30270 members Entering Unmasked Estep Score: -11530876.000000 Penalty: 5447.872070 Iteration 145Q: 3 clusters Score -1.153088e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28635 members Mstep: Class 2 contains 30266 members Entering Unmasked Estep Score: -11530888.000000 Penalty: 5447.872070 Iteration 146Q: 3 clusters Score -1.153089e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28628 members Mstep: Class 2 contains 30273 members Entering Unmasked Estep Score: -11530894.000000 Penalty: 5447.872070 Iteration 147Q: 3 clusters Score -1.153089e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28625 members Mstep: Class 2 contains 30276 members Entering Unmasked Estep Score: -11530915.000000 Penalty: 5447.872070 Iteration 148Q: 3 clusters Score -1.153092e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28631 members Mstep: Class 2 contains 30270 members Entering Unmasked Estep Score: -11530912.000000 Penalty: 5447.872070 Iteration 149Q: 3 clusters Score -1.153091e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28635 members Mstep: Class 2 contains 30266 members Entering Unmasked Estep Score: -11530927.000000 Penalty: 5447.872070 Iteration 150Q: 3 clusters Score -1.153093e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28650 members Mstep: Class 2 contains 30251 members Entering Unmasked Estep Score: -11530913.000000 Penalty: 5447.872070 Iteration 151Q: 3 clusters Score -1.153091e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28663 members Mstep: Class 2 contains 30238 members Entering Unmasked Estep Score: -11530914.000000 Penalty: 5447.872070 Iteration 152Q: 3 clusters Score -1.153091e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28662 members Mstep: Class 2 contains 30239 members Entering Unmasked Estep Score: -11530923.000000 Penalty: 5447.872070 Iteration 153Q: 3 clusters Score -1.153092e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28655 members Mstep: Class 2 contains 30246 members Entering Unmasked Estep Score: -11530928.000000 Penalty: 5447.872070 Iteration 154Q: 3 clusters Score -1.153093e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28640 members Mstep: Class 2 contains 30261 members Entering Unmasked Estep Score: -11530936.000000 Penalty: 5447.872070 Iteration 155Q: 3 clusters Score -1.153094e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28617 members Mstep: Class 2 contains 30284 members Entering Unmasked Estep Score: -11530948.000000 Penalty: 5447.872070 Iteration 156Q: 3 clusters Score -1.153095e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28599 members Mstep: Class 2 contains 30302 members Entering Unmasked Estep Score: -11530968.000000 Penalty: 5447.872070 Iteration 157Q: 3 clusters Score -1.153097e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28588 members Mstep: Class 2 contains 30313 members Entering Unmasked Estep Score: -11530970.000000 Penalty: 5447.872070 Iteration 158Q: 3 clusters Score -1.153097e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28583 members Mstep: Class 2 contains 30318 members Entering Unmasked Estep Score: -11530976.000000 Penalty: 5447.872070 Iteration 159Q: 3 clusters Score -1.153098e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28569 members Mstep: Class 2 contains 30332 members Entering Unmasked Estep Score: -11530986.000000 Penalty: 5447.872070 Iteration 160F: 3 clusters Score -1.153099e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28563 members Mstep: Class 2 contains 30338 members Entering Unmasked Estep Score: -11531016.000000 Penalty: 5447.872070 Iteration 161Q: 3 clusters Score -1.153102e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28565 members Mstep: Class 2 contains 30336 members Entering Unmasked Estep Score: -11531017.000000 Penalty: 5447.872070 Iteration 162Q: 3 clusters Score -1.153102e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28562 members Mstep: Class 2 contains 30339 members Entering Unmasked Estep Score: -11531016.000000 Penalty: 5447.872070 Iteration 163Q: 3 clusters Score -1.153102e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28550 members Mstep: Class 2 contains 30351 members Entering Unmasked Estep Score: -11531008.000000 Penalty: 5447.872070 Iteration 164Q: 3 clusters Score -1.153101e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28554 members Mstep: Class 2 contains 30347 members Entering Unmasked Estep Score: -11531005.000000 Penalty: 5447.872070 Iteration 165Q: 3 clusters Score -1.1531e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28556 members Mstep: Class 2 contains 30345 members Entering Unmasked Estep Score: -11531007.000000 Penalty: 5447.872070 Iteration 166Q: 3 clusters Score -1.153101e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28557 members Mstep: Class 2 contains 30344 members Entering Unmasked Estep Score: -11531015.000000 Penalty: 5447.872070 Iteration 167Q: 3 clusters Score -1.153102e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28560 members Mstep: Class 2 contains 30341 members Entering Unmasked Estep Score: -11531020.000000 Penalty: 5447.872070 Iteration 168Q: 3 clusters Score -1.153102e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28552 members Mstep: Class 2 contains 30349 members Entering Unmasked Estep Score: -11531029.000000 Penalty: 5447.872070 Iteration 169Q: 3 clusters Score -1.153103e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28543 members Mstep: Class 2 contains 30358 members Entering Unmasked Estep Score: -11531016.000000 Penalty: 5447.872070 Iteration 170Q: 3 clusters Score -1.153102e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28541 members Mstep: Class 2 contains 30360 members Entering Unmasked Estep Score: -11530999.000000 Penalty: 5447.872070 Iteration 171Q: 3 clusters Score -1.1531e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28539 members Mstep: Class 2 contains 30362 members Entering Unmasked Estep Score: -11531009.000000 Penalty: 5447.872070 Iteration 172Q: 3 clusters Score -1.153101e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28538 members Mstep: Class 2 contains 30363 members Entering Unmasked Estep Score: -11531008.000000 Penalty: 5447.872070 Iteration 173Q: 3 clusters Score -1.153101e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28541 members Mstep: Class 2 contains 30360 members Entering Unmasked Estep Score: -11531002.000000 Penalty: 5447.872070 Iteration 174Q: 3 clusters Score -1.1531e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28543 members Mstep: Class 2 contains 30358 members Entering Unmasked Estep Score: -11531007.000000 Penalty: 5447.872070 Iteration 175Q: 3 clusters Score -1.153101e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28546 members Mstep: Class 2 contains 30355 members Entering Unmasked Estep Score: -11531014.000000 Penalty: 5447.872070 Iteration 176Q: 3 clusters Score -1.153101e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28543 members Mstep: Class 2 contains 30358 members Entering Unmasked Estep Score: -11531017.000000 Penalty: 5447.872070 Iteration 177Q: 3 clusters Score -1.153102e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28535 members Mstep: Class 2 contains 30366 members Entering Unmasked Estep Score: -11531009.000000 Penalty: 5447.872070 Iteration 178Q: 3 clusters Score -1.153101e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28537 members Mstep: Class 2 contains 30364 members Entering Unmasked Estep Score: -11531015.000000 Penalty: 5447.872070 Iteration 179Q: 3 clusters Score -1.153102e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28538 members Mstep: Class 2 contains 30363 members Entering Unmasked Estep Score: -11531015.000000 Penalty: 5447.872070 Iteration 180F: 3 clusters Score -1.153102e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28537 members Mstep: Class 2 contains 30364 members Entering Unmasked Estep Score: -11531019.000000 Penalty: 5447.872070 Iteration 181Q: 3 clusters Score -1.153102e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28541 members Mstep: Class 2 contains 30360 members Entering Unmasked Estep Score: -11531029.000000 Penalty: 5447.872070 Iteration 182Q: 3 clusters Score -1.153103e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28542 members Mstep: Class 2 contains 30359 members Entering Unmasked Estep Score: -11531039.000000 Penalty: 5447.872070 Iteration 183Q: 3 clusters Score -1.153104e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28542 members Mstep: Class 2 contains 30359 members Entering Unmasked Estep Score: -11531039.000000 Penalty: 5447.872070 Iteration 184Q: 3 clusters Score -1.153104e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28542 members Mstep: Class 2 contains 30359 members Entering Unmasked Estep Score: -11531039.000000 Penalty: 5447.872070 Iteration 185F: 3 clusters Score -1.153104e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 30359 members Mstep: Class 2 contains 46543 members Mstep: Class 4 contains 39895 members Mstep: Class 5 contains 784 members Mstep: Class 6 contains 26084 members Mstep: Class 7 contains 28542 members Mstep: Class 9 contains 421 members Mstep: Class 10 contains 2402 members Mstep: Class 12 contains 17573 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 1375 members Mstep: Class 15 contains 63110 members Mstep: Class 16 contains 1477 members Mstep: Class 17 contains 68556 members Mstep: Class 18 contains 12051 members Mstep: Class 19 contains 8803 members Entering Unmasked Estep Score: -63632336.000000 Penalty: 50647.523438 Splitting cluster 7 changes total score from -63615132.000000 to -63632336.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 9 (421 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Entering Unmasked Estep Score: -46283.742188 Penalty: 1498.572998 Iteration 0F: 2 clusters Score -46283.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -45211.558594 Penalty: 2997.145996 Iteration 0F: 3 clusters Score -45211.56 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -45661.585938 Penalty: 2997.145996 Iteration 1F: 3 clusters Score -45661.59 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -45935.355469 Penalty: 2997.145996 Iteration 2F: 3 clusters Score -45935.36 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -46220.000000 Penalty: 2997.145996 Iteration 3F: 3 clusters Score -46220 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -46321.167969 Penalty: 2997.145996 Iteration 4Q: 3 clusters Score -46321.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -46342.867188 Penalty: 2997.145996 Iteration 5Q: 3 clusters Score -46342.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -46385.378906 Penalty: 2997.145996 Iteration 6Q: 3 clusters Score -46385.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -46427.140625 Penalty: 2997.145996 Iteration 7Q: 3 clusters Score -46427.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -46434.324219 Penalty: 2997.145996 Iteration 8F: 3 clusters Score -46434.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -46521.820312 Penalty: 2997.145996 Iteration 9Q: 3 clusters Score -46521.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -46606.765625 Penalty: 2997.145996 Iteration 10Q: 3 clusters Score -46606.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -46639.679688 Penalty: 2997.145996 Iteration 11Q: 3 clusters Score -46639.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -46681.757812 Penalty: 2997.145996 Iteration 12Q: 3 clusters Score -46681.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -46681.757812 Penalty: 2997.145996 Iteration 13F: 3 clusters Score -46681.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 30359 members Mstep: Class 2 contains 46543 members Mstep: Class 3 contains 295 members Mstep: Class 4 contains 39895 members Mstep: Class 5 contains 784 members Mstep: Class 6 contains 26084 members Mstep: Class 7 contains 28542 members Mstep: Class 9 contains 126 members Mstep: Class 10 contains 2402 members Mstep: Class 12 contains 17573 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 1375 members Mstep: Class 15 contains 63110 members Mstep: Class 16 contains 1477 members Mstep: Class 17 contains 68556 members Mstep: Class 18 contains 12051 members Mstep: Class 19 contains 8803 members Entering Unmasked Estep Score: -63631052.000000 Penalty: 53812.992188 Splitting cluster 9 changes total score from -63615132.000000 to -63631052.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 10 (2402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Entering Unmasked Estep Score: -420200.250000 Penalty: 1930.446167 Iteration 0F: 2 clusters Score -420200.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -417409.718750 Penalty: 3860.892334 Iteration 0F: 3 clusters Score -417409.7 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -418195.031250 Penalty: 3860.892334 Iteration 1F: 3 clusters Score -418195 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -418552.250000 Penalty: 3860.892334 Iteration 2F: 3 clusters Score -418552.2 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -418865.750000 Penalty: 3860.892334 Iteration 3F: 3 clusters Score -418865.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -419271.968750 Penalty: 3860.892334 Iteration 4F: 3 clusters Score -419272 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -419749.937500 Penalty: 3860.892334 Iteration 5F: 3 clusters Score -419749.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -420141.250000 Penalty: 3860.892334 Iteration 6F: 3 clusters Score -420141.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -420358.937500 Penalty: 3860.892334 Iteration 7Q: 3 clusters Score -420358.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -420488.656250 Penalty: 3860.892334 Iteration 8Q: 3 clusters Score -420488.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -420575.125000 Penalty: 3860.892334 Iteration 9Q: 3 clusters Score -420575.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -420661.000000 Penalty: 3860.892334 Iteration 10Q: 3 clusters Score -420661 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -420731.281250 Penalty: 3860.892334 Iteration 11Q: 3 clusters Score -420731.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -420762.937500 Penalty: 3860.892334 Iteration 12Q: 3 clusters Score -420762.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -420784.062500 Penalty: 3860.892334 Iteration 13Q: 3 clusters Score -420784.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -420792.312500 Penalty: 3860.892334 Iteration 14Q: 3 clusters Score -420792.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -420794.906250 Penalty: 3860.892334 Iteration 15Q: 3 clusters Score -420794.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -420798.312500 Penalty: 3860.892334 Iteration 16Q: 3 clusters Score -420798.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -420800.406250 Penalty: 3860.892334 Iteration 17Q: 3 clusters Score -420800.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -420803.500000 Penalty: 3860.892334 Iteration 18Q: 3 clusters Score -420803.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -420806.562500 Penalty: 3860.892334 Iteration 19Q: 3 clusters Score -420806.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -420809.593750 Penalty: 3860.892334 Iteration 20F: 3 clusters Score -420809.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -420812.187500 Penalty: 3860.892334 Iteration 21Q: 3 clusters Score -420812.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -420814.656250 Penalty: 3860.892334 Iteration 22Q: 3 clusters Score -420814.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -420814.125000 Penalty: 3860.892334 Iteration 23Q: 3 clusters Score -420814.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -420814.125000 Penalty: 3860.892334 Iteration 24F: 3 clusters Score -420814.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 30359 members Mstep: Class 2 contains 46543 members Mstep: Class 3 contains 295 members Mstep: Class 4 contains 39895 members Mstep: Class 5 contains 784 members Mstep: Class 6 contains 26084 members Mstep: Class 7 contains 28542 members Mstep: Class 8 contains 733 members Mstep: Class 9 contains 126 members Mstep: Class 10 contains 1669 members Mstep: Class 12 contains 17573 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 1375 members Mstep: Class 15 contains 63110 members Mstep: Class 16 contains 1477 members Mstep: Class 17 contains 68556 members Mstep: Class 18 contains 12051 members Mstep: Class 19 contains 8803 members Entering Unmasked Estep Score: -63630332.000000 Penalty: 56978.460938 Splitting cluster 10 changes total score from -63615132.000000 to -63630332.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 12 (17573 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17573 members Entering Unmasked Estep Score: -3162779.000000 Penalty: 2423.981689 Iteration 0F: 2 clusters Score -3162779 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8824 members Mstep: Class 2 contains 8749 members Entering Unmasked Estep Score: -3150268.500000 Penalty: 4847.963379 Iteration 0F: 3 clusters Score -3150268 nChanged 7754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8906 members Mstep: Class 2 contains 8667 members Entering Unmasked Estep Score: -3154567.750000 Penalty: 4847.963379 Iteration 1F: 3 clusters Score -3154568 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 8592 members Entering Unmasked Estep Score: -3155137.750000 Penalty: 4847.963379 Iteration 2F: 3 clusters Score -3155138 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8993 members Mstep: Class 2 contains 8580 members Entering Unmasked Estep Score: -3155786.000000 Penalty: 4847.963379 Iteration 3F: 3 clusters Score -3155786 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8891 members Mstep: Class 2 contains 8682 members Entering Unmasked Estep Score: -3156444.250000 Penalty: 4847.963379 Iteration 4F: 3 clusters Score -3156444 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8646 members Mstep: Class 2 contains 8927 members Entering Unmasked Estep Score: -3157097.750000 Penalty: 4847.963379 Iteration 5F: 3 clusters Score -3157098 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8268 members Mstep: Class 2 contains 9305 members Entering Unmasked Estep Score: -3157764.500000 Penalty: 4847.963379 Iteration 6F: 3 clusters Score -3157764 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7755 members Mstep: Class 2 contains 9818 members Entering Unmasked Estep Score: -3158392.250000 Penalty: 4847.963379 Iteration 7F: 3 clusters Score -3158392 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7183 members Mstep: Class 2 contains 10390 members Entering Unmasked Estep Score: -3158918.250000 Penalty: 4847.963379 Iteration 8F: 3 clusters Score -3158918 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6635 members Mstep: Class 2 contains 10938 members Entering Unmasked Estep Score: -3159337.000000 Penalty: 4847.963379 Iteration 9Q: 3 clusters Score -3159337 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6131 members Mstep: Class 2 contains 11442 members Entering Unmasked Estep Score: -3159639.750000 Penalty: 4847.963379 Iteration 10Q: 3 clusters Score -3159640 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 11915 members Entering Unmasked Estep Score: -3159867.750000 Penalty: 4847.963379 Iteration 11Q: 3 clusters Score -3159868 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 12350 members Entering Unmasked Estep Score: -3160064.500000 Penalty: 4847.963379 Iteration 12Q: 3 clusters Score -3160064 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 12752 members Entering Unmasked Estep Score: -3160257.500000 Penalty: 4847.963379 Iteration 13Q: 3 clusters Score -3160258 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 13086 members Entering Unmasked Estep Score: -3160378.750000 Penalty: 4847.963379 Iteration 14Q: 3 clusters Score -3160379 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 13415 members Entering Unmasked Estep Score: -3160520.750000 Penalty: 4847.963379 Iteration 15Q: 3 clusters Score -3160521 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 13718 members Entering Unmasked Estep Score: -3160637.000000 Penalty: 4847.963379 Iteration 16Q: 3 clusters Score -3160637 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 13995 members Entering Unmasked Estep Score: -3160762.000000 Penalty: 4847.963379 Iteration 17Q: 3 clusters Score -3160762 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 14280 members Entering Unmasked Estep Score: -3160910.000000 Penalty: 4847.963379 Iteration 18Q: 3 clusters Score -3160910 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 14528 members Entering Unmasked Estep Score: -3161040.750000 Penalty: 4847.963379 Iteration 19Q: 3 clusters Score -3161041 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 14757 members Entering Unmasked Estep Score: -3161152.500000 Penalty: 4847.963379 Iteration 20F: 3 clusters Score -3161152 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 14964 members Entering Unmasked Estep Score: -3161280.750000 Penalty: 4847.963379 Iteration 21Q: 3 clusters Score -3161281 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 15132 members Entering Unmasked Estep Score: -3161372.500000 Penalty: 4847.963379 Iteration 22Q: 3 clusters Score -3161372 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 15252 members Entering Unmasked Estep Score: -3161436.250000 Penalty: 4847.963379 Iteration 23Q: 3 clusters Score -3161436 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 15361 members Entering Unmasked Estep Score: -3161474.500000 Penalty: 4847.963379 Iteration 24Q: 3 clusters Score -3161474 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 15450 members Entering Unmasked Estep Score: -3161503.500000 Penalty: 4847.963379 Iteration 25Q: 3 clusters Score -3161504 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 15554 members Entering Unmasked Estep Score: -3161551.250000 Penalty: 4847.963379 Iteration 26Q: 3 clusters Score -3161551 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 15631 members Entering Unmasked Estep Score: -3161582.750000 Penalty: 4847.963379 Iteration 27Q: 3 clusters Score -3161583 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 15704 members Entering Unmasked Estep Score: -3161614.750000 Penalty: 4847.963379 Iteration 28Q: 3 clusters Score -3161615 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 15756 members Entering Unmasked Estep Score: -3161623.250000 Penalty: 4847.963379 Iteration 29Q: 3 clusters Score -3161623 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 15795 members Entering Unmasked Estep Score: -3161631.750000 Penalty: 4847.963379 Iteration 30Q: 3 clusters Score -3161632 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 15840 members Entering Unmasked Estep Score: -3161653.000000 Penalty: 4847.963379 Iteration 31Q: 3 clusters Score -3161653 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 15884 members Entering Unmasked Estep Score: -3161662.750000 Penalty: 4847.963379 Iteration 32Q: 3 clusters Score -3161663 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 15908 members Entering Unmasked Estep Score: -3161670.500000 Penalty: 4847.963379 Iteration 33Q: 3 clusters Score -3161670 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 15922 members Entering Unmasked Estep Score: -3161669.250000 Penalty: 4847.963379 Iteration 34Q: 3 clusters Score -3161669 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 15932 members Entering Unmasked Estep Score: -3161671.000000 Penalty: 4847.963379 Iteration 35Q: 3 clusters Score -3161671 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 15945 members Entering Unmasked Estep Score: -3161672.250000 Penalty: 4847.963379 Iteration 36Q: 3 clusters Score -3161672 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 15952 members Entering Unmasked Estep Score: -3161678.750000 Penalty: 4847.963379 Iteration 37Q: 3 clusters Score -3161679 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 15958 members Entering Unmasked Estep Score: -3161680.500000 Penalty: 4847.963379 Iteration 38Q: 3 clusters Score -3161680 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 15962 members Entering Unmasked Estep Score: -3161683.750000 Penalty: 4847.963379 Iteration 39Q: 3 clusters Score -3161684 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 15971 members Entering Unmasked Estep Score: -3161688.000000 Penalty: 4847.963379 Iteration 40F: 3 clusters Score -3161688 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 15979 members Entering Unmasked Estep Score: -3161686.750000 Penalty: 4847.963379 Iteration 41Q: 3 clusters Score -3161687 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 15985 members Entering Unmasked Estep Score: -3161689.750000 Penalty: 4847.963379 Iteration 42Q: 3 clusters Score -3161690 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 15990 members Entering Unmasked Estep Score: -3161692.250000 Penalty: 4847.963379 Iteration 43Q: 3 clusters Score -3161692 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 16001 members Entering Unmasked Estep Score: -3161695.000000 Penalty: 4847.963379 Iteration 44Q: 3 clusters Score -3161695 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 16011 members Entering Unmasked Estep Score: -3161700.000000 Penalty: 4847.963379 Iteration 45Q: 3 clusters Score -3161700 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 16020 members Entering Unmasked Estep Score: -3161706.500000 Penalty: 4847.963379 Iteration 46Q: 3 clusters Score -3161706 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 16027 members Entering Unmasked Estep Score: -3161697.000000 Penalty: 4847.963379 Iteration 47Q: 3 clusters Score -3161697 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 16028 members Entering Unmasked Estep Score: -3161699.750000 Penalty: 4847.963379 Iteration 48Q: 3 clusters Score -3161700 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 16028 members Entering Unmasked Estep Score: -3161705.500000 Penalty: 4847.963379 Iteration 49Q: 3 clusters Score -3161706 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 16029 members Entering Unmasked Estep Score: -3161701.000000 Penalty: 4847.963379 Iteration 50Q: 3 clusters Score -3161701 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 16030 members Entering Unmasked Estep Score: -3161703.500000 Penalty: 4847.963379 Iteration 51Q: 3 clusters Score -3161704 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 16032 members Entering Unmasked Estep Score: -3161699.750000 Penalty: 4847.963379 Iteration 52Q: 3 clusters Score -3161700 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 16036 members Entering Unmasked Estep Score: -3161701.000000 Penalty: 4847.963379 Iteration 53Q: 3 clusters Score -3161701 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 16037 members Entering Unmasked Estep Score: -3161700.250000 Penalty: 4847.963379 Iteration 54Q: 3 clusters Score -3161700 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 16038 members Entering Unmasked Estep Score: -3161701.000000 Penalty: 4847.963379 Iteration 55Q: 3 clusters Score -3161701 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 16038 members Entering Unmasked Estep Score: -3161701.000000 Penalty: 4847.963379 Iteration 56F: 3 clusters Score -3161701 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1338 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Entering Unmasked Estep Score: -216200.296875 Penalty: 1785.334961 Iteration 0F: 2 clusters Score -216200.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -214073.109375 Penalty: 3570.669922 Iteration 0F: 3 clusters Score -214073.1 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -214473.953125 Penalty: 3570.669922 Iteration 1F: 3 clusters Score -214474 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -214638.156250 Penalty: 3570.669922 Iteration 2F: 3 clusters Score -214638.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -214740.484375 Penalty: 3570.669922 Iteration 3F: 3 clusters Score -214740.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -214844.625000 Penalty: 3570.669922 Iteration 4Q: 3 clusters Score -214844.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -214936.281250 Penalty: 3570.669922 Iteration 5Q: 3 clusters Score -214936.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -215028.531250 Penalty: 3570.669922 Iteration 6Q: 3 clusters Score -215028.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -215098.750000 Penalty: 3570.669922 Iteration 7Q: 3 clusters Score -215098.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -215156.531250 Penalty: 3570.669922 Iteration 8Q: 3 clusters Score -215156.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -215215.218750 Penalty: 3570.669922 Iteration 9Q: 3 clusters Score -215215.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -215250.281250 Penalty: 3570.669922 Iteration 10Q: 3 clusters Score -215250.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -215284.218750 Penalty: 3570.669922 Iteration 11Q: 3 clusters Score -215284.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -215313.812500 Penalty: 3570.669922 Iteration 12Q: 3 clusters Score -215313.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -215337.031250 Penalty: 3570.669922 Iteration 13Q: 3 clusters Score -215337 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -215364.031250 Penalty: 3570.669922 Iteration 14Q: 3 clusters Score -215364 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -215406.515625 Penalty: 3570.669922 Iteration 15Q: 3 clusters Score -215406.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -215456.921875 Penalty: 3570.669922 Iteration 16Q: 3 clusters Score -215456.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -215490.062500 Penalty: 3570.669922 Iteration 17Q: 3 clusters Score -215490.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -215545.625000 Penalty: 3570.669922 Iteration 18Q: 3 clusters Score -215545.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -215608.421875 Penalty: 3570.669922 Iteration 19Q: 3 clusters Score -215608.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -215622.703125 Penalty: 3570.669922 Iteration 20F: 3 clusters Score -215622.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -215646.546875 Penalty: 3570.669922 Iteration 21Q: 3 clusters Score -215646.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -215654.906250 Penalty: 3570.669922 Iteration 22Q: 3 clusters Score -215654.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -215668.718750 Penalty: 3570.669922 Iteration 23Q: 3 clusters Score -215668.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -215672.640625 Penalty: 3570.669922 Iteration 24Q: 3 clusters Score -215672.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -215675.000000 Penalty: 3570.669922 Iteration 25Q: 3 clusters Score -215675 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -215677.578125 Penalty: 3570.669922 Iteration 26Q: 3 clusters Score -215677.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -215679.937500 Penalty: 3570.669922 Iteration 27Q: 3 clusters Score -215679.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -215684.734375 Penalty: 3570.669922 Iteration 28Q: 3 clusters Score -215684.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -215689.546875 Penalty: 3570.669922 Iteration 29Q: 3 clusters Score -215689.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -215691.640625 Penalty: 3570.669922 Iteration 30Q: 3 clusters Score -215691.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -215695.046875 Penalty: 3570.669922 Iteration 31Q: 3 clusters Score -215695 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -215697.968750 Penalty: 3570.669922 Iteration 32Q: 3 clusters Score -215698 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -215699.078125 Penalty: 3570.669922 Iteration 33Q: 3 clusters Score -215699.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -215699.593750 Penalty: 3570.669922 Iteration 34Q: 3 clusters Score -215699.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -215699.593750 Penalty: 3570.669922 Iteration 35F: 3 clusters Score -215699.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Entering Unmasked Estep Score: -214937.140625 Penalty: 1792.099854 Iteration 0F: 2 clusters Score -214937.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -212854.406250 Penalty: 3584.199707 Iteration 0F: 3 clusters Score -212854.4 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -213681.203125 Penalty: 3584.199707 Iteration 1F: 3 clusters Score -213681.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -214150.593750 Penalty: 3584.199707 Iteration 2F: 3 clusters Score -214150.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -215052.640625 Penalty: 3584.199707 Iteration 3F: 3 clusters Score -215052.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -216214.468750 Penalty: 3584.199707 Iteration 4F: 3 clusters Score -216214.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -216778.031250 Penalty: 3584.199707 Iteration 5F: 3 clusters Score -216778 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -216927.703125 Penalty: 3584.199707 Iteration 6Q: 3 clusters Score -216927.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -217017.296875 Penalty: 3584.199707 Iteration 7Q: 3 clusters Score -217017.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -217206.859375 Penalty: 3584.199707 Iteration 8Q: 3 clusters Score -217206.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -217573.265625 Penalty: 3584.199707 Iteration 9Q: 3 clusters Score -217573.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -217574.765625 Penalty: 3584.199707 Iteration 10Q: 3 clusters Score -217574.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -217575.921875 Penalty: 3584.199707 Iteration 11Q: 3 clusters Score -217575.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -217575.921875 Penalty: 3584.199707 Iteration 12F: 3 clusters Score -217575.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 30359 members Mstep: Class 2 contains 46543 members Mstep: Class 3 contains 295 members Mstep: Class 4 contains 39895 members Mstep: Class 5 contains 784 members Mstep: Class 6 contains 26084 members Mstep: Class 7 contains 28542 members Mstep: Class 8 contains 733 members Mstep: Class 9 contains 126 members Mstep: Class 10 contains 1669 members Mstep: Class 11 contains 1003 members Mstep: Class 12 contains 17573 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 372 members Mstep: Class 15 contains 63110 members Mstep: Class 16 contains 1477 members Mstep: Class 17 contains 68556 members Mstep: Class 18 contains 12051 members Mstep: Class 19 contains 8803 members Entering Unmasked Estep Score: -63631560.000000 Penalty: 60143.933594 Splitting cluster 14 changes total score from -63615132.000000 to -63631560.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 15 (63110 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63110 members Entering Unmasked Estep Score: -11323245.000000 Penalty: 2741.053223 Iteration 0F: 2 clusters Score -1.132324e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31546 members Mstep: Class 2 contains 31564 members Entering Unmasked Estep Score: -11288375.000000 Penalty: 5482.106445 Iteration 0F: 3 clusters Score -1.128838e+07 nChanged 29290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32008 members Mstep: Class 2 contains 31102 members Entering Unmasked Estep Score: -11304478.000000 Penalty: 5482.106445 Iteration 1F: 3 clusters Score -1.130448e+07 nChanged 2429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32347 members Mstep: Class 2 contains 30763 members Entering Unmasked Estep Score: -11305111.000000 Penalty: 5482.106445 Iteration 2Q: 3 clusters Score -1.130511e+07 nChanged 2156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32869 members Mstep: Class 2 contains 30241 members Entering Unmasked Estep Score: -11305606.000000 Penalty: 5482.106445 Iteration 3Q: 3 clusters Score -1.130561e+07 nChanged 2129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33636 members Mstep: Class 2 contains 29474 members Entering Unmasked Estep Score: -11306136.000000 Penalty: 5482.106445 Iteration 4Q: 3 clusters Score -1.130614e+07 nChanged 2184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34750 members Mstep: Class 2 contains 28360 members Entering Unmasked Estep Score: -11306814.000000 Penalty: 5482.106445 Iteration 5Q: 3 clusters Score -1.130681e+07 nChanged 2415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36317 members Mstep: Class 2 contains 26793 members Entering Unmasked Estep Score: -11307685.000000 Penalty: 5482.106445 Iteration 6Q: 3 clusters Score -1.130768e+07 nChanged 2744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38435 members Mstep: Class 2 contains 24675 members Entering Unmasked Estep Score: -11308805.000000 Penalty: 5482.106445 Iteration 7Q: 3 clusters Score -1.13088e+07 nChanged 3153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41140 members Mstep: Class 2 contains 21970 members Entering Unmasked Estep Score: -11310335.000000 Penalty: 5482.106445 Iteration 8Q: 3 clusters Score -1.131034e+07 nChanged 3634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44492 members Mstep: Class 2 contains 18618 members Entering Unmasked Estep Score: -11312367.000000 Penalty: 5482.106445 Iteration 9F: 3 clusters Score -1.131237e+07 nChanged 4082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48372 members Mstep: Class 2 contains 14738 members Entering Unmasked Estep Score: -11314495.000000 Penalty: 5482.106445 Iteration 10F: 3 clusters Score -1.13145e+07 nChanged 4122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52340 members Mstep: Class 2 contains 10770 members Entering Unmasked Estep Score: -11316274.000000 Penalty: 5482.106445 Iteration 11F: 3 clusters Score -1.131627e+07 nChanged 3359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55591 members Mstep: Class 2 contains 7519 members Entering Unmasked Estep Score: -11317398.000000 Penalty: 5482.106445 Iteration 12F: 3 clusters Score -1.13174e+07 nChanged 2395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57930 members Mstep: Class 2 contains 5180 members Entering Unmasked Estep Score: -11318174.000000 Penalty: 5482.106445 Iteration 13Q: 3 clusters Score -1.131817e+07 nChanged 1609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59493 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -11319047.000000 Penalty: 5482.106445 Iteration 14Q: 3 clusters Score -1.131905e+07 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60489 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -11319599.000000 Penalty: 5482.106445 Iteration 15Q: 3 clusters Score -1.13196e+07 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61143 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -11319833.000000 Penalty: 5482.106445 Iteration 16Q: 3 clusters Score -1.131983e+07 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61581 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -11320032.000000 Penalty: 5482.106445 Iteration 17Q: 3 clusters Score -1.132003e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61874 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -11320217.000000 Penalty: 5482.106445 Iteration 18Q: 3 clusters Score -1.132022e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62061 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -11320339.000000 Penalty: 5482.106445 Iteration 19Q: 3 clusters Score -1.132034e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62188 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -11320442.000000 Penalty: 5482.106445 Iteration 20F: 3 clusters Score -1.132044e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62274 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -11320534.000000 Penalty: 5482.106445 Iteration 21Q: 3 clusters Score -1.132053e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62339 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -11320573.000000 Penalty: 5482.106445 Iteration 22Q: 3 clusters Score -1.132057e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62394 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -11320617.000000 Penalty: 5482.106445 Iteration 23Q: 3 clusters Score -1.132062e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62431 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -11320649.000000 Penalty: 5482.106445 Iteration 24Q: 3 clusters Score -1.132065e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62459 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -11320671.000000 Penalty: 5482.106445 Iteration 25Q: 3 clusters Score -1.132067e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62475 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -11320697.000000 Penalty: 5482.106445 Iteration 26Q: 3 clusters Score -1.13207e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62486 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -11320710.000000 Penalty: 5482.106445 Iteration 27Q: 3 clusters Score -1.132071e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62499 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -11320713.000000 Penalty: 5482.106445 Iteration 28Q: 3 clusters Score -1.132071e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62506 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -11320716.000000 Penalty: 5482.106445 Iteration 29Q: 3 clusters Score -1.132072e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62513 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -11320721.000000 Penalty: 5482.106445 Iteration 30Q: 3 clusters Score -1.132072e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62519 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -11320724.000000 Penalty: 5482.106445 Iteration 31Q: 3 clusters Score -1.132072e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62523 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -11320726.000000 Penalty: 5482.106445 Iteration 32Q: 3 clusters Score -1.132073e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62530 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -11320729.000000 Penalty: 5482.106445 Iteration 33Q: 3 clusters Score -1.132073e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62535 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -11320733.000000 Penalty: 5482.106445 Iteration 34Q: 3 clusters Score -1.132073e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62541 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -11320741.000000 Penalty: 5482.106445 Iteration 35Q: 3 clusters Score -1.132074e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62542 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -11320757.000000 Penalty: 5482.106445 Iteration 36Q: 3 clusters Score -1.132076e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62550 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -11320762.000000 Penalty: 5482.106445 Iteration 37Q: 3 clusters Score -1.132076e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62560 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -11320768.000000 Penalty: 5482.106445 Iteration 38Q: 3 clusters Score -1.132077e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62564 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -11320775.000000 Penalty: 5482.106445 Iteration 39Q: 3 clusters Score -1.132078e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62571 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -11320785.000000 Penalty: 5482.106445 Iteration 40F: 3 clusters Score -1.132078e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62573 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -11320789.000000 Penalty: 5482.106445 Iteration 41Q: 3 clusters Score -1.132079e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62581 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -11320797.000000 Penalty: 5482.106445 Iteration 42Q: 3 clusters Score -1.13208e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62587 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -11320811.000000 Penalty: 5482.106445 Iteration 43Q: 3 clusters Score -1.132081e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62590 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -11320800.000000 Penalty: 5482.106445 Iteration 44Q: 3 clusters Score -1.13208e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62591 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -11320810.000000 Penalty: 5482.106445 Iteration 45Q: 3 clusters Score -1.132081e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62591 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -11320810.000000 Penalty: 5482.106445 Iteration 46F: 3 clusters Score -1.132081e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Entering Unmasked Estep Score: -239478.390625 Penalty: 1809.846436 Iteration 0F: 2 clusters Score -239478.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -237295.734375 Penalty: 3619.692871 Iteration 0F: 3 clusters Score -237295.7 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -237996.265625 Penalty: 3619.692871 Iteration 1F: 3 clusters Score -237996.3 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -238512.109375 Penalty: 3619.692871 Iteration 2F: 3 clusters Score -238512.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -238841.718750 Penalty: 3619.692871 Iteration 3F: 3 clusters Score -238841.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -239169.843750 Penalty: 3619.692871 Iteration 4F: 3 clusters Score -239169.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -239390.187500 Penalty: 3619.692871 Iteration 5Q: 3 clusters Score -239390.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -239508.125000 Penalty: 3619.692871 Iteration 6Q: 3 clusters Score -239508.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -239649.656250 Penalty: 3619.692871 Iteration 7Q: 3 clusters Score -239649.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -239815.843750 Penalty: 3619.692871 Iteration 8Q: 3 clusters Score -239815.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -239970.875000 Penalty: 3619.692871 Iteration 9Q: 3 clusters Score -239970.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -240040.328125 Penalty: 3619.692871 Iteration 10Q: 3 clusters Score -240040.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -240094.281250 Penalty: 3619.692871 Iteration 11Q: 3 clusters Score -240094.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -240127.609375 Penalty: 3619.692871 Iteration 12Q: 3 clusters Score -240127.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -240159.218750 Penalty: 3619.692871 Iteration 13Q: 3 clusters Score -240159.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -240182.109375 Penalty: 3619.692871 Iteration 14Q: 3 clusters Score -240182.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -240200.296875 Penalty: 3619.692871 Iteration 15Q: 3 clusters Score -240200.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -240219.562500 Penalty: 3619.692871 Iteration 16Q: 3 clusters Score -240219.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -240250.859375 Penalty: 3619.692871 Iteration 17Q: 3 clusters Score -240250.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -240275.750000 Penalty: 3619.692871 Iteration 18Q: 3 clusters Score -240275.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -240291.640625 Penalty: 3619.692871 Iteration 19Q: 3 clusters Score -240291.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -240316.515625 Penalty: 3619.692871 Iteration 20F: 3 clusters Score -240316.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -240376.218750 Penalty: 3619.692871 Iteration 21Q: 3 clusters Score -240376.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -240412.375000 Penalty: 3619.692871 Iteration 22Q: 3 clusters Score -240412.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -240443.796875 Penalty: 3619.692871 Iteration 23Q: 3 clusters Score -240443.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -240466.968750 Penalty: 3619.692871 Iteration 24Q: 3 clusters Score -240467 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -240481.875000 Penalty: 3619.692871 Iteration 25Q: 3 clusters Score -240481.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -240491.562500 Penalty: 3619.692871 Iteration 26Q: 3 clusters Score -240491.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -240499.203125 Penalty: 3619.692871 Iteration 27Q: 3 clusters Score -240499.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -240503.109375 Penalty: 3619.692871 Iteration 28Q: 3 clusters Score -240503.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -240505.515625 Penalty: 3619.692871 Iteration 29Q: 3 clusters Score -240505.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -240507.328125 Penalty: 3619.692871 Iteration 30Q: 3 clusters Score -240507.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -240510.812500 Penalty: 3619.692871 Iteration 31Q: 3 clusters Score -240510.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -240512.812500 Penalty: 3619.692871 Iteration 32Q: 3 clusters Score -240512.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -240516.703125 Penalty: 3619.692871 Iteration 33Q: 3 clusters Score -240516.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -240520.609375 Penalty: 3619.692871 Iteration 34Q: 3 clusters Score -240520.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -240521.953125 Penalty: 3619.692871 Iteration 35Q: 3 clusters Score -240522 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -240521.953125 Penalty: 3619.692871 Iteration 36Q: 3 clusters Score -240522 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -240521.953125 Penalty: 3619.692871 Iteration 37F: 3 clusters Score -240522 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 30359 members Mstep: Class 2 contains 46543 members Mstep: Class 3 contains 295 members Mstep: Class 4 contains 39895 members Mstep: Class 5 contains 784 members Mstep: Class 6 contains 26084 members Mstep: Class 7 contains 28542 members Mstep: Class 8 contains 733 members Mstep: Class 9 contains 126 members Mstep: Class 10 contains 1669 members Mstep: Class 11 contains 1003 members Mstep: Class 12 contains 17573 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 372 members Mstep: Class 15 contains 63110 members Mstep: Class 16 contains 656 members Mstep: Class 17 contains 68556 members Mstep: Class 18 contains 12051 members Mstep: Class 19 contains 8803 members Mstep: Class 20 contains 821 members Entering Unmasked Estep Score: -63631260.000000 Penalty: 63309.402344 Splitting cluster 16 changes total score from -63615132.000000 to -63631260.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 17 (68556 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68556 members Entering Unmasked Estep Score: -12578399.000000 Penalty: 2761.580811 Iteration 0F: 2 clusters Score -1.25784e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34388 members Mstep: Class 2 contains 34168 members Entering Unmasked Estep Score: -12535900.000000 Penalty: 5523.161621 Iteration 0F: 3 clusters Score -1.25359e+07 nChanged 32070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35402 members Mstep: Class 2 contains 33154 members Entering Unmasked Estep Score: -12553954.000000 Penalty: 5523.161621 Iteration 1F: 3 clusters Score -1.255395e+07 nChanged 2352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36096 members Mstep: Class 2 contains 32460 members Entering Unmasked Estep Score: -12554525.000000 Penalty: 5523.161621 Iteration 2Q: 3 clusters Score -1.255452e+07 nChanged 2341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37073 members Mstep: Class 2 contains 31483 members Entering Unmasked Estep Score: -12555077.000000 Penalty: 5523.161621 Iteration 3Q: 3 clusters Score -1.255508e+07 nChanged 2347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38428 members Mstep: Class 2 contains 30128 members Entering Unmasked Estep Score: -12555754.000000 Penalty: 5523.161621 Iteration 4Q: 3 clusters Score -1.255575e+07 nChanged 2643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40335 members Mstep: Class 2 contains 28221 members Entering Unmasked Estep Score: -12556692.000000 Penalty: 5523.161621 Iteration 5Q: 3 clusters Score -1.255669e+07 nChanged 3072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42985 members Mstep: Class 2 contains 25571 members Entering Unmasked Estep Score: -12558238.000000 Penalty: 5523.161621 Iteration 6Q: 3 clusters Score -1.255824e+07 nChanged 3751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46498 members Mstep: Class 2 contains 22058 members Entering Unmasked Estep Score: -12560401.000000 Penalty: 5523.161621 Iteration 7F: 3 clusters Score -1.25604e+07 nChanged 4309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50621 members Mstep: Class 2 contains 17935 members Entering Unmasked Estep Score: -12563273.000000 Penalty: 5523.161621 Iteration 8F: 3 clusters Score -1.256327e+07 nChanged 4541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55032 members Mstep: Class 2 contains 13524 members Entering Unmasked Estep Score: -12566572.000000 Penalty: 5523.161621 Iteration 9F: 3 clusters Score -1.256657e+07 nChanged 3989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58883 members Mstep: Class 2 contains 9673 members Entering Unmasked Estep Score: -12569627.000000 Penalty: 5523.161621 Iteration 10F: 3 clusters Score -1.256963e+07 nChanged 2904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61579 members Mstep: Class 2 contains 6977 members Entering Unmasked Estep Score: -12571673.000000 Penalty: 5523.161621 Iteration 11Q: 3 clusters Score -1.257167e+07 nChanged 1918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63267 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -12573081.000000 Penalty: 5523.161621 Iteration 12Q: 3 clusters Score -1.257308e+07 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64342 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -12573917.000000 Penalty: 5523.161621 Iteration 13Q: 3 clusters Score -1.257392e+07 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65067 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -12574431.000000 Penalty: 5523.161621 Iteration 14Q: 3 clusters Score -1.257443e+07 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65553 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -12574750.000000 Penalty: 5523.161621 Iteration 15Q: 3 clusters Score -1.257475e+07 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65898 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -12574982.000000 Penalty: 5523.161621 Iteration 16Q: 3 clusters Score -1.257498e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66169 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -12575153.000000 Penalty: 5523.161621 Iteration 17Q: 3 clusters Score -1.257515e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66364 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -12575305.000000 Penalty: 5523.161621 Iteration 18Q: 3 clusters Score -1.25753e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66539 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -12575396.000000 Penalty: 5523.161621 Iteration 19Q: 3 clusters Score -1.25754e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66664 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -12575454.000000 Penalty: 5523.161621 Iteration 20F: 3 clusters Score -1.257545e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66776 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -12575526.000000 Penalty: 5523.161621 Iteration 21Q: 3 clusters Score -1.257553e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66864 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -12575568.000000 Penalty: 5523.161621 Iteration 22Q: 3 clusters Score -1.257557e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66938 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -12575610.000000 Penalty: 5523.161621 Iteration 23Q: 3 clusters Score -1.257561e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67009 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -12575656.000000 Penalty: 5523.161621 Iteration 24Q: 3 clusters Score -1.257566e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67068 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -12575702.000000 Penalty: 5523.161621 Iteration 25Q: 3 clusters Score -1.25757e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67114 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -12575702.000000 Penalty: 5523.161621 Iteration 26Q: 3 clusters Score -1.25757e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67142 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -12575725.000000 Penalty: 5523.161621 Iteration 27Q: 3 clusters Score -1.257572e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67173 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -12575753.000000 Penalty: 5523.161621 Iteration 28Q: 3 clusters Score -1.257575e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67205 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -12575775.000000 Penalty: 5523.161621 Iteration 29Q: 3 clusters Score -1.257578e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67221 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -12575803.000000 Penalty: 5523.161621 Iteration 30Q: 3 clusters Score -1.25758e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67240 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -12575814.000000 Penalty: 5523.161621 Iteration 31Q: 3 clusters Score -1.257581e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67254 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -12575837.000000 Penalty: 5523.161621 Iteration 32Q: 3 clusters Score -1.257584e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67271 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -12575835.000000 Penalty: 5523.161621 Iteration 33Q: 3 clusters Score -1.257584e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67289 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -12575846.000000 Penalty: 5523.161621 Iteration 34Q: 3 clusters Score -1.257585e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67304 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -12575864.000000 Penalty: 5523.161621 Iteration 35Q: 3 clusters Score -1.257586e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67310 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -12575871.000000 Penalty: 5523.161621 Iteration 36Q: 3 clusters Score -1.257587e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67323 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -12575872.000000 Penalty: 5523.161621 Iteration 37Q: 3 clusters Score -1.257587e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67336 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -12575883.000000 Penalty: 5523.161621 Iteration 38Q: 3 clusters Score -1.257588e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67351 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -12575901.000000 Penalty: 5523.161621 Iteration 39Q: 3 clusters Score -1.25759e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67359 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -12575899.000000 Penalty: 5523.161621 Iteration 40F: 3 clusters Score -1.25759e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67366 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -12575905.000000 Penalty: 5523.161621 Iteration 41Q: 3 clusters Score -1.25759e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67373 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -12575908.000000 Penalty: 5523.161621 Iteration 42Q: 3 clusters Score -1.257591e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67377 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -12575912.000000 Penalty: 5523.161621 Iteration 43Q: 3 clusters Score -1.257591e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67378 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -12575907.000000 Penalty: 5523.161621 Iteration 44Q: 3 clusters Score -1.257591e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67382 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -12575917.000000 Penalty: 5523.161621 Iteration 45Q: 3 clusters Score -1.257592e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67384 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -12575922.000000 Penalty: 5523.161621 Iteration 46Q: 3 clusters Score -1.257592e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67385 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -12575922.000000 Penalty: 5523.161621 Iteration 47Q: 3 clusters Score -1.257592e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67387 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -12575922.000000 Penalty: 5523.161621 Iteration 48Q: 3 clusters Score -1.257592e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67390 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -12575913.000000 Penalty: 5523.161621 Iteration 49Q: 3 clusters Score -1.257591e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67394 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -12575912.000000 Penalty: 5523.161621 Iteration 50Q: 3 clusters Score -1.257591e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67396 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -12575919.000000 Penalty: 5523.161621 Iteration 51Q: 3 clusters Score -1.257592e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67396 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -12575921.000000 Penalty: 5523.161621 Iteration 52Q: 3 clusters Score -1.257592e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67397 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -12575916.000000 Penalty: 5523.161621 Iteration 53Q: 3 clusters Score -1.257592e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67397 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -12575916.000000 Penalty: 5523.161621 Iteration 54F: 3 clusters Score -1.257592e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12051 members Entering Unmasked Estep Score: -2079711.250000 Penalty: 2330.431885 Iteration 0F: 2 clusters Score -2079711 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -2070775.125000 Penalty: 4660.863770 Iteration 0F: 3 clusters Score -2070775 nChanged 5110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 6118 members Entering Unmasked Estep Score: -2073471.125000 Penalty: 4660.863770 Iteration 1F: 3 clusters Score -2073471 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5880 members Mstep: Class 2 contains 6171 members Entering Unmasked Estep Score: -2073765.250000 Penalty: 4660.863770 Iteration 2F: 3 clusters Score -2073765 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 6293 members Entering Unmasked Estep Score: -2074001.000000 Penalty: 4660.863770 Iteration 3Q: 3 clusters Score -2074001 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5635 members Mstep: Class 2 contains 6416 members Entering Unmasked Estep Score: -2074213.625000 Penalty: 4660.863770 Iteration 4Q: 3 clusters Score -2074214 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -2074408.500000 Penalty: 4660.863770 Iteration 5Q: 3 clusters Score -2074408 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 6599 members Entering Unmasked Estep Score: -2074614.125000 Penalty: 4660.863770 Iteration 6Q: 3 clusters Score -2074614 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Mstep: Class 2 contains 6713 members Entering Unmasked Estep Score: -2074816.000000 Penalty: 4660.863770 Iteration 7Q: 3 clusters Score -2074816 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5205 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -2075059.250000 Penalty: 4660.863770 Iteration 8Q: 3 clusters Score -2075059 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 6996 members Entering Unmasked Estep Score: -2075318.250000 Penalty: 4660.863770 Iteration 9Q: 3 clusters Score -2075318 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 7154 members Entering Unmasked Estep Score: -2075566.750000 Penalty: 4660.863770 Iteration 10Q: 3 clusters Score -2075567 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 7313 members Entering Unmasked Estep Score: -2075777.750000 Penalty: 4660.863770 Iteration 11Q: 3 clusters Score -2075778 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -2075965.750000 Penalty: 4660.863770 Iteration 12Q: 3 clusters Score -2075966 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 7666 members Entering Unmasked Estep Score: -2076152.000000 Penalty: 4660.863770 Iteration 13Q: 3 clusters Score -2076152 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -2076315.750000 Penalty: 4660.863770 Iteration 14Q: 3 clusters Score -2076316 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 8014 members Entering Unmasked Estep Score: -2076448.625000 Penalty: 4660.863770 Iteration 15Q: 3 clusters Score -2076449 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 8171 members Entering Unmasked Estep Score: -2076561.875000 Penalty: 4660.863770 Iteration 16Q: 3 clusters Score -2076562 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 8326 members Entering Unmasked Estep Score: -2076646.375000 Penalty: 4660.863770 Iteration 17Q: 3 clusters Score -2076646 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 8493 members Entering Unmasked Estep Score: -2076733.000000 Penalty: 4660.863770 Iteration 18Q: 3 clusters Score -2076733 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 8665 members Entering Unmasked Estep Score: -2076801.000000 Penalty: 4660.863770 Iteration 19Q: 3 clusters Score -2076801 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 8862 members Entering Unmasked Estep Score: -2076892.875000 Penalty: 4660.863770 Iteration 20F: 3 clusters Score -2076893 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 9061 members Entering Unmasked Estep Score: -2076983.125000 Penalty: 4660.863770 Iteration 21Q: 3 clusters Score -2076983 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 9233 members Entering Unmasked Estep Score: -2077063.125000 Penalty: 4660.863770 Iteration 22Q: 3 clusters Score -2077063 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 9405 members Entering Unmasked Estep Score: -2077133.875000 Penalty: 4660.863770 Iteration 23Q: 3 clusters Score -2077134 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 9555 members Entering Unmasked Estep Score: -2077198.625000 Penalty: 4660.863770 Iteration 24Q: 3 clusters Score -2077199 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 9711 members Entering Unmasked Estep Score: -2077258.875000 Penalty: 4660.863770 Iteration 25Q: 3 clusters Score -2077259 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 9850 members Entering Unmasked Estep Score: -2077317.125000 Penalty: 4660.863770 Iteration 26Q: 3 clusters Score -2077317 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 9983 members Entering Unmasked Estep Score: -2077376.250000 Penalty: 4660.863770 Iteration 27Q: 3 clusters Score -2077376 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 10131 members Entering Unmasked Estep Score: -2077444.125000 Penalty: 4660.863770 Iteration 28Q: 3 clusters Score -2077444 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 10274 members Entering Unmasked Estep Score: -2077522.875000 Penalty: 4660.863770 Iteration 29Q: 3 clusters Score -2077523 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 10415 members Entering Unmasked Estep Score: -2077597.375000 Penalty: 4660.863770 Iteration 30Q: 3 clusters Score -2077597 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 10534 members Entering Unmasked Estep Score: -2077656.625000 Penalty: 4660.863770 Iteration 31Q: 3 clusters Score -2077657 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 10637 members Entering Unmasked Estep Score: -2077718.750000 Penalty: 4660.863770 Iteration 32Q: 3 clusters Score -2077719 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 10739 members Entering Unmasked Estep Score: -2077770.250000 Penalty: 4660.863770 Iteration 33Q: 3 clusters Score -2077770 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 10815 members Entering Unmasked Estep Score: -2077802.000000 Penalty: 4660.863770 Iteration 34Q: 3 clusters Score -2077802 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 10883 members Entering Unmasked Estep Score: -2077834.250000 Penalty: 4660.863770 Iteration 35Q: 3 clusters Score -2077834 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 10936 members Entering Unmasked Estep Score: -2077865.250000 Penalty: 4660.863770 Iteration 36Q: 3 clusters Score -2077865 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 10993 members Entering Unmasked Estep Score: -2077894.250000 Penalty: 4660.863770 Iteration 37Q: 3 clusters Score -2077894 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 11040 members Entering Unmasked Estep Score: -2077922.375000 Penalty: 4660.863770 Iteration 38Q: 3 clusters Score -2077922 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 11081 members Entering Unmasked Estep Score: -2077938.375000 Penalty: 4660.863770 Iteration 39Q: 3 clusters Score -2077938 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 11117 members Entering Unmasked Estep Score: -2077953.375000 Penalty: 4660.863770 Iteration 40F: 3 clusters Score -2077953 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 11137 members Entering Unmasked Estep Score: -2077960.000000 Penalty: 4660.863770 Iteration 41Q: 3 clusters Score -2077960 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 11152 members Entering Unmasked Estep Score: -2077963.625000 Penalty: 4660.863770 Iteration 42Q: 3 clusters Score -2077964 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 11171 members Entering Unmasked Estep Score: -2077972.250000 Penalty: 4660.863770 Iteration 43Q: 3 clusters Score -2077972 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 11189 members Entering Unmasked Estep Score: -2077989.750000 Penalty: 4660.863770 Iteration 44Q: 3 clusters Score -2077990 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 11201 members Entering Unmasked Estep Score: -2077990.250000 Penalty: 4660.863770 Iteration 45Q: 3 clusters Score -2077990 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 11211 members Entering Unmasked Estep Score: -2077995.625000 Penalty: 4660.863770 Iteration 46Q: 3 clusters Score -2077996 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 11222 members Entering Unmasked Estep Score: -2078001.625000 Penalty: 4660.863770 Iteration 47Q: 3 clusters Score -2078002 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 11228 members Entering Unmasked Estep Score: -2078004.000000 Penalty: 4660.863770 Iteration 48Q: 3 clusters Score -2078004 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 11236 members Entering Unmasked Estep Score: -2078006.000000 Penalty: 4660.863770 Iteration 49Q: 3 clusters Score -2078006 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 11239 members Entering Unmasked Estep Score: -2078009.500000 Penalty: 4660.863770 Iteration 50Q: 3 clusters Score -2078010 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 11245 members Entering Unmasked Estep Score: -2078014.250000 Penalty: 4660.863770 Iteration 51Q: 3 clusters Score -2078014 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 11254 members Entering Unmasked Estep Score: -2078017.500000 Penalty: 4660.863770 Iteration 52Q: 3 clusters Score -2078018 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 11260 members Entering Unmasked Estep Score: -2078025.250000 Penalty: 4660.863770 Iteration 53Q: 3 clusters Score -2078025 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 11267 members Entering Unmasked Estep Score: -2078025.875000 Penalty: 4660.863770 Iteration 54Q: 3 clusters Score -2078026 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 11272 members Entering Unmasked Estep Score: -2078028.125000 Penalty: 4660.863770 Iteration 55Q: 3 clusters Score -2078028 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 11272 members Entering Unmasked Estep Score: -2078029.250000 Penalty: 4660.863770 Iteration 56Q: 3 clusters Score -2078029 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 11275 members Entering Unmasked Estep Score: -2078030.000000 Penalty: 4660.863770 Iteration 57Q: 3 clusters Score -2078030 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 11278 members Entering Unmasked Estep Score: -2078033.500000 Penalty: 4660.863770 Iteration 58Q: 3 clusters Score -2078034 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 11281 members Entering Unmasked Estep Score: -2078035.375000 Penalty: 4660.863770 Iteration 59Q: 3 clusters Score -2078035 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 11281 members Entering Unmasked Estep Score: -2078035.375000 Penalty: 4660.863770 Iteration 60F: 3 clusters Score -2078035 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8803 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8803 members Entering Unmasked Estep Score: -1576281.000000 Penalty: 2252.546143 Iteration 0F: 2 clusters Score -1576281 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1569309.500000 Penalty: 4505.092285 Iteration 0F: 3 clusters Score -1569310 nChanged 3680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -1571524.250000 Penalty: 4505.092285 Iteration 1F: 3 clusters Score -1571524 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -1572458.125000 Penalty: 4505.092285 Iteration 2F: 3 clusters Score -1572458 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -1573941.000000 Penalty: 4505.092285 Iteration 3F: 3 clusters Score -1573941 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -1575639.500000 Penalty: 4505.092285 Iteration 4F: 3 clusters Score -1575640 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 5967 members Entering Unmasked Estep Score: -1576798.875000 Penalty: 4505.092285 Iteration 5F: 3 clusters Score -1576799 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -1577317.750000 Penalty: 4505.092285 Iteration 6F: 3 clusters Score -1577318 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 6473 members Entering Unmasked Estep Score: -1577507.750000 Penalty: 4505.092285 Iteration 7Q: 3 clusters Score -1577508 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 6557 members Entering Unmasked Estep Score: -1577558.500000 Penalty: 4505.092285 Iteration 8Q: 3 clusters Score -1577558 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 6610 members Entering Unmasked Estep Score: -1577598.625000 Penalty: 4505.092285 Iteration 9Q: 3 clusters Score -1577599 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 6665 members Entering Unmasked Estep Score: -1577633.500000 Penalty: 4505.092285 Iteration 10Q: 3 clusters Score -1577634 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 6707 members Entering Unmasked Estep Score: -1577656.375000 Penalty: 4505.092285 Iteration 11Q: 3 clusters Score -1577656 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 6743 members Entering Unmasked Estep Score: -1577685.500000 Penalty: 4505.092285 Iteration 12Q: 3 clusters Score -1577686 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 6771 members Entering Unmasked Estep Score: -1577698.500000 Penalty: 4505.092285 Iteration 13Q: 3 clusters Score -1577698 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -1577711.500000 Penalty: 4505.092285 Iteration 14Q: 3 clusters Score -1577712 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -1577727.000000 Penalty: 4505.092285 Iteration 15Q: 3 clusters Score -1577727 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 6835 members Entering Unmasked Estep Score: -1577736.125000 Penalty: 4505.092285 Iteration 16Q: 3 clusters Score -1577736 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -1577744.125000 Penalty: 4505.092285 Iteration 17Q: 3 clusters Score -1577744 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 6861 members Entering Unmasked Estep Score: -1577745.125000 Penalty: 4505.092285 Iteration 18Q: 3 clusters Score -1577745 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -1577755.000000 Penalty: 4505.092285 Iteration 19Q: 3 clusters Score -1577755 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 6888 members Entering Unmasked Estep Score: -1577762.250000 Penalty: 4505.092285 Iteration 20F: 3 clusters Score -1577762 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 6903 members Entering Unmasked Estep Score: -1577765.250000 Penalty: 4505.092285 Iteration 21Q: 3 clusters Score -1577765 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 6917 members Entering Unmasked Estep Score: -1577777.750000 Penalty: 4505.092285 Iteration 22Q: 3 clusters Score -1577778 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 6923 members Entering Unmasked Estep Score: -1577776.375000 Penalty: 4505.092285 Iteration 23Q: 3 clusters Score -1577776 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -1577779.625000 Penalty: 4505.092285 Iteration 24Q: 3 clusters Score -1577780 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 6931 members Entering Unmasked Estep Score: -1577778.875000 Penalty: 4505.092285 Iteration 25Q: 3 clusters Score -1577779 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 6933 members Entering Unmasked Estep Score: -1577781.125000 Penalty: 4505.092285 Iteration 26Q: 3 clusters Score -1577781 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 6936 members Entering Unmasked Estep Score: -1577780.000000 Penalty: 4505.092285 Iteration 27Q: 3 clusters Score -1577780 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 6937 members Entering Unmasked Estep Score: -1577779.875000 Penalty: 4505.092285 Iteration 28Q: 3 clusters Score -1577780 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 6937 members Entering Unmasked Estep Score: -1577779.875000 Penalty: 4505.092285 Iteration 29F: 3 clusters Score -1577780 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 30359 members Mstep: Class 2 contains 46543 members Mstep: Class 3 contains 295 members Mstep: Class 4 contains 39895 members Mstep: Class 5 contains 784 members Mstep: Class 6 contains 26084 members Mstep: Class 7 contains 28542 members Mstep: Class 8 contains 733 members Mstep: Class 9 contains 126 members Mstep: Class 10 contains 1669 members Mstep: Class 11 contains 1003 members Mstep: Class 12 contains 17573 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 372 members Mstep: Class 15 contains 63110 members Mstep: Class 16 contains 656 members Mstep: Class 17 contains 68556 members Mstep: Class 18 contains 12051 members Mstep: Class 19 contains 1866 members Mstep: Class 20 contains 821 members Mstep: Class 21 contains 6937 members Entering Unmasked Estep Score: -63631900.000000 Penalty: 66474.875000 Splitting cluster 19 changes total score from -63615132.000000 to -63631900.000000 So it's getting split into cluster 21. Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 2 contains 46543 members Mstep: Class 4 contains 39895 members Mstep: Class 5 contains 784 members Mstep: Class 6 contains 26084 members Mstep: Class 7 contains 28542 members Mstep: Class 9 contains 126 members Mstep: Class 10 contains 1669 members Mstep: Class 12 contains 17573 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 372 members Mstep: Class 15 contains 63110 members Mstep: Class 16 contains 656 members Mstep: Class 17 contains 68556 members Mstep: Class 18 contains 12051 members Mstep: Class 19 contains 1866 members Entering Unmasked Estep ConsiderDeletion Score: -63636316.000000 Penalty: 66474.875000 Iteration 39Q: 22 clusters Score -6.363632e+07 nChanged 7523 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 29597 members Mstep: Class 2 contains 45436 members Mstep: Class 3 contains 288 members Mstep: Class 4 contains 39208 members Mstep: Class 5 contains 746 members Mstep: Class 6 contains 25936 members Mstep: Class 7 contains 30177 members Mstep: Class 8 contains 722 members Mstep: Class 9 contains 126 members Mstep: Class 10 contains 1794 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 17894 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 372 members Mstep: Class 15 contains 63310 members Mstep: Class 16 contains 693 members Mstep: Class 17 contains 68962 members Mstep: Class 18 contains 12214 members Mstep: Class 19 contains 1875 members Mstep: Class 20 contains 823 members Mstep: Class 21 contains 6800 members Entering Unmasked Estep ConsiderDeletion Score: -63638304.000000 Penalty: 66474.875000 Iteration 40F: 22 clusters Score -6.36383e+07 nChanged 6683 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 30934 members Mstep: Class 2 contains 43696 members Mstep: Class 3 contains 284 members Mstep: Class 4 contains 38731 members Mstep: Class 5 contains 705 members Mstep: Class 6 contains 25744 members Mstep: Class 7 contains 30684 members Mstep: Class 8 contains 750 members Mstep: Class 9 contains 135 members Mstep: Class 10 contains 1826 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 18132 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 373 members Mstep: Class 15 contains 63112 members Mstep: Class 16 contains 720 members Mstep: Class 17 contains 68998 members Mstep: Class 18 contains 12192 members Mstep: Class 19 contains 1852 members Mstep: Class 20 contains 846 members Mstep: Class 21 contains 7269 members Entering Unmasked Estep ConsiderDeletion Score: -63638656.000000 Penalty: 66474.875000 Iteration 41Q: 22 clusters Score -6.363866e+07 nChanged 5223 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 31694 members Mstep: Class 2 contains 42258 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 38503 members Mstep: Class 5 contains 675 members Mstep: Class 6 contains 25613 members Mstep: Class 7 contains 31258 members Mstep: Class 8 contains 777 members Mstep: Class 9 contains 134 members Mstep: Class 10 contains 1844 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 18375 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63167 members Mstep: Class 16 contains 740 members Mstep: Class 17 contains 68988 members Mstep: Class 18 contains 12191 members Mstep: Class 19 contains 1843 members Mstep: Class 20 contains 859 members Mstep: Class 21 contains 7410 members Entering Unmasked Estep ConsiderDeletion Score: -63638504.000000 Penalty: 66474.875000 Iteration 42Q: 22 clusters Score -6.36385e+07 nChanged 5159 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 32319 members Mstep: Class 2 contains 40892 members Mstep: Class 3 contains 280 members Mstep: Class 4 contains 38474 members Mstep: Class 5 contains 650 members Mstep: Class 6 contains 25546 members Mstep: Class 7 contains 31778 members Mstep: Class 8 contains 794 members Mstep: Class 9 contains 136 members Mstep: Class 10 contains 1853 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 18615 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63298 members Mstep: Class 16 contains 754 members Mstep: Class 17 contains 68849 members Mstep: Class 18 contains 12193 members Mstep: Class 19 contains 1837 members Mstep: Class 20 contains 868 members Mstep: Class 21 contains 7475 members Entering Unmasked Estep ConsiderDeletion Score: -63638624.000000 Penalty: 66474.875000 Iteration 43Q: 22 clusters Score -6.363862e+07 nChanged 4639 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 32951 members Mstep: Class 2 contains 39699 members Mstep: Class 3 contains 280 members Mstep: Class 4 contains 38589 members Mstep: Class 5 contains 634 members Mstep: Class 6 contains 25483 members Mstep: Class 7 contains 32160 members Mstep: Class 8 contains 807 members Mstep: Class 9 contains 136 members Mstep: Class 10 contains 1862 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 18814 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63341 members Mstep: Class 16 contains 761 members Mstep: Class 17 contains 68647 members Mstep: Class 18 contains 12237 members Mstep: Class 19 contains 1833 members Mstep: Class 20 contains 871 members Mstep: Class 21 contains 7506 members Entering Unmasked Estep ConsiderDeletion Score: -63638696.000000 Penalty: 66474.875000 Iteration 44Q: 22 clusters Score -6.36387e+07 nChanged 4218 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 33573 members Mstep: Class 2 contains 38566 members Mstep: Class 3 contains 280 members Mstep: Class 4 contains 38838 members Mstep: Class 5 contains 621 members Mstep: Class 6 contains 25434 members Mstep: Class 7 contains 32434 members Mstep: Class 8 contains 825 members Mstep: Class 9 contains 136 members Mstep: Class 10 contains 1855 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 18967 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63408 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 68393 members Mstep: Class 18 contains 12283 members Mstep: Class 19 contains 1826 members Mstep: Class 20 contains 876 members Mstep: Class 21 contains 7525 members Entering Unmasked Estep ConsiderDeletion Score: -63638840.000000 Penalty: 66474.875000 Iteration 45Q: 22 clusters Score -6.363884e+07 nChanged 3975 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 34208 members Mstep: Class 2 contains 37428 members Mstep: Class 3 contains 280 members Mstep: Class 4 contains 39239 members Mstep: Class 5 contains 608 members Mstep: Class 6 contains 25429 members Mstep: Class 7 contains 32646 members Mstep: Class 8 contains 843 members Mstep: Class 9 contains 136 members Mstep: Class 10 contains 1851 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19086 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63475 members Mstep: Class 16 contains 785 members Mstep: Class 17 contains 68047 members Mstep: Class 18 contains 12326 members Mstep: Class 19 contains 1818 members Mstep: Class 20 contains 879 members Mstep: Class 21 contains 7527 members Entering Unmasked Estep ConsiderDeletion Score: -63638992.000000 Penalty: 66474.875000 Iteration 46Q: 22 clusters Score -6.363899e+07 nChanged 3595 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 34842 members Mstep: Class 2 contains 36429 members Mstep: Class 3 contains 280 members Mstep: Class 4 contains 39648 members Mstep: Class 5 contains 599 members Mstep: Class 6 contains 25429 members Mstep: Class 7 contains 32766 members Mstep: Class 8 contains 856 members Mstep: Class 9 contains 136 members Mstep: Class 10 contains 1849 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19183 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63494 members Mstep: Class 16 contains 799 members Mstep: Class 17 contains 67701 members Mstep: Class 18 contains 12378 members Mstep: Class 19 contains 1812 members Mstep: Class 20 contains 879 members Mstep: Class 21 contains 7531 members Entering Unmasked Estep ConsiderDeletion Score: -63638808.000000 Penalty: 66474.875000 Iteration 47Q: 22 clusters Score -6.363881e+07 nChanged 3396 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 35484 members Mstep: Class 2 contains 35513 members Mstep: Class 3 contains 280 members Mstep: Class 4 contains 40117 members Mstep: Class 5 contains 590 members Mstep: Class 6 contains 25416 members Mstep: Class 7 contains 32784 members Mstep: Class 8 contains 868 members Mstep: Class 9 contains 136 members Mstep: Class 10 contains 1848 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19276 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63529 members Mstep: Class 16 contains 806 members Mstep: Class 17 contains 67310 members Mstep: Class 18 contains 12431 members Mstep: Class 19 contains 1802 members Mstep: Class 20 contains 881 members Mstep: Class 21 contains 7540 members Entering Unmasked Estep ConsiderDeletion Score: -63639064.000000 Penalty: 66474.875000 Iteration 48Q: 22 clusters Score -6.363906e+07 nChanged 3235 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 36124 members Mstep: Class 2 contains 34621 members Mstep: Class 3 contains 280 members Mstep: Class 4 contains 40699 members Mstep: Class 5 contains 588 members Mstep: Class 6 contains 25411 members Mstep: Class 7 contains 32770 members Mstep: Class 8 contains 870 members Mstep: Class 9 contains 136 members Mstep: Class 10 contains 1849 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19333 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63601 members Mstep: Class 16 contains 813 members Mstep: Class 17 contains 66810 members Mstep: Class 18 contains 12480 members Mstep: Class 19 contains 1795 members Mstep: Class 20 contains 881 members Mstep: Class 21 contains 7550 members Entering Unmasked Estep ConsiderDeletion Score: -63639288.000000 Penalty: 66474.875000 Iteration 49Q: 22 clusters Score -6.363929e+07 nChanged 3165 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 36758 members Mstep: Class 2 contains 33836 members Mstep: Class 3 contains 280 members Mstep: Class 4 contains 41405 members Mstep: Class 5 contains 585 members Mstep: Class 6 contains 25424 members Mstep: Class 7 contains 32658 members Mstep: Class 8 contains 871 members Mstep: Class 9 contains 136 members Mstep: Class 10 contains 1852 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19358 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63605 members Mstep: Class 16 contains 825 members Mstep: Class 17 contains 66246 members Mstep: Class 18 contains 12554 members Mstep: Class 19 contains 1785 members Mstep: Class 20 contains 880 members Mstep: Class 21 contains 7553 members Entering Unmasked Estep ConsiderDeletion Score: -63639484.000000 Penalty: 66474.875000 Iteration 50Q: 22 clusters Score -6.363948e+07 nChanged 3006 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 37356 members Mstep: Class 2 contains 33122 members Mstep: Class 3 contains 280 members Mstep: Class 4 contains 42148 members Mstep: Class 5 contains 582 members Mstep: Class 6 contains 25441 members Mstep: Class 7 contains 32518 members Mstep: Class 8 contains 873 members Mstep: Class 9 contains 136 members Mstep: Class 10 contains 1855 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19353 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63612 members Mstep: Class 16 contains 837 members Mstep: Class 17 contains 65664 members Mstep: Class 18 contains 12622 members Mstep: Class 19 contains 1774 members Mstep: Class 20 contains 881 members Mstep: Class 21 contains 7557 members Entering Unmasked Estep ConsiderDeletion Score: -63639804.000000 Penalty: 66474.875000 Iteration 51Q: 22 clusters Score -6.36398e+07 nChanged 2935 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 37967 members Mstep: Class 2 contains 32484 members Mstep: Class 3 contains 280 members Mstep: Class 4 contains 43005 members Mstep: Class 5 contains 580 members Mstep: Class 6 contains 25438 members Mstep: Class 7 contains 32312 members Mstep: Class 8 contains 874 members Mstep: Class 9 contains 136 members Mstep: Class 10 contains 1855 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19352 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63584 members Mstep: Class 16 contains 846 members Mstep: Class 17 contains 65024 members Mstep: Class 18 contains 12676 members Mstep: Class 19 contains 1769 members Mstep: Class 20 contains 882 members Mstep: Class 21 contains 7547 members Entering Unmasked Estep ConsiderDeletion Score: -63639916.000000 Penalty: 66474.875000 Iteration 52Q: 22 clusters Score -6.363992e+07 nChanged 2816 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 38538 members Mstep: Class 2 contains 31928 members Mstep: Class 3 contains 280 members Mstep: Class 4 contains 43935 members Mstep: Class 5 contains 578 members Mstep: Class 6 contains 25435 members Mstep: Class 7 contains 32075 members Mstep: Class 8 contains 874 members Mstep: Class 9 contains 136 members Mstep: Class 10 contains 1859 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19348 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63555 members Mstep: Class 16 contains 852 members Mstep: Class 17 contains 64303 members Mstep: Class 18 contains 12728 members Mstep: Class 19 contains 1761 members Mstep: Class 20 contains 880 members Mstep: Class 21 contains 7546 members Entering Unmasked Estep ConsiderDeletion Score: -63640392.000000 Penalty: 66474.875000 Iteration 53Q: 22 clusters Score -6.364039e+07 nChanged 2699 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 39071 members Mstep: Class 2 contains 31441 members Mstep: Class 3 contains 280 members Mstep: Class 4 contains 44802 members Mstep: Class 5 contains 578 members Mstep: Class 6 contains 25439 members Mstep: Class 7 contains 31859 members Mstep: Class 8 contains 874 members Mstep: Class 9 contains 136 members Mstep: Class 10 contains 1858 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19354 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63538 members Mstep: Class 16 contains 859 members Mstep: Class 17 contains 63558 members Mstep: Class 18 contains 12777 members Mstep: Class 19 contains 1756 members Mstep: Class 20 contains 881 members Mstep: Class 21 contains 7550 members Entering Unmasked Estep ConsiderDeletion Score: -63640552.000000 Penalty: 66474.875000 Iteration 54Q: 22 clusters Score -6.364055e+07 nChanged 2700 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 39625 members Mstep: Class 2 contains 31054 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 45682 members Mstep: Class 5 contains 578 members Mstep: Class 6 contains 25443 members Mstep: Class 7 contains 31565 members Mstep: Class 8 contains 874 members Mstep: Class 9 contains 136 members Mstep: Class 10 contains 1857 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19352 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63497 members Mstep: Class 16 contains 866 members Mstep: Class 17 contains 62792 members Mstep: Class 18 contains 12826 members Mstep: Class 19 contains 1750 members Mstep: Class 20 contains 882 members Mstep: Class 21 contains 7551 members Entering Unmasked Estep ConsiderDeletion Score: -63640856.000000 Penalty: 66474.875000 Iteration 55Q: 22 clusters Score -6.364086e+07 nChanged 2626 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 40201 members Mstep: Class 2 contains 30721 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 46607 members Mstep: Class 5 contains 577 members Mstep: Class 6 contains 25423 members Mstep: Class 7 contains 31200 members Mstep: Class 8 contains 874 members Mstep: Class 9 contains 136 members Mstep: Class 10 contains 1858 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19346 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63478 members Mstep: Class 16 contains 874 members Mstep: Class 17 contains 61987 members Mstep: Class 18 contains 12878 members Mstep: Class 19 contains 1745 members Mstep: Class 20 contains 883 members Mstep: Class 21 contains 7542 members Entering Unmasked Estep ConsiderDeletion Score: -63641200.000000 Penalty: 66474.875000 Iteration 56Q: 22 clusters Score -6.36412e+07 nChanged 2571 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 40753 members Mstep: Class 2 contains 30487 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 47526 members Mstep: Class 5 contains 577 members Mstep: Class 6 contains 25385 members Mstep: Class 7 contains 30788 members Mstep: Class 8 contains 875 members Mstep: Class 9 contains 136 members Mstep: Class 10 contains 1857 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19319 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63467 members Mstep: Class 16 contains 879 members Mstep: Class 17 contains 61219 members Mstep: Class 18 contains 12902 members Mstep: Class 19 contains 1742 members Mstep: Class 20 contains 885 members Mstep: Class 21 contains 7533 members Entering Unmasked Estep ConsiderDeletion Score: -63641096.000000 Penalty: 66474.875000 Iteration 57Q: 22 clusters Score -6.36411e+07 nChanged 2563 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 41257 members Mstep: Class 2 contains 30278 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 48506 members Mstep: Class 5 contains 577 members Mstep: Class 6 contains 25321 members Mstep: Class 7 contains 30421 members Mstep: Class 8 contains 876 members Mstep: Class 9 contains 136 members Mstep: Class 10 contains 1856 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19297 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63457 members Mstep: Class 16 contains 883 members Mstep: Class 17 contains 60381 members Mstep: Class 18 contains 12932 members Mstep: Class 19 contains 1740 members Mstep: Class 20 contains 888 members Mstep: Class 21 contains 7524 members Entering Unmasked Estep ConsiderDeletion Score: -63640880.000000 Penalty: 66474.875000 Iteration 58Q: 22 clusters Score -6.364088e+07 nChanged 2538 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 41742 members Mstep: Class 2 contains 30087 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 49507 members Mstep: Class 5 contains 576 members Mstep: Class 6 contains 25305 members Mstep: Class 7 contains 30062 members Mstep: Class 8 contains 877 members Mstep: Class 9 contains 136 members Mstep: Class 10 contains 1856 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19277 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63438 members Mstep: Class 16 contains 887 members Mstep: Class 17 contains 59467 members Mstep: Class 18 contains 12967 members Mstep: Class 19 contains 1737 members Mstep: Class 20 contains 889 members Mstep: Class 21 contains 7520 members Entering Unmasked Estep ConsiderDeletion Score: -63640484.000000 Penalty: 66474.875000 Iteration 59Q: 22 clusters Score -6.364048e+07 nChanged 2459 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 42172 members Mstep: Class 2 contains 29922 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 50467 members Mstep: Class 5 contains 576 members Mstep: Class 6 contains 25293 members Mstep: Class 7 contains 29773 members Mstep: Class 8 contains 877 members Mstep: Class 9 contains 136 members Mstep: Class 10 contains 1856 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19244 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63408 members Mstep: Class 16 contains 889 members Mstep: Class 17 contains 58568 members Mstep: Class 18 contains 12998 members Mstep: Class 19 contains 1732 members Mstep: Class 20 contains 889 members Mstep: Class 21 contains 7530 members Entering Unmasked Estep ConsiderDeletion Score: -63640372.000000 Penalty: 66474.875000 Iteration 60F: 22 clusters Score -6.364037e+07 nChanged 2487 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 42513 members Mstep: Class 2 contains 29741 members Mstep: Class 3 contains 278 members Mstep: Class 4 contains 51456 members Mstep: Class 5 contains 569 members Mstep: Class 6 contains 25275 members Mstep: Class 7 contains 29552 members Mstep: Class 8 contains 878 members Mstep: Class 9 contains 148 members Mstep: Class 10 contains 1863 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19212 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63401 members Mstep: Class 16 contains 892 members Mstep: Class 17 contains 57655 members Mstep: Class 18 contains 13039 members Mstep: Class 19 contains 1729 members Mstep: Class 20 contains 889 members Mstep: Class 21 contains 7531 members Entering Unmasked Estep ConsiderDeletion Score: -63641428.000000 Penalty: 66474.875000 Iteration 61Q: 22 clusters Score -6.364143e+07 nChanged 2334 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 42858 members Mstep: Class 2 contains 29564 members Mstep: Class 3 contains 278 members Mstep: Class 4 contains 52269 members Mstep: Class 5 contains 559 members Mstep: Class 6 contains 25256 members Mstep: Class 7 contains 29338 members Mstep: Class 8 contains 882 members Mstep: Class 9 contains 150 members Mstep: Class 10 contains 1869 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19176 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63417 members Mstep: Class 16 contains 896 members Mstep: Class 17 contains 56891 members Mstep: Class 18 contains 13072 members Mstep: Class 19 contains 1724 members Mstep: Class 20 contains 889 members Mstep: Class 21 contains 7534 members Entering Unmasked Estep ConsiderDeletion Score: -63641392.000000 Penalty: 66474.875000 Iteration 62Q: 22 clusters Score -6.364139e+07 nChanged 2252 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 43202 members Mstep: Class 2 contains 29405 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 53010 members Mstep: Class 5 contains 550 members Mstep: Class 6 contains 25259 members Mstep: Class 7 contains 29124 members Mstep: Class 8 contains 885 members Mstep: Class 9 contains 151 members Mstep: Class 10 contains 1873 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19152 members Mstep: Class 13 contains 1339 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63399 members Mstep: Class 16 contains 900 members Mstep: Class 17 contains 56191 members Mstep: Class 18 contains 13098 members Mstep: Class 19 contains 1724 members Mstep: Class 20 contains 889 members Mstep: Class 21 contains 7532 members Entering Unmasked Estep ConsiderDeletion Score: -63641732.000000 Penalty: 66474.875000 Iteration 63Q: 22 clusters Score -6.364173e+07 nChanged 2071 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 43544 members Mstep: Class 2 contains 29254 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 53560 members Mstep: Class 5 contains 548 members Mstep: Class 6 contains 25254 members Mstep: Class 7 contains 28916 members Mstep: Class 8 contains 891 members Mstep: Class 9 contains 150 members Mstep: Class 10 contains 1867 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19143 members Mstep: Class 13 contains 1340 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63408 members Mstep: Class 16 contains 902 members Mstep: Class 17 contains 55649 members Mstep: Class 18 contains 13106 members Mstep: Class 19 contains 1719 members Mstep: Class 20 contains 889 members Mstep: Class 21 contains 7543 members Entering Unmasked Estep ConsiderDeletion Score: -63641824.000000 Penalty: 66474.875000 Iteration 64Q: 22 clusters Score -6.364182e+07 nChanged 1855 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 43882 members Mstep: Class 2 contains 29109 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 53946 members Mstep: Class 5 contains 547 members Mstep: Class 6 contains 25248 members Mstep: Class 7 contains 28722 members Mstep: Class 8 contains 897 members Mstep: Class 9 contains 149 members Mstep: Class 10 contains 1864 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19123 members Mstep: Class 13 contains 1341 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63405 members Mstep: Class 16 contains 908 members Mstep: Class 17 contains 55279 members Mstep: Class 18 contains 13117 members Mstep: Class 19 contains 1716 members Mstep: Class 20 contains 889 members Mstep: Class 21 contains 7541 members Entering Unmasked Estep ConsiderDeletion Score: -63642000.000000 Penalty: 66474.875000 Iteration 65Q: 22 clusters Score -6.3642e+07 nChanged 1785 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 44204 members Mstep: Class 2 contains 28996 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 54264 members Mstep: Class 5 contains 546 members Mstep: Class 6 contains 25257 members Mstep: Class 7 contains 28516 members Mstep: Class 8 contains 902 members Mstep: Class 9 contains 149 members Mstep: Class 10 contains 1860 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19104 members Mstep: Class 13 contains 1341 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63367 members Mstep: Class 16 contains 915 members Mstep: Class 17 contains 54974 members Mstep: Class 18 contains 13144 members Mstep: Class 19 contains 1710 members Mstep: Class 20 contains 890 members Mstep: Class 21 contains 7544 members Entering Unmasked Estep ConsiderDeletion Score: -63642048.000000 Penalty: 66474.875000 Iteration 66Q: 22 clusters Score -6.364205e+07 nChanged 1707 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 44524 members Mstep: Class 2 contains 28861 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 54534 members Mstep: Class 5 contains 546 members Mstep: Class 6 contains 25283 members Mstep: Class 7 contains 28297 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 149 members Mstep: Class 10 contains 1854 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19098 members Mstep: Class 13 contains 1341 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63344 members Mstep: Class 16 contains 921 members Mstep: Class 17 contains 54712 members Mstep: Class 18 contains 13174 members Mstep: Class 19 contains 1700 members Mstep: Class 20 contains 892 members Mstep: Class 21 contains 7546 members Entering Unmasked Estep ConsiderDeletion Score: -63642124.000000 Penalty: 66474.875000 Iteration 67Q: 22 clusters Score -6.364212e+07 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 44794 members Mstep: Class 2 contains 28764 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 54724 members Mstep: Class 5 contains 546 members Mstep: Class 6 contains 25299 members Mstep: Class 7 contains 28122 members Mstep: Class 8 contains 911 members Mstep: Class 9 contains 149 members Mstep: Class 10 contains 1850 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19103 members Mstep: Class 13 contains 1341 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63310 members Mstep: Class 16 contains 930 members Mstep: Class 17 contains 54514 members Mstep: Class 18 contains 13195 members Mstep: Class 19 contains 1691 members Mstep: Class 20 contains 894 members Mstep: Class 21 contains 7546 members Entering Unmasked Estep ConsiderDeletion Score: -63642020.000000 Penalty: 66474.875000 Iteration 68Q: 22 clusters Score -6.364202e+07 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 45023 members Mstep: Class 2 contains 28686 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 54789 members Mstep: Class 5 contains 546 members Mstep: Class 6 contains 25336 members Mstep: Class 7 contains 27959 members Mstep: Class 8 contains 916 members Mstep: Class 9 contains 149 members Mstep: Class 10 contains 1845 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19105 members Mstep: Class 13 contains 1341 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63292 members Mstep: Class 16 contains 936 members Mstep: Class 17 contains 54416 members Mstep: Class 18 contains 13213 members Mstep: Class 19 contains 1685 members Mstep: Class 20 contains 893 members Mstep: Class 21 contains 7553 members Entering Unmasked Estep ConsiderDeletion Score: -63642320.000000 Penalty: 66474.875000 Iteration 69Q: 22 clusters Score -6.364232e+07 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 45216 members Mstep: Class 2 contains 28602 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 54822 members Mstep: Class 5 contains 543 members Mstep: Class 6 contains 25363 members Mstep: Class 7 contains 27826 members Mstep: Class 8 contains 924 members Mstep: Class 9 contains 149 members Mstep: Class 10 contains 1840 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19102 members Mstep: Class 13 contains 1341 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63262 members Mstep: Class 16 contains 943 members Mstep: Class 17 contains 54374 members Mstep: Class 18 contains 13245 members Mstep: Class 19 contains 1678 members Mstep: Class 20 contains 894 members Mstep: Class 21 contains 7559 members Entering Unmasked Estep ConsiderDeletion Score: -63642084.000000 Penalty: 66474.875000 Iteration 70Q: 22 clusters Score -6.364208e+07 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 45415 members Mstep: Class 2 contains 28529 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 54803 members Mstep: Class 5 contains 539 members Mstep: Class 6 contains 25376 members Mstep: Class 7 contains 27708 members Mstep: Class 8 contains 935 members Mstep: Class 9 contains 149 members Mstep: Class 10 contains 1835 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19108 members Mstep: Class 13 contains 1341 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63237 members Mstep: Class 16 contains 950 members Mstep: Class 17 contains 54370 members Mstep: Class 18 contains 13260 members Mstep: Class 19 contains 1666 members Mstep: Class 20 contains 895 members Mstep: Class 21 contains 7567 members Entering Unmasked Estep ConsiderDeletion Score: -63641960.000000 Penalty: 66474.875000 Iteration 71Q: 22 clusters Score -6.364196e+07 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 45573 members Mstep: Class 2 contains 28459 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 54790 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 25387 members Mstep: Class 7 contains 27598 members Mstep: Class 8 contains 948 members Mstep: Class 9 contains 149 members Mstep: Class 10 contains 1825 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19118 members Mstep: Class 13 contains 1341 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63220 members Mstep: Class 16 contains 955 members Mstep: Class 17 contains 54386 members Mstep: Class 18 contains 13274 members Mstep: Class 19 contains 1657 members Mstep: Class 20 contains 896 members Mstep: Class 21 contains 7571 members Entering Unmasked Estep ConsiderDeletion Score: -63641864.000000 Penalty: 66474.875000 Iteration 72Q: 22 clusters Score -6.364186e+07 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 45757 members Mstep: Class 2 contains 28407 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 54696 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 25401 members Mstep: Class 7 contains 27452 members Mstep: Class 8 contains 959 members Mstep: Class 9 contains 149 members Mstep: Class 10 contains 1816 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19123 members Mstep: Class 13 contains 1341 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63213 members Mstep: Class 16 contains 964 members Mstep: Class 17 contains 54468 members Mstep: Class 18 contains 13288 members Mstep: Class 19 contains 1648 members Mstep: Class 20 contains 895 members Mstep: Class 21 contains 7573 members Entering Unmasked Estep ConsiderDeletion Score: -63642084.000000 Penalty: 66474.875000 Iteration 73Q: 22 clusters Score -6.364208e+07 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 45958 members Mstep: Class 2 contains 28355 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 54587 members Mstep: Class 5 contains 528 members Mstep: Class 6 contains 25419 members Mstep: Class 7 contains 27292 members Mstep: Class 8 contains 979 members Mstep: Class 9 contains 149 members Mstep: Class 10 contains 1800 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19117 members Mstep: Class 13 contains 1341 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63211 members Mstep: Class 16 contains 972 members Mstep: Class 17 contains 54572 members Mstep: Class 18 contains 13296 members Mstep: Class 19 contains 1630 members Mstep: Class 20 contains 898 members Mstep: Class 21 contains 7579 members Entering Unmasked Estep ConsiderDeletion Score: -63642324.000000 Penalty: 66474.875000 Iteration 74Q: 22 clusters Score -6.364232e+07 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 46214 members Mstep: Class 2 contains 28302 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 54450 members Mstep: Class 5 contains 516 members Mstep: Class 6 contains 25438 members Mstep: Class 7 contains 27089 members Mstep: Class 8 contains 1009 members Mstep: Class 9 contains 149 members Mstep: Class 10 contains 1782 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19111 members Mstep: Class 13 contains 1341 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63218 members Mstep: Class 16 contains 982 members Mstep: Class 17 contains 54678 members Mstep: Class 18 contains 13310 members Mstep: Class 19 contains 1614 members Mstep: Class 20 contains 898 members Mstep: Class 21 contains 7582 members Entering Unmasked Estep ConsiderDeletion Score: -63642496.000000 Penalty: 66474.875000 Iteration 75Q: 22 clusters Score -6.36425e+07 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 46501 members Mstep: Class 2 contains 28261 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 54295 members Mstep: Class 5 contains 515 members Mstep: Class 6 contains 25455 members Mstep: Class 7 contains 26839 members Mstep: Class 8 contains 1031 members Mstep: Class 9 contains 149 members Mstep: Class 10 contains 1760 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19099 members Mstep: Class 13 contains 1341 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63222 members Mstep: Class 16 contains 990 members Mstep: Class 17 contains 54825 members Mstep: Class 18 contains 13310 members Mstep: Class 19 contains 1598 members Mstep: Class 20 contains 899 members Mstep: Class 21 contains 7593 members Entering Unmasked Estep ConsiderDeletion Score: -63642564.000000 Penalty: 66474.875000 Iteration 76Q: 22 clusters Score -6.364256e+07 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 46759 members Mstep: Class 2 contains 28202 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 54126 members Mstep: Class 5 contains 509 members Mstep: Class 6 contains 25462 members Mstep: Class 7 contains 26620 members Mstep: Class 8 contains 1054 members Mstep: Class 9 contains 149 members Mstep: Class 10 contains 1740 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19084 members Mstep: Class 13 contains 1341 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63243 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 54990 members Mstep: Class 18 contains 13325 members Mstep: Class 19 contains 1590 members Mstep: Class 20 contains 899 members Mstep: Class 21 contains 7592 members Entering Unmasked Estep ConsiderDeletion Score: -63642780.000000 Penalty: 66474.875000 Iteration 77Q: 22 clusters Score -6.364278e+07 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 46993 members Mstep: Class 2 contains 28155 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 53968 members Mstep: Class 5 contains 505 members Mstep: Class 6 contains 25451 members Mstep: Class 7 contains 26429 members Mstep: Class 8 contains 1087 members Mstep: Class 9 contains 149 members Mstep: Class 10 contains 1713 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19090 members Mstep: Class 13 contains 1341 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63242 members Mstep: Class 16 contains 1007 members Mstep: Class 17 contains 55150 members Mstep: Class 18 contains 13331 members Mstep: Class 19 contains 1581 members Mstep: Class 20 contains 899 members Mstep: Class 21 contains 7592 members Entering Unmasked Estep ConsiderDeletion Score: -63642636.000000 Penalty: 66474.875000 Iteration 78Q: 22 clusters Score -6.364264e+07 nChanged 1090 Entering ConstructFrom: Score: -63642636.000000 Penalty: 66474.875000 Entering ConstructFrom: Trying to split cluster 1 (47202 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47202 members Entering Unmasked Estep Score: -9242170.000000 Penalty: 2669.023438 Iteration 0F: 2 clusters Score -9242170 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23438 members Mstep: Class 2 contains 23764 members Entering Unmasked Estep Score: -9221537.000000 Penalty: 5338.046875 Iteration 0F: 3 clusters Score -9221537 nChanged 21739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22711 members Mstep: Class 2 contains 24491 members Entering Unmasked Estep Score: -9233406.000000 Penalty: 5338.046875 Iteration 1F: 3 clusters Score -9233406 nChanged 2340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22651 members Mstep: Class 2 contains 24551 members Entering Unmasked Estep Score: -9234240.000000 Penalty: 5338.046875 Iteration 2Q: 3 clusters Score -9234240 nChanged 2386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22797 members Mstep: Class 2 contains 24405 members Entering Unmasked Estep Score: -9235007.000000 Penalty: 5338.046875 Iteration 3F: 3 clusters Score -9235007 nChanged 2480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23073 members Mstep: Class 2 contains 24129 members Entering Unmasked Estep Score: -9236117.000000 Penalty: 5338.046875 Iteration 4F: 3 clusters Score -9236117 nChanged 2601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23480 members Mstep: Class 2 contains 23722 members Entering Unmasked Estep Score: -9237224.000000 Penalty: 5338.046875 Iteration 5F: 3 clusters Score -9237224 nChanged 2489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23789 members Mstep: Class 2 contains 23413 members Entering Unmasked Estep Score: -9238434.000000 Penalty: 5338.046875 Iteration 6F: 3 clusters Score -9238434 nChanged 2463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24022 members Mstep: Class 2 contains 23180 members Entering Unmasked Estep Score: -9239496.000000 Penalty: 5338.046875 Iteration 7F: 3 clusters Score -9239496 nChanged 2180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24202 members Mstep: Class 2 contains 23000 members Entering Unmasked Estep Score: -9240354.000000 Penalty: 5338.046875 Iteration 8Q: 3 clusters Score -9240354 nChanged 1978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24340 members Mstep: Class 2 contains 22862 members Entering Unmasked Estep Score: -9241028.000000 Penalty: 5338.046875 Iteration 9Q: 3 clusters Score -9241028 nChanged 1668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24394 members Mstep: Class 2 contains 22808 members Entering Unmasked Estep Score: -9241588.000000 Penalty: 5338.046875 Iteration 10Q: 3 clusters Score -9241588 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24365 members Mstep: Class 2 contains 22837 members Entering Unmasked Estep Score: -9242027.000000 Penalty: 5338.046875 Iteration 11Q: 3 clusters Score -9242027 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24266 members Mstep: Class 2 contains 22936 members Entering Unmasked Estep Score: -9242389.000000 Penalty: 5338.046875 Iteration 12Q: 3 clusters Score -9242389 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24133 members Mstep: Class 2 contains 23069 members Entering Unmasked Estep Score: -9242806.000000 Penalty: 5338.046875 Iteration 13Q: 3 clusters Score -9242806 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24008 members Mstep: Class 2 contains 23194 members Entering Unmasked Estep Score: -9243187.000000 Penalty: 5338.046875 Iteration 14Q: 3 clusters Score -9243187 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23866 members Mstep: Class 2 contains 23336 members Entering Unmasked Estep Score: -9243525.000000 Penalty: 5338.046875 Iteration 15Q: 3 clusters Score -9243525 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23719 members Mstep: Class 2 contains 23483 members Entering Unmasked Estep Score: -9243860.000000 Penalty: 5338.046875 Iteration 16Q: 3 clusters Score -9243860 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23665 members Mstep: Class 2 contains 23537 members Entering Unmasked Estep Score: -9244174.000000 Penalty: 5338.046875 Iteration 17Q: 3 clusters Score -9244174 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23587 members Mstep: Class 2 contains 23615 members Entering Unmasked Estep Score: -9244430.000000 Penalty: 5338.046875 Iteration 18Q: 3 clusters Score -9244430 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23588 members Mstep: Class 2 contains 23614 members Entering Unmasked Estep Score: -9244673.000000 Penalty: 5338.046875 Iteration 19Q: 3 clusters Score -9244673 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23592 members Mstep: Class 2 contains 23610 members Entering Unmasked Estep Score: -9244833.000000 Penalty: 5338.046875 Iteration 20F: 3 clusters Score -9244833 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23585 members Mstep: Class 2 contains 23617 members Entering Unmasked Estep Score: -9244909.000000 Penalty: 5338.046875 Iteration 21Q: 3 clusters Score -9244909 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23583 members Mstep: Class 2 contains 23619 members Entering Unmasked Estep Score: -9244989.000000 Penalty: 5338.046875 Iteration 22Q: 3 clusters Score -9244989 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23583 members Mstep: Class 2 contains 23619 members Entering Unmasked Estep Score: -9245038.000000 Penalty: 5338.046875 Iteration 23Q: 3 clusters Score -9245038 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23607 members Mstep: Class 2 contains 23595 members Entering Unmasked Estep Score: -9245066.000000 Penalty: 5338.046875 Iteration 24Q: 3 clusters Score -9245066 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23638 members Mstep: Class 2 contains 23564 members Entering Unmasked Estep Score: -9245085.000000 Penalty: 5338.046875 Iteration 25Q: 3 clusters Score -9245085 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23637 members Mstep: Class 2 contains 23565 members Entering Unmasked Estep Score: -9245079.000000 Penalty: 5338.046875 Iteration 26Q: 3 clusters Score -9245079 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23649 members Mstep: Class 2 contains 23553 members Entering Unmasked Estep Score: -9245092.000000 Penalty: 5338.046875 Iteration 27Q: 3 clusters Score -9245092 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23647 members Mstep: Class 2 contains 23555 members Entering Unmasked Estep Score: -9245100.000000 Penalty: 5338.046875 Iteration 28Q: 3 clusters Score -9245100 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23643 members Mstep: Class 2 contains 23559 members Entering Unmasked Estep Score: -9245117.000000 Penalty: 5338.046875 Iteration 29Q: 3 clusters Score -9245117 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23643 members Mstep: Class 2 contains 23559 members Entering Unmasked Estep Score: -9245100.000000 Penalty: 5338.046875 Iteration 30Q: 3 clusters Score -9245100 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23650 members Mstep: Class 2 contains 23552 members Entering Unmasked Estep Score: -9245109.000000 Penalty: 5338.046875 Iteration 31Q: 3 clusters Score -9245109 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23677 members Mstep: Class 2 contains 23525 members Entering Unmasked Estep Score: -9245120.000000 Penalty: 5338.046875 Iteration 32Q: 3 clusters Score -9245120 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23701 members Mstep: Class 2 contains 23501 members Entering Unmasked Estep Score: -9245124.000000 Penalty: 5338.046875 Iteration 33Q: 3 clusters Score -9245124 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23719 members Mstep: Class 2 contains 23483 members Entering Unmasked Estep Score: -9245114.000000 Penalty: 5338.046875 Iteration 34Q: 3 clusters Score -9245114 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23732 members Mstep: Class 2 contains 23470 members Entering Unmasked Estep Score: -9245112.000000 Penalty: 5338.046875 Iteration 35Q: 3 clusters Score -9245112 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23725 members Mstep: Class 2 contains 23477 members Entering Unmasked Estep Score: -9245140.000000 Penalty: 5338.046875 Iteration 36Q: 3 clusters Score -9245140 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23722 members Mstep: Class 2 contains 23480 members Entering Unmasked Estep Score: -9245149.000000 Penalty: 5338.046875 Iteration 37Q: 3 clusters Score -9245149 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23717 members Mstep: Class 2 contains 23485 members Entering Unmasked Estep Score: -9245142.000000 Penalty: 5338.046875 Iteration 38Q: 3 clusters Score -9245142 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23715 members Mstep: Class 2 contains 23487 members Entering Unmasked Estep Score: -9245141.000000 Penalty: 5338.046875 Iteration 39Q: 3 clusters Score -9245141 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23710 members Mstep: Class 2 contains 23492 members Entering Unmasked Estep Score: -9245149.000000 Penalty: 5338.046875 Iteration 40F: 3 clusters Score -9245149 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23699 members Mstep: Class 2 contains 23503 members Entering Unmasked Estep Score: -9245147.000000 Penalty: 5338.046875 Iteration 41Q: 3 clusters Score -9245147 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23693 members Mstep: Class 2 contains 23509 members Entering Unmasked Estep Score: -9245126.000000 Penalty: 5338.046875 Iteration 42Q: 3 clusters Score -9245126 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23700 members Mstep: Class 2 contains 23502 members Entering Unmasked Estep Score: -9245122.000000 Penalty: 5338.046875 Iteration 43Q: 3 clusters Score -9245122 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23696 members Mstep: Class 2 contains 23506 members Entering Unmasked Estep Score: -9245124.000000 Penalty: 5338.046875 Iteration 44Q: 3 clusters Score -9245124 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23690 members Mstep: Class 2 contains 23512 members Entering Unmasked Estep Score: -9245136.000000 Penalty: 5338.046875 Iteration 45Q: 3 clusters Score -9245136 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23681 members Mstep: Class 2 contains 23521 members Entering Unmasked Estep Score: -9245138.000000 Penalty: 5338.046875 Iteration 46Q: 3 clusters Score -9245138 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23678 members Mstep: Class 2 contains 23524 members Entering Unmasked Estep Score: -9245148.000000 Penalty: 5338.046875 Iteration 47Q: 3 clusters Score -9245148 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23674 members Mstep: Class 2 contains 23528 members Entering Unmasked Estep Score: -9245160.000000 Penalty: 5338.046875 Iteration 48Q: 3 clusters Score -9245160 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23683 members Mstep: Class 2 contains 23519 members Entering Unmasked Estep Score: -9245163.000000 Penalty: 5338.046875 Iteration 49Q: 3 clusters Score -9245163 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23682 members Mstep: Class 2 contains 23520 members Entering Unmasked Estep Score: -9245137.000000 Penalty: 5338.046875 Iteration 50Q: 3 clusters Score -9245137 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23685 members Mstep: Class 2 contains 23517 members Entering Unmasked Estep Score: -9245147.000000 Penalty: 5338.046875 Iteration 51Q: 3 clusters Score -9245147 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23679 members Mstep: Class 2 contains 23523 members Entering Unmasked Estep Score: -9245144.000000 Penalty: 5338.046875 Iteration 52Q: 3 clusters Score -9245144 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23677 members Mstep: Class 2 contains 23525 members Entering Unmasked Estep Score: -9245144.000000 Penalty: 5338.046875 Iteration 53Q: 3 clusters Score -9245144 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23670 members Mstep: Class 2 contains 23532 members Entering Unmasked Estep Score: -9245141.000000 Penalty: 5338.046875 Iteration 54Q: 3 clusters Score -9245141 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23674 members Mstep: Class 2 contains 23528 members Entering Unmasked Estep Score: -9245148.000000 Penalty: 5338.046875 Iteration 55Q: 3 clusters Score -9245148 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23669 members Mstep: Class 2 contains 23533 members Entering Unmasked Estep Score: -9245142.000000 Penalty: 5338.046875 Iteration 56Q: 3 clusters Score -9245142 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23668 members Mstep: Class 2 contains 23534 members Entering Unmasked Estep Score: -9245135.000000 Penalty: 5338.046875 Iteration 57Q: 3 clusters Score -9245135 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23666 members Mstep: Class 2 contains 23536 members Entering Unmasked Estep Score: -9245129.000000 Penalty: 5338.046875 Iteration 58Q: 3 clusters Score -9245129 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23652 members Mstep: Class 2 contains 23550 members Entering Unmasked Estep Score: -9245141.000000 Penalty: 5338.046875 Iteration 59Q: 3 clusters Score -9245141 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23632 members Mstep: Class 2 contains 23570 members Entering Unmasked Estep Score: -9245130.000000 Penalty: 5338.046875 Iteration 60F: 3 clusters Score -9245130 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23633 members Mstep: Class 2 contains 23569 members Entering Unmasked Estep Score: -9245123.000000 Penalty: 5338.046875 Iteration 61Q: 3 clusters Score -9245123 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23625 members Mstep: Class 2 contains 23577 members Entering Unmasked Estep Score: -9245128.000000 Penalty: 5338.046875 Iteration 62Q: 3 clusters Score -9245128 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23618 members Mstep: Class 2 contains 23584 members Entering Unmasked Estep Score: -9245131.000000 Penalty: 5338.046875 Iteration 63Q: 3 clusters Score -9245131 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23611 members Mstep: Class 2 contains 23591 members Entering Unmasked Estep Score: -9245134.000000 Penalty: 5338.046875 Iteration 64Q: 3 clusters Score -9245134 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23612 members Mstep: Class 2 contains 23590 members Entering Unmasked Estep Score: -9245131.000000 Penalty: 5338.046875 Iteration 65Q: 3 clusters Score -9245131 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23611 members Mstep: Class 2 contains 23591 members Entering Unmasked Estep Score: -9245129.000000 Penalty: 5338.046875 Iteration 66Q: 3 clusters Score -9245129 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23614 members Mstep: Class 2 contains 23588 members Entering Unmasked Estep Score: -9245132.000000 Penalty: 5338.046875 Iteration 67Q: 3 clusters Score -9245132 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23620 members Mstep: Class 2 contains 23582 members Entering Unmasked Estep Score: -9245131.000000 Penalty: 5338.046875 Iteration 68Q: 3 clusters Score -9245131 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23621 members Mstep: Class 2 contains 23581 members Entering Unmasked Estep Score: -9245142.000000 Penalty: 5338.046875 Iteration 69Q: 3 clusters Score -9245142 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23619 members Mstep: Class 2 contains 23583 members Entering Unmasked Estep Score: -9245152.000000 Penalty: 5338.046875 Iteration 70Q: 3 clusters Score -9245152 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23613 members Mstep: Class 2 contains 23589 members Entering Unmasked Estep Score: -9245137.000000 Penalty: 5338.046875 Iteration 71Q: 3 clusters Score -9245137 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23612 members Mstep: Class 2 contains 23590 members Entering Unmasked Estep Score: -9245128.000000 Penalty: 5338.046875 Iteration 72Q: 3 clusters Score -9245128 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23616 members Mstep: Class 2 contains 23586 members Entering Unmasked Estep Score: -9245122.000000 Penalty: 5338.046875 Iteration 73Q: 3 clusters Score -9245122 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23617 members Mstep: Class 2 contains 23585 members Entering Unmasked Estep Score: -9245135.000000 Penalty: 5338.046875 Iteration 74Q: 3 clusters Score -9245135 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23614 members Mstep: Class 2 contains 23588 members Entering Unmasked Estep Score: -9245130.000000 Penalty: 5338.046875 Iteration 75Q: 3 clusters Score -9245130 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23616 members Mstep: Class 2 contains 23586 members Entering Unmasked Estep Score: -9245137.000000 Penalty: 5338.046875 Iteration 76Q: 3 clusters Score -9245137 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23620 members Mstep: Class 2 contains 23582 members Entering Unmasked Estep Score: -9245130.000000 Penalty: 5338.046875 Iteration 77Q: 3 clusters Score -9245130 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23626 members Mstep: Class 2 contains 23576 members Entering Unmasked Estep Score: -9245121.000000 Penalty: 5338.046875 Iteration 78Q: 3 clusters Score -9245121 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23630 members Mstep: Class 2 contains 23572 members Entering Unmasked Estep Score: -9245137.000000 Penalty: 5338.046875 Iteration 79Q: 3 clusters Score -9245137 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23639 members Mstep: Class 2 contains 23563 members Entering Unmasked Estep Score: -9245117.000000 Penalty: 5338.046875 Iteration 80F: 3 clusters Score -9245117 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23634 members Mstep: Class 2 contains 23568 members Entering Unmasked Estep Score: -9245123.000000 Penalty: 5338.046875 Iteration 81Q: 3 clusters Score -9245123 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23633 members Mstep: Class 2 contains 23569 members Entering Unmasked Estep Score: -9245122.000000 Penalty: 5338.046875 Iteration 82Q: 3 clusters Score -9245122 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23628 members Mstep: Class 2 contains 23574 members Entering Unmasked Estep Score: -9245114.000000 Penalty: 5338.046875 Iteration 83Q: 3 clusters Score -9245114 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23633 members Mstep: Class 2 contains 23569 members Entering Unmasked Estep Score: -9245115.000000 Penalty: 5338.046875 Iteration 84Q: 3 clusters Score -9245115 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23632 members Mstep: Class 2 contains 23570 members Entering Unmasked Estep Score: -9245111.000000 Penalty: 5338.046875 Iteration 85Q: 3 clusters Score -9245111 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23629 members Mstep: Class 2 contains 23573 members Entering Unmasked Estep Score: -9245121.000000 Penalty: 5338.046875 Iteration 86Q: 3 clusters Score -9245121 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23637 members Mstep: Class 2 contains 23565 members Entering Unmasked Estep Score: -9245119.000000 Penalty: 5338.046875 Iteration 87Q: 3 clusters Score -9245119 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23647 members Mstep: Class 2 contains 23555 members Entering Unmasked Estep Score: -9245108.000000 Penalty: 5338.046875 Iteration 88Q: 3 clusters Score -9245108 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23653 members Mstep: Class 2 contains 23549 members Entering Unmasked Estep Score: -9245113.000000 Penalty: 5338.046875 Iteration 89Q: 3 clusters Score -9245113 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23654 members Mstep: Class 2 contains 23548 members Entering Unmasked Estep Score: -9245125.000000 Penalty: 5338.046875 Iteration 90Q: 3 clusters Score -9245125 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23647 members Mstep: Class 2 contains 23555 members Entering Unmasked Estep Score: -9245109.000000 Penalty: 5338.046875 Iteration 91Q: 3 clusters Score -9245109 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23642 members Mstep: Class 2 contains 23560 members Entering Unmasked Estep Score: -9245118.000000 Penalty: 5338.046875 Iteration 92Q: 3 clusters Score -9245118 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23646 members Mstep: Class 2 contains 23556 members Entering Unmasked Estep Score: -9245124.000000 Penalty: 5338.046875 Iteration 93Q: 3 clusters Score -9245124 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23648 members Mstep: Class 2 contains 23554 members Entering Unmasked Estep Score: -9245122.000000 Penalty: 5338.046875 Iteration 94Q: 3 clusters Score -9245122 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23651 members Mstep: Class 2 contains 23551 members Entering Unmasked Estep Score: -9245129.000000 Penalty: 5338.046875 Iteration 95Q: 3 clusters Score -9245129 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23649 members Mstep: Class 2 contains 23553 members Entering Unmasked Estep Score: -9245108.000000 Penalty: 5338.046875 Iteration 96Q: 3 clusters Score -9245108 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23651 members Mstep: Class 2 contains 23551 members Entering Unmasked Estep Score: -9245109.000000 Penalty: 5338.046875 Iteration 97Q: 3 clusters Score -9245109 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23651 members Mstep: Class 2 contains 23551 members Entering Unmasked Estep Score: -9245117.000000 Penalty: 5338.046875 Iteration 98Q: 3 clusters Score -9245117 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23653 members Mstep: Class 2 contains 23549 members Entering Unmasked Estep Score: -9245109.000000 Penalty: 5338.046875 Iteration 99Q: 3 clusters Score -9245109 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23650 members Mstep: Class 2 contains 23552 members Entering Unmasked Estep Score: -9245113.000000 Penalty: 5338.046875 Iteration 100F: 3 clusters Score -9245113 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23647 members Mstep: Class 2 contains 23555 members Entering Unmasked Estep Score: -9245120.000000 Penalty: 5338.046875 Iteration 101Q: 3 clusters Score -9245120 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23644 members Mstep: Class 2 contains 23558 members Entering Unmasked Estep Score: -9245119.000000 Penalty: 5338.046875 Iteration 102Q: 3 clusters Score -9245119 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23640 members Mstep: Class 2 contains 23562 members Entering Unmasked Estep Score: -9245126.000000 Penalty: 5338.046875 Iteration 103Q: 3 clusters Score -9245126 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23639 members Mstep: Class 2 contains 23563 members Entering Unmasked Estep Score: -9245118.000000 Penalty: 5338.046875 Iteration 104Q: 3 clusters Score -9245118 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23641 members Mstep: Class 2 contains 23561 members Entering Unmasked Estep Score: -9245114.000000 Penalty: 5338.046875 Iteration 105Q: 3 clusters Score -9245114 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23644 members Mstep: Class 2 contains 23558 members Entering Unmasked Estep Score: -9245110.000000 Penalty: 5338.046875 Iteration 106Q: 3 clusters Score -9245110 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23644 members Mstep: Class 2 contains 23558 members Entering Unmasked Estep Score: -9245107.000000 Penalty: 5338.046875 Iteration 107Q: 3 clusters Score -9245107 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23645 members Mstep: Class 2 contains 23557 members Entering Unmasked Estep Score: -9245110.000000 Penalty: 5338.046875 Iteration 108Q: 3 clusters Score -9245110 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23645 members Mstep: Class 2 contains 23557 members Entering Unmasked Estep Score: -9245105.000000 Penalty: 5338.046875 Iteration 109Q: 3 clusters Score -9245105 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23646 members Mstep: Class 2 contains 23556 members Entering Unmasked Estep Score: -9245106.000000 Penalty: 5338.046875 Iteration 110Q: 3 clusters Score -9245106 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23648 members Mstep: Class 2 contains 23554 members Entering Unmasked Estep Score: -9245109.000000 Penalty: 5338.046875 Iteration 111Q: 3 clusters Score -9245109 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23650 members Mstep: Class 2 contains 23552 members Entering Unmasked Estep Score: -9245107.000000 Penalty: 5338.046875 Iteration 112Q: 3 clusters Score -9245107 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23652 members Mstep: Class 2 contains 23550 members Entering Unmasked Estep Score: -9245110.000000 Penalty: 5338.046875 Iteration 113Q: 3 clusters Score -9245110 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23653 members Mstep: Class 2 contains 23549 members Entering Unmasked Estep Score: -9245116.000000 Penalty: 5338.046875 Iteration 114Q: 3 clusters Score -9245116 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23653 members Mstep: Class 2 contains 23549 members Entering Unmasked Estep Score: -9245116.000000 Penalty: 5338.046875 Iteration 115F: 3 clusters Score -9245116 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 23653 members Mstep: Class 2 contains 28106 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 53833 members Mstep: Class 5 contains 498 members Mstep: Class 6 contains 25437 members Mstep: Class 7 contains 26257 members Mstep: Class 8 contains 1113 members Mstep: Class 9 contains 149 members Mstep: Class 10 contains 1696 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 19099 members Mstep: Class 13 contains 1341 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63228 members Mstep: Class 16 contains 1016 members Mstep: Class 17 contains 55314 members Mstep: Class 18 contains 13329 members Mstep: Class 19 contains 1571 members Mstep: Class 20 contains 899 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 23549 members Entering Unmasked Estep Score: -63644976.000000 Penalty: 69640.343750 Splitting cluster 1 changes total score from -63642636.000000 to -63644976.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 2 (28106 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28106 members Entering Unmasked Estep Score: -5194203.000000 Penalty: 2540.447021 Iteration 0F: 2 clusters Score -5194203 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14030 members Mstep: Class 2 contains 14076 members Entering Unmasked Estep Score: -5175122.000000 Penalty: 5080.894043 Iteration 0F: 3 clusters Score -5175122 nChanged 12575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13897 members Mstep: Class 2 contains 14209 members Entering Unmasked Estep Score: -5182253.000000 Penalty: 5080.894043 Iteration 1F: 3 clusters Score -5182253 nChanged 1592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13847 members Mstep: Class 2 contains 14259 members Entering Unmasked Estep Score: -5183024.000000 Penalty: 5080.894043 Iteration 2F: 3 clusters Score -5183024 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13846 members Mstep: Class 2 contains 14260 members Entering Unmasked Estep Score: -5183669.500000 Penalty: 5080.894043 Iteration 3F: 3 clusters Score -5183670 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13860 members Mstep: Class 2 contains 14246 members Entering Unmasked Estep Score: -5184100.000000 Penalty: 5080.894043 Iteration 4Q: 3 clusters Score -5184100 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13920 members Mstep: Class 2 contains 14186 members Entering Unmasked Estep Score: -5184499.000000 Penalty: 5080.894043 Iteration 5Q: 3 clusters Score -5184499 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13978 members Mstep: Class 2 contains 14128 members Entering Unmasked Estep Score: -5184832.000000 Penalty: 5080.894043 Iteration 6Q: 3 clusters Score -5184832 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14091 members Mstep: Class 2 contains 14015 members Entering Unmasked Estep Score: -5185128.000000 Penalty: 5080.894043 Iteration 7Q: 3 clusters Score -5185128 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14256 members Mstep: Class 2 contains 13850 members Entering Unmasked Estep Score: -5185380.500000 Penalty: 5080.894043 Iteration 8Q: 3 clusters Score -5185380 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14487 members Mstep: Class 2 contains 13619 members Entering Unmasked Estep Score: -5185687.500000 Penalty: 5080.894043 Iteration 9Q: 3 clusters Score -5185688 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14781 members Mstep: Class 2 contains 13325 members Entering Unmasked Estep Score: -5185950.000000 Penalty: 5080.894043 Iteration 10Q: 3 clusters Score -5185950 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15102 members Mstep: Class 2 contains 13004 members Entering Unmasked Estep Score: -5186210.000000 Penalty: 5080.894043 Iteration 11Q: 3 clusters Score -5186210 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15510 members Mstep: Class 2 contains 12596 members Entering Unmasked Estep Score: -5186514.500000 Penalty: 5080.894043 Iteration 12Q: 3 clusters Score -5186514 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15981 members Mstep: Class 2 contains 12125 members Entering Unmasked Estep Score: -5186830.500000 Penalty: 5080.894043 Iteration 13Q: 3 clusters Score -5186830 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16593 members Mstep: Class 2 contains 11513 members Entering Unmasked Estep Score: -5187288.500000 Penalty: 5080.894043 Iteration 14Q: 3 clusters Score -5187288 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17274 members Mstep: Class 2 contains 10832 members Entering Unmasked Estep Score: -5187808.000000 Penalty: 5080.894043 Iteration 15Q: 3 clusters Score -5187808 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18011 members Mstep: Class 2 contains 10095 members Entering Unmasked Estep Score: -5188362.000000 Penalty: 5080.894043 Iteration 16Q: 3 clusters Score -5188362 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18732 members Mstep: Class 2 contains 9374 members Entering Unmasked Estep Score: -5188807.500000 Penalty: 5080.894043 Iteration 17Q: 3 clusters Score -5188808 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19426 members Mstep: Class 2 contains 8680 members Entering Unmasked Estep Score: -5189120.000000 Penalty: 5080.894043 Iteration 18Q: 3 clusters Score -5189120 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20106 members Mstep: Class 2 contains 8000 members Entering Unmasked Estep Score: -5189422.000000 Penalty: 5080.894043 Iteration 19Q: 3 clusters Score -5189422 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20749 members Mstep: Class 2 contains 7357 members Entering Unmasked Estep Score: -5189717.500000 Penalty: 5080.894043 Iteration 20F: 3 clusters Score -5189718 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21446 members Mstep: Class 2 contains 6660 members Entering Unmasked Estep Score: -5190035.000000 Penalty: 5080.894043 Iteration 21Q: 3 clusters Score -5190035 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22124 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -5190354.000000 Penalty: 5080.894043 Iteration 22Q: 3 clusters Score -5190354 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22855 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -5190727.000000 Penalty: 5080.894043 Iteration 23Q: 3 clusters Score -5190727 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23582 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -5191140.500000 Penalty: 5080.894043 Iteration 24Q: 3 clusters Score -5191140 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24250 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -5191597.000000 Penalty: 5080.894043 Iteration 25Q: 3 clusters Score -5191597 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24861 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -5191969.500000 Penalty: 5080.894043 Iteration 26Q: 3 clusters Score -5191970 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25349 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -5192282.500000 Penalty: 5080.894043 Iteration 27Q: 3 clusters Score -5192282 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25745 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -5192528.000000 Penalty: 5080.894043 Iteration 28Q: 3 clusters Score -5192528 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26065 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -5192743.000000 Penalty: 5080.894043 Iteration 29Q: 3 clusters Score -5192743 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26332 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -5192913.000000 Penalty: 5080.894043 Iteration 30Q: 3 clusters Score -5192913 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26503 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -5193002.000000 Penalty: 5080.894043 Iteration 31Q: 3 clusters Score -5193002 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26632 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -5193091.500000 Penalty: 5080.894043 Iteration 32Q: 3 clusters Score -5193092 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26737 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -5193145.000000 Penalty: 5080.894043 Iteration 33Q: 3 clusters Score -5193145 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26812 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -5193166.000000 Penalty: 5080.894043 Iteration 34Q: 3 clusters Score -5193166 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26868 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -5193188.000000 Penalty: 5080.894043 Iteration 35Q: 3 clusters Score -5193188 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26914 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -5193223.000000 Penalty: 5080.894043 Iteration 36Q: 3 clusters Score -5193223 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -5193249.000000 Penalty: 5080.894043 Iteration 37Q: 3 clusters Score -5193249 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27002 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -5193258.000000 Penalty: 5080.894043 Iteration 38Q: 3 clusters Score -5193258 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27015 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -5193258.000000 Penalty: 5080.894043 Iteration 39Q: 3 clusters Score -5193258 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27028 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -5193266.000000 Penalty: 5080.894043 Iteration 40F: 3 clusters Score -5193266 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27041 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -5193269.000000 Penalty: 5080.894043 Iteration 41Q: 3 clusters Score -5193269 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27056 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -5193277.500000 Penalty: 5080.894043 Iteration 42Q: 3 clusters Score -5193278 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27070 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -5193279.500000 Penalty: 5080.894043 Iteration 43Q: 3 clusters Score -5193280 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27085 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -5193293.000000 Penalty: 5080.894043 Iteration 44Q: 3 clusters Score -5193293 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27091 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -5193297.500000 Penalty: 5080.894043 Iteration 45Q: 3 clusters Score -5193298 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27098 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -5193306.000000 Penalty: 5080.894043 Iteration 46Q: 3 clusters Score -5193306 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27101 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -5193304.000000 Penalty: 5080.894043 Iteration 47Q: 3 clusters Score -5193304 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27104 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -5193307.500000 Penalty: 5080.894043 Iteration 48Q: 3 clusters Score -5193308 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27106 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -5193309.500000 Penalty: 5080.894043 Iteration 49Q: 3 clusters Score -5193310 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27107 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -5193307.000000 Penalty: 5080.894043 Iteration 50Q: 3 clusters Score -5193307 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27108 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -5193307.000000 Penalty: 5080.894043 Iteration 51Q: 3 clusters Score -5193307 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27112 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -5193304.000000 Penalty: 5080.894043 Iteration 52Q: 3 clusters Score -5193304 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27115 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -5193300.500000 Penalty: 5080.894043 Iteration 53Q: 3 clusters Score -5193300 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27116 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -5193306.000000 Penalty: 5080.894043 Iteration 54Q: 3 clusters Score -5193306 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27117 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -5193304.000000 Penalty: 5080.894043 Iteration 55Q: 3 clusters Score -5193304 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27117 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -5193304.000000 Penalty: 5080.894043 Iteration 56F: 3 clusters Score -5193304 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Entering Unmasked Estep Score: -33316.394531 Penalty: 1394.756348 Iteration 0F: 2 clusters Score -33316.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -32480.187500 Penalty: 2789.512695 Iteration 0F: 3 clusters Score -32480.19 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -32758.169922 Penalty: 2789.512695 Iteration 1F: 3 clusters Score -32758.17 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -32935.457031 Penalty: 2789.512695 Iteration 2F: 3 clusters Score -32935.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -33000.882812 Penalty: 2789.512695 Iteration 3Q: 3 clusters Score -33000.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -33036.320312 Penalty: 2789.512695 Iteration 4Q: 3 clusters Score -33036.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -33042.542969 Penalty: 2789.512695 Iteration 5Q: 3 clusters Score -33042.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -33042.542969 Penalty: 2789.512695 Iteration 6F: 3 clusters Score -33042.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (53833 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53833 members Entering Unmasked Estep Score: -9949925.000000 Penalty: 2701.623291 Iteration 0F: 2 clusters Score -9949925 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26988 members Mstep: Class 2 contains 26845 members Entering Unmasked Estep Score: -9915631.000000 Penalty: 5403.246582 Iteration 0F: 3 clusters Score -9915631 nChanged 24812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27070 members Mstep: Class 2 contains 26763 members Entering Unmasked Estep Score: -9929389.000000 Penalty: 5403.246582 Iteration 1F: 3 clusters Score -9929389 nChanged 2123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27067 members Mstep: Class 2 contains 26766 members Entering Unmasked Estep Score: -9929978.000000 Penalty: 5403.246582 Iteration 2Q: 3 clusters Score -9929978 nChanged 1970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27055 members Mstep: Class 2 contains 26778 members Entering Unmasked Estep Score: -9930545.000000 Penalty: 5403.246582 Iteration 3Q: 3 clusters Score -9930545 nChanged 1953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27080 members Mstep: Class 2 contains 26753 members Entering Unmasked Estep Score: -9931197.000000 Penalty: 5403.246582 Iteration 4Q: 3 clusters Score -9931197 nChanged 2020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27088 members Mstep: Class 2 contains 26745 members Entering Unmasked Estep Score: -9931881.000000 Penalty: 5403.246582 Iteration 5Q: 3 clusters Score -9931881 nChanged 2176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27070 members Mstep: Class 2 contains 26763 members Entering Unmasked Estep Score: -9932854.000000 Penalty: 5403.246582 Iteration 6Q: 3 clusters Score -9932854 nChanged 2559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27011 members Mstep: Class 2 contains 26822 members Entering Unmasked Estep Score: -9934268.000000 Penalty: 5403.246582 Iteration 7Q: 3 clusters Score -9934268 nChanged 2906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26853 members Mstep: Class 2 contains 26980 members Entering Unmasked Estep Score: -9936259.000000 Penalty: 5403.246582 Iteration 8F: 3 clusters Score -9936259 nChanged 3279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26600 members Mstep: Class 2 contains 27233 members Entering Unmasked Estep Score: -9938604.000000 Penalty: 5403.246582 Iteration 9F: 3 clusters Score -9938604 nChanged 3114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26256 members Mstep: Class 2 contains 27577 members Entering Unmasked Estep Score: -9940518.000000 Penalty: 5403.246582 Iteration 10F: 3 clusters Score -9940518 nChanged 2500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25902 members Mstep: Class 2 contains 27931 members Entering Unmasked Estep Score: -9941704.000000 Penalty: 5403.246582 Iteration 11Q: 3 clusters Score -9941704 nChanged 1608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25546 members Mstep: Class 2 contains 28287 members Entering Unmasked Estep Score: -9942095.000000 Penalty: 5403.246582 Iteration 12Q: 3 clusters Score -9942095 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25222 members Mstep: Class 2 contains 28611 members Entering Unmasked Estep Score: -9942423.000000 Penalty: 5403.246582 Iteration 13Q: 3 clusters Score -9942423 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24882 members Mstep: Class 2 contains 28951 members Entering Unmasked Estep Score: -9942698.000000 Penalty: 5403.246582 Iteration 14Q: 3 clusters Score -9942698 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24476 members Mstep: Class 2 contains 29357 members Entering Unmasked Estep Score: -9942976.000000 Penalty: 5403.246582 Iteration 15Q: 3 clusters Score -9942976 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24037 members Mstep: Class 2 contains 29796 members Entering Unmasked Estep Score: -9943299.000000 Penalty: 5403.246582 Iteration 16Q: 3 clusters Score -9943299 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23571 members Mstep: Class 2 contains 30262 members Entering Unmasked Estep Score: -9943644.000000 Penalty: 5403.246582 Iteration 17Q: 3 clusters Score -9943644 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23131 members Mstep: Class 2 contains 30702 members Entering Unmasked Estep Score: -9943967.000000 Penalty: 5403.246582 Iteration 18Q: 3 clusters Score -9943967 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22693 members Mstep: Class 2 contains 31140 members Entering Unmasked Estep Score: -9944273.000000 Penalty: 5403.246582 Iteration 19Q: 3 clusters Score -9944273 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22213 members Mstep: Class 2 contains 31620 members Entering Unmasked Estep Score: -9944595.000000 Penalty: 5403.246582 Iteration 20F: 3 clusters Score -9944595 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21707 members Mstep: Class 2 contains 32126 members Entering Unmasked Estep Score: -9944918.000000 Penalty: 5403.246582 Iteration 21Q: 3 clusters Score -9944918 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21202 members Mstep: Class 2 contains 32631 members Entering Unmasked Estep Score: -9945169.000000 Penalty: 5403.246582 Iteration 22Q: 3 clusters Score -9945169 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20677 members Mstep: Class 2 contains 33156 members Entering Unmasked Estep Score: -9945449.000000 Penalty: 5403.246582 Iteration 23Q: 3 clusters Score -9945449 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20204 members Mstep: Class 2 contains 33629 members Entering Unmasked Estep Score: -9945676.000000 Penalty: 5403.246582 Iteration 24Q: 3 clusters Score -9945676 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19721 members Mstep: Class 2 contains 34112 members Entering Unmasked Estep Score: -9945793.000000 Penalty: 5403.246582 Iteration 25Q: 3 clusters Score -9945793 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19266 members Mstep: Class 2 contains 34567 members Entering Unmasked Estep Score: -9945987.000000 Penalty: 5403.246582 Iteration 26Q: 3 clusters Score -9945987 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18771 members Mstep: Class 2 contains 35062 members Entering Unmasked Estep Score: -9946092.000000 Penalty: 5403.246582 Iteration 27Q: 3 clusters Score -9946092 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18288 members Mstep: Class 2 contains 35545 members Entering Unmasked Estep Score: -9946237.000000 Penalty: 5403.246582 Iteration 28Q: 3 clusters Score -9946237 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17811 members Mstep: Class 2 contains 36022 members Entering Unmasked Estep Score: -9946367.000000 Penalty: 5403.246582 Iteration 29Q: 3 clusters Score -9946367 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17360 members Mstep: Class 2 contains 36473 members Entering Unmasked Estep Score: -9946484.000000 Penalty: 5403.246582 Iteration 30Q: 3 clusters Score -9946484 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16900 members Mstep: Class 2 contains 36933 members Entering Unmasked Estep Score: -9946553.000000 Penalty: 5403.246582 Iteration 31Q: 3 clusters Score -9946553 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16456 members Mstep: Class 2 contains 37377 members Entering Unmasked Estep Score: -9946634.000000 Penalty: 5403.246582 Iteration 32Q: 3 clusters Score -9946634 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16015 members Mstep: Class 2 contains 37818 members Entering Unmasked Estep Score: -9946691.000000 Penalty: 5403.246582 Iteration 33Q: 3 clusters Score -9946691 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15585 members Mstep: Class 2 contains 38248 members Entering Unmasked Estep Score: -9946732.000000 Penalty: 5403.246582 Iteration 34Q: 3 clusters Score -9946732 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15181 members Mstep: Class 2 contains 38652 members Entering Unmasked Estep Score: -9946771.000000 Penalty: 5403.246582 Iteration 35Q: 3 clusters Score -9946771 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14772 members Mstep: Class 2 contains 39061 members Entering Unmasked Estep Score: -9946838.000000 Penalty: 5403.246582 Iteration 36Q: 3 clusters Score -9946838 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14341 members Mstep: Class 2 contains 39492 members Entering Unmasked Estep Score: -9946876.000000 Penalty: 5403.246582 Iteration 37Q: 3 clusters Score -9946876 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13896 members Mstep: Class 2 contains 39937 members Entering Unmasked Estep Score: -9946880.000000 Penalty: 5403.246582 Iteration 38Q: 3 clusters Score -9946880 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13480 members Mstep: Class 2 contains 40353 members Entering Unmasked Estep Score: -9946923.000000 Penalty: 5403.246582 Iteration 39Q: 3 clusters Score -9946923 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13048 members Mstep: Class 2 contains 40785 members Entering Unmasked Estep Score: -9946986.000000 Penalty: 5403.246582 Iteration 40F: 3 clusters Score -9946986 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12582 members Mstep: Class 2 contains 41251 members Entering Unmasked Estep Score: -9947020.000000 Penalty: 5403.246582 Iteration 41Q: 3 clusters Score -9947020 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12096 members Mstep: Class 2 contains 41737 members Entering Unmasked Estep Score: -9947071.000000 Penalty: 5403.246582 Iteration 42Q: 3 clusters Score -9947071 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11596 members Mstep: Class 2 contains 42237 members Entering Unmasked Estep Score: -9947096.000000 Penalty: 5403.246582 Iteration 43Q: 3 clusters Score -9947096 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11119 members Mstep: Class 2 contains 42714 members Entering Unmasked Estep Score: -9947194.000000 Penalty: 5403.246582 Iteration 44Q: 3 clusters Score -9947194 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10622 members Mstep: Class 2 contains 43211 members Entering Unmasked Estep Score: -9947213.000000 Penalty: 5403.246582 Iteration 45Q: 3 clusters Score -9947213 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10121 members Mstep: Class 2 contains 43712 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -9947452.000000 Penalty: 5403.246582 Iteration 50Q: 3 clusters Score -9947452 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7789 members Mstep: Class 2 contains 46044 members Entering Unmasked Estep Score: -9947459.000000 Penalty: 5403.246582 Iteration 51Q: 3 clusters Score -9947459 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 46488 members Entering Unmasked Estep Score: -9947567.000000 Penalty: 5403.246582 Iteration 52Q: 3 clusters Score -9947567 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6885 members Mstep: Class 2 contains 46948 members Entering Unmasked Estep Score: -9947596.000000 Penalty: 5403.246582 Iteration 53Q: 3 clusters Score -9947596 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6448 members Mstep: Class 2 contains 47385 members Entering Unmasked Estep Score: -9947662.000000 Penalty: 5403.246582 Iteration 54Q: 3 clusters Score -9947662 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5991 members Mstep: Class 2 contains 47842 members Entering Unmasked Estep Score: -9947674.000000 Penalty: 5403.246582 Iteration 55Q: 3 clusters Score -9947674 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5537 members Mstep: Class 2 contains 48296 members Entering Unmasked Estep Score: -9947667.000000 Penalty: 5403.246582 Iteration 56Q: 3 clusters Score -9947667 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 48726 members Entering Unmasked Estep Score: -9947700.000000 Penalty: 5403.246582 Iteration 57Q: 3 clusters Score -9947700 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members 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nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 52869 members Entering Unmasked Estep Score: -9947841.000000 Penalty: 5403.246582 Iteration 78Q: 3 clusters Score -9947841 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 52889 members Entering Unmasked Estep Score: -9947853.000000 Penalty: 5403.246582 Iteration 79Q: 3 clusters Score -9947853 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 52909 members Entering Unmasked Estep Score: -9947859.000000 Penalty: 5403.246582 Iteration 80F: 3 clusters Score -9947859 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 52926 members Entering Unmasked Estep Score: -9947858.000000 Penalty: 5403.246582 Iteration 81Q: 3 clusters Score -9947858 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 52945 members Entering Unmasked Estep Score: -9947854.000000 Penalty: 5403.246582 Iteration 82Q: 3 clusters Score -9947854 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 52964 members Entering Unmasked Estep Score: -9947848.000000 Penalty: 5403.246582 Iteration 83Q: 3 clusters Score -9947848 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 52984 members Entering Unmasked Estep Score: -9947866.000000 Penalty: 5403.246582 Iteration 84Q: 3 clusters Score -9947866 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 53005 members Entering Unmasked Estep Score: -9947866.000000 Penalty: 5403.246582 Iteration 85Q: 3 clusters Score -9947866 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 53024 members Entering Unmasked Estep Score: -9947881.000000 Penalty: 5403.246582 Iteration 86Q: 3 clusters Score -9947881 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 53039 members Entering Unmasked Estep Score: -9947901.000000 Penalty: 5403.246582 Iteration 87Q: 3 clusters Score -9947901 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 53051 members Entering Unmasked Estep Score: -9947880.000000 Penalty: 5403.246582 Iteration 88Q: 3 clusters Score -9947880 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 53060 members Entering Unmasked Estep Score: -9947871.000000 Penalty: 5403.246582 Iteration 89Q: 3 clusters Score -9947871 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 53073 members Entering Unmasked Estep Score: -9947884.000000 Penalty: 5403.246582 Iteration 90Q: 3 clusters Score -9947884 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 53084 members Entering Unmasked Estep Score: -9947893.000000 Penalty: 5403.246582 Iteration 91Q: 3 clusters Score -9947893 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 53090 members Entering Unmasked Estep Score: -9947890.000000 Penalty: 5403.246582 Iteration 92Q: 3 clusters Score -9947890 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 53091 members Entering Unmasked Estep Score: -9947891.000000 Penalty: 5403.246582 Iteration 93Q: 3 clusters Score -9947891 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 53092 members Entering Unmasked Estep Score: -9947887.000000 Penalty: 5403.246582 Iteration 94Q: 3 clusters Score -9947887 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 53094 members Entering Unmasked Estep Score: -9947891.000000 Penalty: 5403.246582 Iteration 95Q: 3 clusters Score -9947891 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 53097 members Entering Unmasked Estep Score: -9947889.000000 Penalty: 5403.246582 Iteration 96Q: 3 clusters Score -9947889 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 53101 members Entering Unmasked Estep Score: -9947887.000000 Penalty: 5403.246582 Iteration 97Q: 3 clusters Score -9947887 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 53105 members Entering Unmasked Estep Score: -9947881.000000 Penalty: 5403.246582 Iteration 98Q: 3 clusters Score -9947881 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 53111 members Entering Unmasked Estep Score: -9947900.000000 Penalty: 5403.246582 Iteration 99Q: 3 clusters Score -9947900 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 53116 members Entering Unmasked Estep Score: -9947896.000000 Penalty: 5403.246582 Iteration 100F: 3 clusters Score -9947896 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 53118 members Entering Unmasked Estep Score: -9947893.000000 Penalty: 5403.246582 Iteration 101Q: 3 clusters Score -9947893 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 53122 members Entering Unmasked Estep Score: -9947875.000000 Penalty: 5403.246582 Iteration 102Q: 3 clusters Score -9947875 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 53127 members Entering Unmasked Estep Score: -9947880.000000 Penalty: 5403.246582 Iteration 103Q: 3 clusters Score -9947880 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 53130 members Entering Unmasked Estep Score: -9947875.000000 Penalty: 5403.246582 Iteration 104Q: 3 clusters Score -9947875 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 53135 members Entering Unmasked Estep Score: -9947884.000000 Penalty: 5403.246582 Iteration 105Q: 3 clusters Score -9947884 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 53140 members Entering Unmasked Estep Score: -9947897.000000 Penalty: 5403.246582 Iteration 106Q: 3 clusters Score -9947897 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 53143 members Entering Unmasked Estep Score: -9947891.000000 Penalty: 5403.246582 Iteration 107Q: 3 clusters Score -9947891 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 53145 members Entering Unmasked Estep Score: -9947895.000000 Penalty: 5403.246582 Iteration 108Q: 3 clusters Score -9947895 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 53147 members Entering Unmasked Estep Score: -9947896.000000 Penalty: 5403.246582 Iteration 109Q: 3 clusters Score -9947896 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 53148 members Entering Unmasked Estep Score: -9947892.000000 Penalty: 5403.246582 Iteration 110Q: 3 clusters Score -9947892 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 53149 members Entering Unmasked Estep Score: -9947897.000000 Penalty: 5403.246582 Iteration 111Q: 3 clusters Score -9947897 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 53152 members Entering Unmasked Estep Score: -9947897.000000 Penalty: 5403.246582 Iteration 112Q: 3 clusters Score -9947897 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 53156 members Entering Unmasked Estep Score: -9947901.000000 Penalty: 5403.246582 Iteration 113Q: 3 clusters Score -9947901 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 53160 members Entering Unmasked Estep Score: -9947897.000000 Penalty: 5403.246582 Iteration 114Q: 3 clusters Score -9947897 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 53166 members Entering Unmasked Estep Score: -9947895.000000 Penalty: 5403.246582 Iteration 115Q: 3 clusters Score -9947895 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 53170 members Entering Unmasked Estep Score: -9947896.000000 Penalty: 5403.246582 Iteration 116Q: 3 clusters Score -9947896 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 53173 members Entering Unmasked Estep Score: -9947914.000000 Penalty: 5403.246582 Iteration 117Q: 3 clusters Score -9947914 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 53174 members Entering Unmasked Estep Score: -9947912.000000 Penalty: 5403.246582 Iteration 118Q: 3 clusters Score -9947912 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 53174 members Entering Unmasked Estep Score: -9947912.000000 Penalty: 5403.246582 Iteration 119F: 3 clusters Score -9947912 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (498 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Entering Unmasked Estep Score: -78586.070312 Penalty: 1540.228760 Iteration 0F: 2 clusters Score -78586.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -77243.132812 Penalty: 3080.457520 Iteration 0F: 3 clusters Score -77243.13 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -77585.765625 Penalty: 3080.457520 Iteration 1F: 3 clusters Score -77585.77 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -77701.460938 Penalty: 3080.457520 Iteration 2F: 3 clusters Score -77701.46 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -77815.953125 Penalty: 3080.457520 Iteration 3Q: 3 clusters Score -77815.95 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -77855.320312 Penalty: 3080.457520 Iteration 4Q: 3 clusters Score -77855.32 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -77900.593750 Penalty: 3080.457520 Iteration 5Q: 3 clusters Score -77900.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -77944.742188 Penalty: 3080.457520 Iteration 6Q: 3 clusters Score -77944.74 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -77988.718750 Penalty: 3080.457520 Iteration 7Q: 3 clusters Score -77988.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -78022.289062 Penalty: 3080.457520 Iteration 8Q: 3 clusters Score -78022.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -78053.210938 Penalty: 3080.457520 Iteration 9Q: 3 clusters Score -78053.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -78090.156250 Penalty: 3080.457520 Iteration 10Q: 3 clusters Score -78090.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -78117.367188 Penalty: 3080.457520 Iteration 11Q: 3 clusters Score -78117.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -78152.203125 Penalty: 3080.457520 Iteration 12Q: 3 clusters Score -78152.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -78190.367188 Penalty: 3080.457520 Iteration 13Q: 3 clusters Score -78190.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -78246.468750 Penalty: 3080.457520 Iteration 14Q: 3 clusters Score -78246.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -78285.304688 Penalty: 3080.457520 Iteration 15Q: 3 clusters Score -78285.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -78316.328125 Penalty: 3080.457520 Iteration 16Q: 3 clusters Score -78316.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -78325.296875 Penalty: 3080.457520 Iteration 17Q: 3 clusters Score -78325.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -78326.945312 Penalty: 3080.457520 Iteration 18Q: 3 clusters Score -78326.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -78326.945312 Penalty: 3080.457520 Iteration 19F: 3 clusters Score -78326.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (25437 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25437 members Entering Unmasked Estep Score: -4682423.500000 Penalty: 2515.702148 Iteration 0F: 2 clusters Score -4682424 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12708 members Mstep: Class 2 contains 12729 members Entering Unmasked Estep Score: -4664887.500000 Penalty: 5031.404297 Iteration 0F: 3 clusters Score -4664888 nChanged 11370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12590 members Mstep: Class 2 contains 12847 members Entering Unmasked Estep Score: -4670960.500000 Penalty: 5031.404297 Iteration 1F: 3 clusters Score -4670960 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12464 members Mstep: Class 2 contains 12973 members Entering Unmasked Estep Score: -4671328.000000 Penalty: 5031.404297 Iteration 2Q: 3 clusters Score -4671328 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12326 members Mstep: Class 2 contains 13111 members Entering Unmasked Estep Score: -4671622.500000 Penalty: 5031.404297 Iteration 3Q: 3 clusters Score -4671622 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12133 members Mstep: Class 2 contains 13304 members Entering Unmasked Estep Score: -4671903.000000 Penalty: 5031.404297 Iteration 4Q: 3 clusters Score -4671903 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11855 members Mstep: Class 2 contains 13582 members Entering Unmasked Estep Score: -4672263.000000 Penalty: 5031.404297 Iteration 5Q: 3 clusters Score -4672263 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11471 members Mstep: Class 2 contains 13966 members Entering Unmasked Estep Score: -4672724.500000 Penalty: 5031.404297 Iteration 6Q: 3 clusters Score -4672724 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10963 members Mstep: Class 2 contains 14474 members Entering Unmasked Estep Score: -4673296.000000 Penalty: 5031.404297 Iteration 7Q: 3 clusters Score -4673296 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10349 members Mstep: Class 2 contains 15088 members Entering Unmasked Estep Score: -4674080.500000 Penalty: 5031.404297 Iteration 8F: 3 clusters Score -4674080 nChanged 1424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9595 members Mstep: Class 2 contains 15842 members Entering Unmasked Estep Score: -4675067.500000 Penalty: 5031.404297 Iteration 9F: 3 clusters Score -4675068 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8763 members Mstep: Class 2 contains 16674 members Entering Unmasked Estep Score: -4676310.000000 Penalty: 5031.404297 Iteration 10F: 3 clusters Score -4676310 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7984 members Mstep: Class 2 contains 17453 members Entering Unmasked Estep Score: -4677511.500000 Penalty: 5031.404297 Iteration 11F: 3 clusters Score -4677512 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7321 members Mstep: Class 2 contains 18116 members Entering Unmasked Estep Score: -4678489.500000 Penalty: 5031.404297 Iteration 12Q: 3 clusters Score -4678490 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6832 members Mstep: Class 2 contains 18605 members Entering Unmasked Estep Score: -4679019.000000 Penalty: 5031.404297 Iteration 13Q: 3 clusters Score -4679019 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6466 members Mstep: Class 2 contains 18971 members Entering Unmasked Estep Score: -4679350.000000 Penalty: 5031.404297 Iteration 14Q: 3 clusters Score -4679350 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 19279 members Entering Unmasked Estep Score: -4679554.000000 Penalty: 5031.404297 Iteration 15Q: 3 clusters Score -4679554 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 19535 members Entering Unmasked Estep Score: -4679719.500000 Penalty: 5031.404297 Iteration 16Q: 3 clusters Score -4679720 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 19762 members Entering Unmasked Estep Score: -4679831.000000 Penalty: 5031.404297 Iteration 17Q: 3 clusters Score -4679831 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5490 members Mstep: Class 2 contains 19947 members Entering Unmasked Estep Score: -4679905.500000 Penalty: 5031.404297 Iteration 18Q: 3 clusters Score -4679906 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5326 members Mstep: Class 2 contains 20111 members Entering Unmasked Estep Score: -4679980.000000 Penalty: 5031.404297 Iteration 19Q: 3 clusters Score -4679980 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 20257 members Entering Unmasked Estep Score: -4680021.500000 Penalty: 5031.404297 Iteration 20F: 3 clusters Score -4680022 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 20373 members Entering Unmasked Estep Score: -4680053.000000 Penalty: 5031.404297 Iteration 21Q: 3 clusters Score -4680053 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 20455 members Entering Unmasked Estep Score: -4680073.500000 Penalty: 5031.404297 Iteration 22Q: 3 clusters Score -4680074 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 20541 members Entering Unmasked Estep Score: -4680084.500000 Penalty: 5031.404297 Iteration 23Q: 3 clusters Score -4680084 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 20633 members Entering Unmasked Estep Score: -4680094.000000 Penalty: 5031.404297 Iteration 24Q: 3 clusters Score -4680094 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4715 members Mstep: Class 2 contains 20722 members Entering Unmasked Estep Score: -4680117.500000 Penalty: 5031.404297 Iteration 25Q: 3 clusters Score -4680118 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 20801 members Entering Unmasked Estep Score: -4680132.500000 Penalty: 5031.404297 Iteration 26Q: 3 clusters Score -4680132 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 20874 members Entering Unmasked Estep Score: -4680163.500000 Penalty: 5031.404297 Iteration 27Q: 3 clusters Score -4680164 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 20947 members Entering Unmasked Estep Score: -4680167.500000 Penalty: 5031.404297 Iteration 28Q: 3 clusters Score -4680168 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 21008 members Entering Unmasked Estep Score: -4680178.000000 Penalty: 5031.404297 Iteration 29Q: 3 clusters Score -4680178 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 21066 members Entering Unmasked Estep Score: -4680202.000000 Penalty: 5031.404297 Iteration 30Q: 3 clusters Score -4680202 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 21129 members Entering Unmasked Estep Score: -4680213.000000 Penalty: 5031.404297 Iteration 31Q: 3 clusters Score -4680213 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 21192 members Entering Unmasked Estep Score: -4680220.500000 Penalty: 5031.404297 Iteration 32Q: 3 clusters Score -4680220 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 21243 members Entering Unmasked Estep Score: -4680242.500000 Penalty: 5031.404297 Iteration 33Q: 3 clusters Score -4680242 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 21302 members Entering Unmasked Estep Score: -4680256.000000 Penalty: 5031.404297 Iteration 34Q: 3 clusters Score -4680256 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 21351 members Entering Unmasked Estep Score: -4680261.500000 Penalty: 5031.404297 Iteration 35Q: 3 clusters Score -4680262 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 21397 members Entering Unmasked Estep Score: -4680285.000000 Penalty: 5031.404297 Iteration 36Q: 3 clusters Score -4680285 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 21444 members Entering Unmasked Estep Score: -4680282.500000 Penalty: 5031.404297 Iteration 37Q: 3 clusters Score -4680282 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 21482 members Entering Unmasked Estep Score: -4680279.500000 Penalty: 5031.404297 Iteration 38Q: 3 clusters Score -4680280 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 21522 members Entering Unmasked Estep Score: -4680283.000000 Penalty: 5031.404297 Iteration 39Q: 3 clusters Score -4680283 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 21561 members Entering Unmasked Estep Score: -4680289.000000 Penalty: 5031.404297 Iteration 40F: 3 clusters Score -4680289 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 21605 members Entering Unmasked Estep Score: -4680296.500000 Penalty: 5031.404297 Iteration 41Q: 3 clusters Score -4680296 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 21640 members Entering Unmasked Estep Score: -4680307.000000 Penalty: 5031.404297 Iteration 42Q: 3 clusters Score -4680307 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 21674 members Entering Unmasked Estep Score: -4680311.000000 Penalty: 5031.404297 Iteration 43Q: 3 clusters Score -4680311 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 21690 members Entering Unmasked Estep Score: -4680314.500000 Penalty: 5031.404297 Iteration 44Q: 3 clusters Score -4680314 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 21715 members Entering Unmasked Estep Score: -4680318.000000 Penalty: 5031.404297 Iteration 45Q: 3 clusters Score -4680318 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 21732 members Entering Unmasked Estep Score: -4680323.000000 Penalty: 5031.404297 Iteration 46Q: 3 clusters Score -4680323 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 21745 members Entering Unmasked Estep Score: -4680329.500000 Penalty: 5031.404297 Iteration 47Q: 3 clusters Score -4680330 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 21757 members Entering Unmasked Estep Score: -4680334.000000 Penalty: 5031.404297 Iteration 48Q: 3 clusters Score -4680334 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 21777 members Entering Unmasked Estep Score: -4680346.500000 Penalty: 5031.404297 Iteration 49Q: 3 clusters Score -4680346 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 21797 members Entering Unmasked Estep Score: -4680348.000000 Penalty: 5031.404297 Iteration 50Q: 3 clusters Score -4680348 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 21816 members Entering Unmasked Estep Score: -4680343.500000 Penalty: 5031.404297 Iteration 51Q: 3 clusters Score -4680344 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 21835 members Entering Unmasked Estep Score: -4680343.500000 Penalty: 5031.404297 Iteration 52Q: 3 clusters Score -4680344 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 21856 members Entering Unmasked Estep Score: -4680352.000000 Penalty: 5031.404297 Iteration 53Q: 3 clusters Score -4680352 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 21879 members Entering Unmasked Estep Score: -4680362.500000 Penalty: 5031.404297 Iteration 54Q: 3 clusters Score -4680362 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 21898 members Entering Unmasked Estep Score: -4680365.500000 Penalty: 5031.404297 Iteration 55Q: 3 clusters Score -4680366 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 21926 members Entering Unmasked Estep Score: -4680366.000000 Penalty: 5031.404297 Iteration 56Q: 3 clusters Score -4680366 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 21945 members Entering Unmasked Estep Score: -4680374.500000 Penalty: 5031.404297 Iteration 57Q: 3 clusters Score -4680374 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 21956 members Entering Unmasked Estep Score: -4680373.500000 Penalty: 5031.404297 Iteration 58Q: 3 clusters Score -4680374 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 21973 members Entering Unmasked Estep Score: -4680372.500000 Penalty: 5031.404297 Iteration 59Q: 3 clusters Score -4680372 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 21981 members Entering Unmasked Estep Score: -4680372.000000 Penalty: 5031.404297 Iteration 60F: 3 clusters Score -4680372 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 21990 members Entering Unmasked Estep Score: -4680373.000000 Penalty: 5031.404297 Iteration 61Q: 3 clusters Score -4680373 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 22000 members Entering Unmasked Estep Score: -4680368.000000 Penalty: 5031.404297 Iteration 62Q: 3 clusters Score -4680368 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 22004 members Entering Unmasked Estep Score: -4680368.500000 Penalty: 5031.404297 Iteration 63Q: 3 clusters Score -4680368 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 22010 members Entering Unmasked Estep Score: -4680363.000000 Penalty: 5031.404297 Iteration 64Q: 3 clusters Score -4680363 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 22017 members Entering Unmasked Estep Score: -4680368.000000 Penalty: 5031.404297 Iteration 65Q: 3 clusters Score -4680368 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 22026 members Entering Unmasked Estep Score: -4680362.500000 Penalty: 5031.404297 Iteration 66Q: 3 clusters Score -4680362 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 22040 members Entering Unmasked Estep Score: -4680376.000000 Penalty: 5031.404297 Iteration 67Q: 3 clusters Score -4680376 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 22052 members Entering Unmasked Estep Score: -4680369.500000 Penalty: 5031.404297 Iteration 68Q: 3 clusters Score -4680370 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 22060 members Entering Unmasked Estep Score: -4680372.500000 Penalty: 5031.404297 Iteration 69Q: 3 clusters Score -4680372 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 22065 members Entering Unmasked Estep Score: -4680374.000000 Penalty: 5031.404297 Iteration 70Q: 3 clusters Score -4680374 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 22068 members Entering Unmasked Estep Score: -4680378.000000 Penalty: 5031.404297 Iteration 71Q: 3 clusters Score -4680378 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 22074 members Entering Unmasked Estep Score: -4680378.000000 Penalty: 5031.404297 Iteration 72Q: 3 clusters Score -4680378 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 22077 members Entering Unmasked Estep Score: -4680383.500000 Penalty: 5031.404297 Iteration 73Q: 3 clusters Score -4680384 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 22083 members Entering Unmasked Estep Score: -4680381.000000 Penalty: 5031.404297 Iteration 74Q: 3 clusters Score -4680381 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 22089 members Entering Unmasked Estep Score: -4680380.000000 Penalty: 5031.404297 Iteration 75Q: 3 clusters Score -4680380 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 22096 members Entering Unmasked Estep Score: -4680382.000000 Penalty: 5031.404297 Iteration 76Q: 3 clusters Score -4680382 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 22104 members Entering Unmasked Estep Score: -4680379.000000 Penalty: 5031.404297 Iteration 77Q: 3 clusters Score -4680379 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 22111 members Entering Unmasked Estep Score: -4680384.000000 Penalty: 5031.404297 Iteration 78Q: 3 clusters Score -4680384 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 22116 members Entering Unmasked Estep Score: -4680379.000000 Penalty: 5031.404297 Iteration 79Q: 3 clusters Score -4680379 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 22118 members Entering Unmasked Estep Score: -4680382.000000 Penalty: 5031.404297 Iteration 80F: 3 clusters Score -4680382 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 22123 members Entering Unmasked Estep Score: -4680375.000000 Penalty: 5031.404297 Iteration 81Q: 3 clusters Score -4680375 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 22132 members Entering Unmasked Estep Score: -4680379.000000 Penalty: 5031.404297 Iteration 82Q: 3 clusters Score -4680379 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 22141 members Entering Unmasked Estep Score: -4680381.500000 Penalty: 5031.404297 Iteration 83Q: 3 clusters Score -4680382 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 22148 members Entering Unmasked Estep Score: -4680382.500000 Penalty: 5031.404297 Iteration 84Q: 3 clusters Score -4680382 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 22152 members Entering Unmasked Estep Score: -4680374.500000 Penalty: 5031.404297 Iteration 85Q: 3 clusters Score -4680374 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 22155 members Entering Unmasked Estep Score: -4680375.500000 Penalty: 5031.404297 Iteration 86Q: 3 clusters Score -4680376 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 22158 members Entering Unmasked Estep Score: -4680377.000000 Penalty: 5031.404297 Iteration 87Q: 3 clusters Score -4680377 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 22162 members Entering Unmasked Estep Score: -4680380.000000 Penalty: 5031.404297 Iteration 88Q: 3 clusters Score -4680380 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 22167 members Entering Unmasked Estep Score: -4680379.500000 Penalty: 5031.404297 Iteration 89Q: 3 clusters Score -4680380 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 22175 members Entering Unmasked Estep Score: -4680377.500000 Penalty: 5031.404297 Iteration 90Q: 3 clusters Score -4680378 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 22181 members Entering Unmasked Estep Score: -4680389.500000 Penalty: 5031.404297 Iteration 91Q: 3 clusters Score -4680390 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 22192 members Entering Unmasked Estep Score: -4680379.500000 Penalty: 5031.404297 Iteration 92Q: 3 clusters Score -4680380 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 22203 members Entering Unmasked Estep Score: -4680382.000000 Penalty: 5031.404297 Iteration 93Q: 3 clusters Score -4680382 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 22212 members Entering Unmasked Estep Score: -4680392.000000 Penalty: 5031.404297 Iteration 94Q: 3 clusters Score -4680392 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 22225 members Entering Unmasked Estep Score: -4680401.000000 Penalty: 5031.404297 Iteration 95Q: 3 clusters Score -4680401 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 22239 members Entering Unmasked Estep Score: -4680393.000000 Penalty: 5031.404297 Iteration 96Q: 3 clusters Score -4680393 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 22246 members Entering Unmasked Estep Score: -4680399.000000 Penalty: 5031.404297 Iteration 97Q: 3 clusters Score -4680399 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 22256 members Entering Unmasked Estep Score: -4680397.500000 Penalty: 5031.404297 Iteration 98Q: 3 clusters Score -4680398 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 22269 members Entering Unmasked Estep Score: -4680404.500000 Penalty: 5031.404297 Iteration 99Q: 3 clusters Score -4680404 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 22280 members Entering Unmasked Estep Score: -4680398.000000 Penalty: 5031.404297 Iteration 100F: 3 clusters Score -4680398 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 22286 members Entering Unmasked Estep Score: -4680398.000000 Penalty: 5031.404297 Iteration 101Q: 3 clusters Score -4680398 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 22292 members Entering Unmasked Estep Score: -4680403.000000 Penalty: 5031.404297 Iteration 102Q: 3 clusters Score -4680403 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 22296 members Entering Unmasked Estep Score: -4680400.000000 Penalty: 5031.404297 Iteration 103Q: 3 clusters Score -4680400 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 22301 members Entering Unmasked Estep Score: -4680398.500000 Penalty: 5031.404297 Iteration 104Q: 3 clusters Score -4680398 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 22307 members Entering Unmasked Estep Score: -4680405.000000 Penalty: 5031.404297 Iteration 105Q: 3 clusters Score -4680405 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 22311 members Entering Unmasked Estep Score: -4680397.000000 Penalty: 5031.404297 Iteration 106Q: 3 clusters Score -4680397 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 22315 members Entering Unmasked Estep Score: -4680393.500000 Penalty: 5031.404297 Iteration 107Q: 3 clusters Score -4680394 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 22319 members Entering Unmasked Estep Score: -4680399.000000 Penalty: 5031.404297 Iteration 108Q: 3 clusters Score -4680399 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 22322 members Entering Unmasked Estep Score: -4680397.000000 Penalty: 5031.404297 Iteration 109Q: 3 clusters Score -4680397 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 22324 members Entering Unmasked Estep Score: -4680391.500000 Penalty: 5031.404297 Iteration 110Q: 3 clusters Score -4680392 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 22324 members Entering Unmasked Estep Score: -4680391.500000 Penalty: 5031.404297 Iteration 111F: 3 clusters Score -4680392 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (26257 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26257 members Entering Unmasked Estep Score: -5095587.500000 Penalty: 2523.570557 Iteration 0F: 2 clusters Score -5095588 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13132 members Mstep: Class 2 contains 13125 members Entering Unmasked Estep Score: -5078217.000000 Penalty: 5047.141113 Iteration 0F: 3 clusters Score -5078217 nChanged 11729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13197 members Mstep: Class 2 contains 13060 members Entering Unmasked Estep Score: -5084594.500000 Penalty: 5047.141113 Iteration 1F: 3 clusters Score -5084594 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13213 members Mstep: Class 2 contains 13044 members Entering Unmasked Estep Score: -5084973.500000 Penalty: 5047.141113 Iteration 2Q: 3 clusters Score -5084974 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13286 members Mstep: Class 2 contains 12971 members Entering Unmasked Estep Score: -5085251.500000 Penalty: 5047.141113 Iteration 3Q: 3 clusters Score -5085252 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13380 members Mstep: Class 2 contains 12877 members Entering Unmasked Estep Score: -5085484.000000 Penalty: 5047.141113 Iteration 4Q: 3 clusters Score -5085484 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13494 members Mstep: Class 2 contains 12763 members Entering Unmasked Estep Score: -5085727.500000 Penalty: 5047.141113 Iteration 5Q: 3 clusters Score -5085728 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13649 members Mstep: Class 2 contains 12608 members Entering Unmasked Estep Score: -5085905.500000 Penalty: 5047.141113 Iteration 6Q: 3 clusters Score -5085906 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13842 members Mstep: Class 2 contains 12415 members Entering Unmasked Estep Score: -5086146.500000 Penalty: 5047.141113 Iteration 7Q: 3 clusters Score -5086146 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14086 members Mstep: Class 2 contains 12171 members Entering Unmasked Estep Score: -5086393.500000 Penalty: 5047.141113 Iteration 8Q: 3 clusters Score -5086394 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14361 members Mstep: Class 2 contains 11896 members Entering Unmasked Estep Score: -5086716.000000 Penalty: 5047.141113 Iteration 9Q: 3 clusters Score -5086716 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14771 members Mstep: Class 2 contains 11486 members Entering Unmasked Estep Score: -5087197.500000 Penalty: 5047.141113 Iteration 10Q: 3 clusters Score -5087198 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15256 members Mstep: Class 2 contains 11001 members Entering Unmasked Estep Score: -5087827.500000 Penalty: 5047.141113 Iteration 11Q: 3 clusters Score -5087828 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15859 members Mstep: Class 2 contains 10398 members Entering Unmasked Estep Score: -5088584.500000 Penalty: 5047.141113 Iteration 12Q: 3 clusters Score -5088584 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16454 members Mstep: Class 2 contains 9803 members Entering Unmasked Estep Score: -5089394.500000 Penalty: 5047.141113 Iteration 13Q: 3 clusters Score -5089394 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16984 members Mstep: Class 2 contains 9273 members Entering Unmasked Estep Score: -5090047.500000 Penalty: 5047.141113 Iteration 14Q: 3 clusters Score -5090048 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17432 members Mstep: Class 2 contains 8825 members Entering Unmasked Estep Score: -5090497.500000 Penalty: 5047.141113 Iteration 15Q: 3 clusters Score -5090498 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17897 members Mstep: Class 2 contains 8360 members Entering Unmasked Estep Score: -5090762.500000 Penalty: 5047.141113 Iteration 16Q: 3 clusters Score -5090762 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18324 members Mstep: Class 2 contains 7933 members Entering Unmasked Estep Score: -5091003.000000 Penalty: 5047.141113 Iteration 17Q: 3 clusters Score -5091003 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18792 members Mstep: Class 2 contains 7465 members Entering Unmasked Estep Score: -5091242.000000 Penalty: 5047.141113 Iteration 18Q: 3 clusters Score -5091242 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19262 members Mstep: Class 2 contains 6995 members Entering Unmasked Estep Score: -5091513.500000 Penalty: 5047.141113 Iteration 19Q: 3 clusters Score -5091514 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19713 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -5091793.000000 Penalty: 5047.141113 Iteration 20F: 3 clusters Score -5091793 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20119 members Mstep: Class 2 contains 6138 members Entering Unmasked Estep Score: -5092062.500000 Penalty: 5047.141113 Iteration 21Q: 3 clusters Score -5092062 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20498 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -5092293.500000 Penalty: 5047.141113 Iteration 22Q: 3 clusters Score -5092294 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20859 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -5092516.500000 Penalty: 5047.141113 Iteration 23Q: 3 clusters Score -5092516 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21152 members Mstep: Class 2 contains 5105 members Entering Unmasked Estep Score: -5092720.000000 Penalty: 5047.141113 Iteration 24Q: 3 clusters Score -5092720 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21391 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -5092854.500000 Penalty: 5047.141113 Iteration 25Q: 3 clusters Score -5092854 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21598 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -5092957.500000 Penalty: 5047.141113 Iteration 26Q: 3 clusters Score -5092958 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21781 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -5093060.000000 Penalty: 5047.141113 Iteration 27Q: 3 clusters Score -5093060 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21947 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -5093123.000000 Penalty: 5047.141113 Iteration 28Q: 3 clusters Score -5093123 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22114 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -5093213.500000 Penalty: 5047.141113 Iteration 29Q: 3 clusters Score -5093214 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22258 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -5093281.000000 Penalty: 5047.141113 Iteration 30Q: 3 clusters Score -5093281 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22411 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -5093332.500000 Penalty: 5047.141113 Iteration 31Q: 3 clusters Score -5093332 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22537 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -5093383.500000 Penalty: 5047.141113 Iteration 32Q: 3 clusters Score -5093384 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22646 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -5093413.000000 Penalty: 5047.141113 Iteration 33Q: 3 clusters Score -5093413 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22744 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -5093440.000000 Penalty: 5047.141113 Iteration 34Q: 3 clusters Score -5093440 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22822 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -5093470.500000 Penalty: 5047.141113 Iteration 35Q: 3 clusters Score -5093470 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22891 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -5093495.500000 Penalty: 5047.141113 Iteration 36Q: 3 clusters Score -5093496 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22965 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -5093518.000000 Penalty: 5047.141113 Iteration 37Q: 3 clusters Score -5093518 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23040 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -5093547.000000 Penalty: 5047.141113 Iteration 38Q: 3 clusters Score -5093547 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23111 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -5093570.500000 Penalty: 5047.141113 Iteration 39Q: 3 clusters Score -5093570 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23192 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -5093603.000000 Penalty: 5047.141113 Iteration 40F: 3 clusters Score -5093603 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23272 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -5093621.500000 Penalty: 5047.141113 Iteration 41Q: 3 clusters Score -5093622 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23357 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -5093646.000000 Penalty: 5047.141113 Iteration 42Q: 3 clusters Score -5093646 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23449 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -5093660.000000 Penalty: 5047.141113 Iteration 43Q: 3 clusters Score -5093660 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23530 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -5093678.000000 Penalty: 5047.141113 Iteration 44Q: 3 clusters Score -5093678 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23597 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -5093677.000000 Penalty: 5047.141113 Iteration 45Q: 3 clusters Score -5093677 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23673 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -5093693.500000 Penalty: 5047.141113 Iteration 46Q: 3 clusters Score -5093694 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23739 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -5093703.500000 Penalty: 5047.141113 Iteration 47Q: 3 clusters Score -5093704 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23793 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -5093690.000000 Penalty: 5047.141113 Iteration 48Q: 3 clusters Score -5093690 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23846 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -5093693.000000 Penalty: 5047.141113 Iteration 49Q: 3 clusters Score -5093693 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23903 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -5093691.500000 Penalty: 5047.141113 Iteration 50Q: 3 clusters Score -5093692 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23958 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -5093689.000000 Penalty: 5047.141113 Iteration 51Q: 3 clusters Score -5093689 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24018 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -5093695.500000 Penalty: 5047.141113 Iteration 52Q: 3 clusters Score -5093696 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24077 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -5093690.500000 Penalty: 5047.141113 Iteration 53Q: 3 clusters Score -5093690 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24137 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -5093719.000000 Penalty: 5047.141113 Iteration 54Q: 3 clusters Score -5093719 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24196 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -5093716.000000 Penalty: 5047.141113 Iteration 55Q: 3 clusters Score -5093716 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24262 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -5093715.500000 Penalty: 5047.141113 Iteration 56Q: 3 clusters Score -5093716 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24327 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -5093714.500000 Penalty: 5047.141113 Iteration 57Q: 3 clusters Score -5093714 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24384 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -5093709.000000 Penalty: 5047.141113 Iteration 58Q: 3 clusters Score -5093709 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24427 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -5093704.000000 Penalty: 5047.141113 Iteration 59Q: 3 clusters Score -5093704 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24468 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -5093716.500000 Penalty: 5047.141113 Iteration 60F: 3 clusters Score -5093716 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24503 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -5093720.000000 Penalty: 5047.141113 Iteration 61Q: 3 clusters Score -5093720 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24540 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -5093719.000000 Penalty: 5047.141113 Iteration 62Q: 3 clusters Score -5093719 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24572 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -5093709.500000 Penalty: 5047.141113 Iteration 63Q: 3 clusters Score -5093710 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24614 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -5093704.500000 Penalty: 5047.141113 Iteration 64Q: 3 clusters Score -5093704 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24661 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -5093703.000000 Penalty: 5047.141113 Iteration 65Q: 3 clusters Score -5093703 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24699 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -5093691.000000 Penalty: 5047.141113 Iteration 66Q: 3 clusters Score -5093691 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24747 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -5093702.000000 Penalty: 5047.141113 Iteration 67Q: 3 clusters Score -5093702 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24798 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -5093705.500000 Penalty: 5047.141113 Iteration 68Q: 3 clusters Score -5093706 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24853 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -5093711.000000 Penalty: 5047.141113 Iteration 69Q: 3 clusters Score -5093711 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24913 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -5093696.000000 Penalty: 5047.141113 Iteration 70Q: 3 clusters Score -5093696 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24967 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -5093693.000000 Penalty: 5047.141113 Iteration 71Q: 3 clusters Score -5093693 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24995 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -5093695.000000 Penalty: 5047.141113 Iteration 72Q: 3 clusters Score -5093695 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25026 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -5093697.500000 Penalty: 5047.141113 Iteration 73Q: 3 clusters Score -5093698 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25054 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -5093701.000000 Penalty: 5047.141113 Iteration 74Q: 3 clusters Score -5093701 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25088 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -5093704.000000 Penalty: 5047.141113 Iteration 75Q: 3 clusters Score -5093704 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25113 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -5093703.000000 Penalty: 5047.141113 Iteration 76Q: 3 clusters Score -5093703 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25147 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -5093705.000000 Penalty: 5047.141113 Iteration 77Q: 3 clusters Score -5093705 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25172 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -5093693.500000 Penalty: 5047.141113 Iteration 78Q: 3 clusters Score -5093694 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25202 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -5093690.000000 Penalty: 5047.141113 Iteration 79Q: 3 clusters Score -5093690 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25229 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -5093680.500000 Penalty: 5047.141113 Iteration 80F: 3 clusters Score -5093680 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25256 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -5093680.500000 Penalty: 5047.141113 Iteration 81Q: 3 clusters Score -5093680 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25284 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -5093691.500000 Penalty: 5047.141113 Iteration 82Q: 3 clusters Score -5093692 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25306 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -5093692.500000 Penalty: 5047.141113 Iteration 83Q: 3 clusters Score -5093692 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25329 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -5093688.000000 Penalty: 5047.141113 Iteration 84Q: 3 clusters Score -5093688 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25347 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -5093696.000000 Penalty: 5047.141113 Iteration 85Q: 3 clusters Score -5093696 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25365 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -5093689.000000 Penalty: 5047.141113 Iteration 86Q: 3 clusters Score -5093689 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25383 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -5093684.000000 Penalty: 5047.141113 Iteration 87Q: 3 clusters Score -5093684 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25399 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -5093680.000000 Penalty: 5047.141113 Iteration 88Q: 3 clusters Score -5093680 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25413 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -5093677.500000 Penalty: 5047.141113 Iteration 89Q: 3 clusters Score -5093678 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25428 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -5093683.000000 Penalty: 5047.141113 Iteration 90Q: 3 clusters Score -5093683 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25444 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -5093695.500000 Penalty: 5047.141113 Iteration 91Q: 3 clusters Score -5093696 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25458 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -5093696.500000 Penalty: 5047.141113 Iteration 92Q: 3 clusters Score -5093696 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25472 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -5093703.500000 Penalty: 5047.141113 Iteration 93Q: 3 clusters Score -5093704 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25483 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -5093694.500000 Penalty: 5047.141113 Iteration 94Q: 3 clusters Score -5093694 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25490 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -5093699.500000 Penalty: 5047.141113 Iteration 95Q: 3 clusters Score -5093700 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25505 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -5093694.500000 Penalty: 5047.141113 Iteration 96Q: 3 clusters Score -5093694 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25515 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -5093697.000000 Penalty: 5047.141113 Iteration 97Q: 3 clusters Score -5093697 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25522 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -5093693.500000 Penalty: 5047.141113 Iteration 98Q: 3 clusters Score -5093694 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25530 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -5093693.000000 Penalty: 5047.141113 Iteration 99Q: 3 clusters Score -5093693 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25538 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -5093699.500000 Penalty: 5047.141113 Iteration 100F: 3 clusters Score -5093700 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25545 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -5093699.000000 Penalty: 5047.141113 Iteration 101Q: 3 clusters Score -5093699 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25551 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -5093691.000000 Penalty: 5047.141113 Iteration 102Q: 3 clusters Score -5093691 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25556 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -5093690.000000 Penalty: 5047.141113 Iteration 103Q: 3 clusters Score -5093690 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25559 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -5093695.000000 Penalty: 5047.141113 Iteration 104Q: 3 clusters Score -5093695 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25563 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -5093695.000000 Penalty: 5047.141113 Iteration 105Q: 3 clusters Score -5093695 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25566 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -5093696.500000 Penalty: 5047.141113 Iteration 106Q: 3 clusters Score -5093696 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25570 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -5093699.500000 Penalty: 5047.141113 Iteration 107Q: 3 clusters Score -5093700 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25576 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -5093707.000000 Penalty: 5047.141113 Iteration 108Q: 3 clusters Score -5093707 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25583 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -5093713.000000 Penalty: 5047.141113 Iteration 109Q: 3 clusters Score -5093713 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25589 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -5093708.000000 Penalty: 5047.141113 Iteration 110Q: 3 clusters Score -5093708 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25593 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -5093712.000000 Penalty: 5047.141113 Iteration 111Q: 3 clusters Score -5093712 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25595 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -5093711.500000 Penalty: 5047.141113 Iteration 112Q: 3 clusters Score -5093712 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25597 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -5093707.000000 Penalty: 5047.141113 Iteration 113Q: 3 clusters Score -5093707 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25598 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -5093703.000000 Penalty: 5047.141113 Iteration 114Q: 3 clusters Score -5093703 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25599 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -5093708.500000 Penalty: 5047.141113 Iteration 115Q: 3 clusters Score -5093708 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25601 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -5093707.500000 Penalty: 5047.141113 Iteration 116Q: 3 clusters Score -5093708 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25601 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -5093707.500000 Penalty: 5047.141113 Iteration 117F: 3 clusters Score -5093708 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1113 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Entering Unmasked Estep Score: -191715.375000 Penalty: 1739.673950 Iteration 0F: 2 clusters Score -191715.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -189827.343750 Penalty: 3479.347900 Iteration 0F: 3 clusters Score -189827.3 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -190350.562500 Penalty: 3479.347900 Iteration 1F: 3 clusters Score -190350.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -190623.500000 Penalty: 3479.347900 Iteration 2F: 3 clusters Score -190623.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -190768.921875 Penalty: 3479.347900 Iteration 3F: 3 clusters Score -190768.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -190860.093750 Penalty: 3479.347900 Iteration 4F: 3 clusters Score -190860.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -190912.578125 Penalty: 3479.347900 Iteration 5Q: 3 clusters Score -190912.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -190937.015625 Penalty: 3479.347900 Iteration 6Q: 3 clusters Score -190937 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -190949.937500 Penalty: 3479.347900 Iteration 7Q: 3 clusters Score -190949.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -190956.312500 Penalty: 3479.347900 Iteration 8Q: 3 clusters Score -190956.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -190965.375000 Penalty: 3479.347900 Iteration 9Q: 3 clusters Score -190965.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -190968.734375 Penalty: 3479.347900 Iteration 10Q: 3 clusters Score -190968.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -190968.734375 Penalty: 3479.347900 Iteration 11F: 3 clusters Score -190968.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Entering Unmasked Estep Score: -14027.710938 Penalty: 1240.978638 Iteration 0F: 2 clusters Score -14027.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -13180.295898 Penalty: 2481.957275 Iteration 0F: 3 clusters Score -13180.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -13304.335938 Penalty: 2481.957275 Iteration 1F: 3 clusters Score -13304.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -13325.115234 Penalty: 2481.957275 Iteration 2Q: 3 clusters Score -13325.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -13347.551758 Penalty: 2481.957275 Iteration 3Q: 3 clusters Score -13347.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -13370.284180 Penalty: 2481.957275 Iteration 4Q: 3 clusters Score -13370.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -13372.242188 Penalty: 2481.957275 Iteration 5Q: 3 clusters Score -13372.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -13372.242188 Penalty: 2481.957275 Iteration 6F: 3 clusters Score -13372.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1696 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Entering Unmasked Estep Score: -300486.062500 Penalty: 1844.134888 Iteration 0F: 2 clusters Score -300486.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -298089.500000 Penalty: 3688.269775 Iteration 0F: 3 clusters Score -298089.5 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -298611.656250 Penalty: 3688.269775 Iteration 1F: 3 clusters Score -298611.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -298966.968750 Penalty: 3688.269775 Iteration 2F: 3 clusters Score -298967 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -299137.906250 Penalty: 3688.269775 Iteration 3F: 3 clusters Score -299137.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -299256.093750 Penalty: 3688.269775 Iteration 4F: 3 clusters Score -299256.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -299377.656250 Penalty: 3688.269775 Iteration 5Q: 3 clusters Score -299377.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -299445.843750 Penalty: 3688.269775 Iteration 6Q: 3 clusters Score -299445.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -299511.281250 Penalty: 3688.269775 Iteration 7Q: 3 clusters Score -299511.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -299581.531250 Penalty: 3688.269775 Iteration 8Q: 3 clusters Score -299581.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -299679.625000 Penalty: 3688.269775 Iteration 9Q: 3 clusters Score -299679.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -299776.843750 Penalty: 3688.269775 Iteration 10Q: 3 clusters Score -299776.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -299848.750000 Penalty: 3688.269775 Iteration 11Q: 3 clusters Score -299848.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -299946.187500 Penalty: 3688.269775 Iteration 12Q: 3 clusters Score -299946.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -300016.281250 Penalty: 3688.269775 Iteration 13Q: 3 clusters Score -300016.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -300081.468750 Penalty: 3688.269775 Iteration 14Q: 3 clusters Score -300081.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -300149.593750 Penalty: 3688.269775 Iteration 15Q: 3 clusters Score -300149.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -300213.125000 Penalty: 3688.269775 Iteration 16Q: 3 clusters Score -300213.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -300249.312500 Penalty: 3688.269775 Iteration 17Q: 3 clusters Score -300249.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -300256.312500 Penalty: 3688.269775 Iteration 18Q: 3 clusters Score -300256.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -300260.375000 Penalty: 3688.269775 Iteration 19Q: 3 clusters Score -300260.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -300263.500000 Penalty: 3688.269775 Iteration 20F: 3 clusters Score -300263.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -300266.812500 Penalty: 3688.269775 Iteration 21Q: 3 clusters Score -300266.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -300267.062500 Penalty: 3688.269775 Iteration 22Q: 3 clusters Score -300267.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -300267.062500 Penalty: 3688.269775 Iteration 23F: 3 clusters Score -300267.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1001 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Entering Unmasked Estep Score: -162695.343750 Penalty: 1713.371216 Iteration 0F: 2 clusters Score -162695.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -160770.312500 Penalty: 3426.742432 Iteration 0F: 3 clusters Score -160770.3 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -161202.484375 Penalty: 3426.742432 Iteration 1F: 3 clusters Score -161202.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -161511.484375 Penalty: 3426.742432 Iteration 2F: 3 clusters Score -161511.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -161734.468750 Penalty: 3426.742432 Iteration 3F: 3 clusters Score -161734.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -161821.890625 Penalty: 3426.742432 Iteration 4Q: 3 clusters Score -161821.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -161863.140625 Penalty: 3426.742432 Iteration 5Q: 3 clusters Score -161863.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -161905.906250 Penalty: 3426.742432 Iteration 6Q: 3 clusters Score -161905.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -161945.343750 Penalty: 3426.742432 Iteration 7Q: 3 clusters Score -161945.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -161982.593750 Penalty: 3426.742432 Iteration 8Q: 3 clusters Score -161982.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -162018.687500 Penalty: 3426.742432 Iteration 9Q: 3 clusters Score -162018.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -162046.187500 Penalty: 3426.742432 Iteration 10Q: 3 clusters Score -162046.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -162084.000000 Penalty: 3426.742432 Iteration 11Q: 3 clusters Score -162084 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -162137.359375 Penalty: 3426.742432 Iteration 12Q: 3 clusters Score -162137.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -162173.937500 Penalty: 3426.742432 Iteration 13Q: 3 clusters Score -162173.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -162213.109375 Penalty: 3426.742432 Iteration 14Q: 3 clusters Score -162213.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -162251.812500 Penalty: 3426.742432 Iteration 15Q: 3 clusters Score -162251.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -162269.406250 Penalty: 3426.742432 Iteration 16Q: 3 clusters Score -162269.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -162284.406250 Penalty: 3426.742432 Iteration 17Q: 3 clusters Score -162284.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -162312.718750 Penalty: 3426.742432 Iteration 18Q: 3 clusters Score -162312.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -162356.703125 Penalty: 3426.742432 Iteration 19Q: 3 clusters Score -162356.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -162386.406250 Penalty: 3426.742432 Iteration 20F: 3 clusters Score -162386.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -162442.515625 Penalty: 3426.742432 Iteration 21Q: 3 clusters Score -162442.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -162496.781250 Penalty: 3426.742432 Iteration 22Q: 3 clusters Score -162496.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -162560.109375 Penalty: 3426.742432 Iteration 23Q: 3 clusters Score -162560.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -162633.859375 Penalty: 3426.742432 Iteration 24Q: 3 clusters Score -162633.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -162670.140625 Penalty: 3426.742432 Iteration 25Q: 3 clusters Score -162670.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -162700.437500 Penalty: 3426.742432 Iteration 26Q: 3 clusters Score -162700.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -162719.140625 Penalty: 3426.742432 Iteration 27Q: 3 clusters Score -162719.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -162744.609375 Penalty: 3426.742432 Iteration 28Q: 3 clusters Score -162744.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -162770.281250 Penalty: 3426.742432 Iteration 29Q: 3 clusters Score -162770.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -162795.375000 Penalty: 3426.742432 Iteration 30Q: 3 clusters Score -162795.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -162804.015625 Penalty: 3426.742432 Iteration 31Q: 3 clusters Score -162804 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -162808.781250 Penalty: 3426.742432 Iteration 32Q: 3 clusters Score -162808.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -162819.281250 Penalty: 3426.742432 Iteration 33Q: 3 clusters Score -162819.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -162833.062500 Penalty: 3426.742432 Iteration 34Q: 3 clusters Score -162833.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -162841.859375 Penalty: 3426.742432 Iteration 35Q: 3 clusters Score -162841.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -162852.921875 Penalty: 3426.742432 Iteration 36Q: 3 clusters Score -162852.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -162870.031250 Penalty: 3426.742432 Iteration 37Q: 3 clusters Score -162870 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -162883.421875 Penalty: 3426.742432 Iteration 38Q: 3 clusters Score -162883.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -162893.437500 Penalty: 3426.742432 Iteration 39Q: 3 clusters Score -162893.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -162907.437500 Penalty: 3426.742432 Iteration 40F: 3 clusters Score -162907.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -162928.156250 Penalty: 3426.742432 Iteration 41Q: 3 clusters Score -162928.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -162943.671875 Penalty: 3426.742432 Iteration 42Q: 3 clusters Score -162943.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -162964.234375 Penalty: 3426.742432 Iteration 43Q: 3 clusters Score -162964.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -162972.437500 Penalty: 3426.742432 Iteration 44Q: 3 clusters Score -162972.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -162979.828125 Penalty: 3426.742432 Iteration 45Q: 3 clusters Score -162979.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -162983.671875 Penalty: 3426.742432 Iteration 46Q: 3 clusters Score -162983.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -162999.046875 Penalty: 3426.742432 Iteration 47Q: 3 clusters Score -162999 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -163036.062500 Penalty: 3426.742432 Iteration 48Q: 3 clusters Score -163036.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -163112.734375 Penalty: 3426.742432 Iteration 49Q: 3 clusters Score -163112.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -163213.812500 Penalty: 3426.742432 Iteration 50Q: 3 clusters Score -163213.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -163378.140625 Penalty: 3426.742432 Iteration 51Q: 3 clusters Score -163378.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -163497.250000 Penalty: 3426.742432 Iteration 52Q: 3 clusters Score -163497.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -163511.828125 Penalty: 3426.742432 Iteration 53Q: 3 clusters Score -163511.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -163511.828125 Penalty: 3426.742432 Iteration 54F: 3 clusters Score -163511.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 23653 members Mstep: Class 2 contains 28106 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 53833 members Mstep: Class 5 contains 498 members Mstep: Class 6 contains 25437 members Mstep: Class 7 contains 26257 members Mstep: Class 8 contains 1113 members Mstep: Class 9 contains 149 members Mstep: Class 10 contains 1696 members Mstep: Class 11 contains 286 members Mstep: Class 12 contains 19099 members Mstep: Class 13 contains 1341 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63228 members Mstep: Class 16 contains 1016 members Mstep: Class 17 contains 55314 members Mstep: Class 18 contains 13329 members Mstep: Class 19 contains 1571 members Mstep: Class 20 contains 899 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 23549 members Mstep: Class 23 contains 715 members Entering Unmasked Estep Score: -63644396.000000 Penalty: 72805.812500 Splitting cluster 11 changes total score from -63642636.000000 to -63644396.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 12 (19099 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19099 members Entering Unmasked Estep Score: -3435403.750000 Penalty: 2444.633057 Iteration 0F: 2 clusters Score -3435404 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9404 members Mstep: Class 2 contains 9695 members Entering Unmasked Estep Score: -3421929.250000 Penalty: 4889.266113 Iteration 0F: 3 clusters Score -3421929 nChanged 8341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8669 members Mstep: Class 2 contains 10430 members Entering Unmasked Estep Score: -3426592.000000 Penalty: 4889.266113 Iteration 1F: 3 clusters Score -3426592 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 11055 members Entering Unmasked Estep Score: -3427388.250000 Penalty: 4889.266113 Iteration 2F: 3 clusters Score -3427388 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 11881 members Entering Unmasked Estep Score: -3428422.250000 Penalty: 4889.266113 Iteration 3F: 3 clusters Score -3428422 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6245 members Mstep: Class 2 contains 12854 members Entering Unmasked Estep Score: -3429708.250000 Penalty: 4889.266113 Iteration 4F: 3 clusters Score -3429708 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 13965 members Entering Unmasked Estep Score: -3431084.500000 Penalty: 4889.266113 Iteration 5F: 3 clusters Score -3431084 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 15016 members Entering Unmasked Estep Score: -3432254.000000 Penalty: 4889.266113 Iteration 6F: 3 clusters Score -3432254 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 15852 members Entering Unmasked Estep Score: -3433046.000000 Penalty: 4889.266113 Iteration 7F: 3 clusters Score -3433046 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 16431 members Entering Unmasked Estep Score: -3433517.000000 Penalty: 4889.266113 Iteration 8Q: 3 clusters Score -3433517 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 16813 members Entering Unmasked Estep Score: -3433811.000000 Penalty: 4889.266113 Iteration 9Q: 3 clusters Score -3433811 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 17063 members Entering Unmasked Estep Score: -3433997.250000 Penalty: 4889.266113 Iteration 10Q: 3 clusters Score -3433997 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 17227 members Entering Unmasked Estep Score: -3434100.750000 Penalty: 4889.266113 Iteration 11Q: 3 clusters Score -3434101 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 17331 members Entering Unmasked Estep Score: -3434172.250000 Penalty: 4889.266113 Iteration 12Q: 3 clusters Score -3434172 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 17413 members Entering Unmasked Estep Score: -3434218.500000 Penalty: 4889.266113 Iteration 13Q: 3 clusters Score -3434218 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 17484 members Entering Unmasked Estep Score: -3434257.250000 Penalty: 4889.266113 Iteration 14Q: 3 clusters Score -3434257 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 17534 members Entering Unmasked Estep Score: -3434276.750000 Penalty: 4889.266113 Iteration 15Q: 3 clusters Score -3434277 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 17569 members Entering Unmasked Estep Score: -3434288.500000 Penalty: 4889.266113 Iteration 16Q: 3 clusters Score -3434288 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 17596 members Entering Unmasked Estep Score: -3434298.000000 Penalty: 4889.266113 Iteration 17Q: 3 clusters Score -3434298 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 17620 members Entering Unmasked Estep Score: -3434308.250000 Penalty: 4889.266113 Iteration 18Q: 3 clusters Score -3434308 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 17653 members Entering Unmasked Estep Score: -3434322.000000 Penalty: 4889.266113 Iteration 19Q: 3 clusters Score -3434322 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 17673 members Entering Unmasked Estep Score: -3434330.250000 Penalty: 4889.266113 Iteration 20F: 3 clusters Score -3434330 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 17687 members Entering Unmasked Estep Score: -3434335.000000 Penalty: 4889.266113 Iteration 21Q: 3 clusters Score -3434335 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 17697 members Entering Unmasked Estep Score: -3434335.500000 Penalty: 4889.266113 Iteration 22Q: 3 clusters Score -3434336 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 17702 members Entering Unmasked Estep Score: -3434338.500000 Penalty: 4889.266113 Iteration 23Q: 3 clusters Score -3434338 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 17708 members Entering Unmasked Estep Score: -3434336.250000 Penalty: 4889.266113 Iteration 24Q: 3 clusters Score -3434336 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 17713 members Entering Unmasked Estep Score: -3434336.500000 Penalty: 4889.266113 Iteration 25Q: 3 clusters Score -3434336 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 17717 members Entering Unmasked Estep Score: -3434340.750000 Penalty: 4889.266113 Iteration 26Q: 3 clusters Score -3434341 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 17722 members Entering Unmasked Estep Score: -3434349.500000 Penalty: 4889.266113 Iteration 27Q: 3 clusters Score -3434350 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 17727 members Entering Unmasked Estep Score: -3434350.500000 Penalty: 4889.266113 Iteration 28Q: 3 clusters Score -3434350 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 17731 members Entering Unmasked Estep Score: -3434346.000000 Penalty: 4889.266113 Iteration 29Q: 3 clusters Score -3434346 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 17732 members Entering Unmasked Estep Score: -3434349.500000 Penalty: 4889.266113 Iteration 30Q: 3 clusters Score -3434350 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 17732 members Entering Unmasked Estep Score: -3434349.500000 Penalty: 4889.266113 Iteration 31F: 3 clusters Score -3434350 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Entering Unmasked Estep Score: -216538.031250 Penalty: 1785.890381 Iteration 0F: 2 clusters Score -216538 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -214371.578125 Penalty: 3571.780762 Iteration 0F: 3 clusters Score -214371.6 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -214846.843750 Penalty: 3571.780762 Iteration 1F: 3 clusters Score -214846.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -215052.218750 Penalty: 3571.780762 Iteration 2F: 3 clusters Score -215052.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -215228.703125 Penalty: 3571.780762 Iteration 3F: 3 clusters Score -215228.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -215387.218750 Penalty: 3571.780762 Iteration 4Q: 3 clusters Score -215387.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -215530.937500 Penalty: 3571.780762 Iteration 5Q: 3 clusters Score -215530.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -215718.453125 Penalty: 3571.780762 Iteration 6F: 3 clusters Score -215718.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -215934.031250 Penalty: 3571.780762 Iteration 7Q: 3 clusters Score -215934 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -216174.234375 Penalty: 3571.780762 Iteration 8Q: 3 clusters Score -216174.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -216330.140625 Penalty: 3571.780762 Iteration 9Q: 3 clusters Score -216330.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -216508.046875 Penalty: 3571.780762 Iteration 10Q: 3 clusters Score -216508 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -216578.859375 Penalty: 3571.780762 Iteration 11Q: 3 clusters Score -216578.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -216656.234375 Penalty: 3571.780762 Iteration 12Q: 3 clusters Score -216656.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -216734.031250 Penalty: 3571.780762 Iteration 13Q: 3 clusters Score -216734 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -216803.000000 Penalty: 3571.780762 Iteration 14Q: 3 clusters Score -216803 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -216880.718750 Penalty: 3571.780762 Iteration 15Q: 3 clusters Score -216880.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -216957.468750 Penalty: 3571.780762 Iteration 16Q: 3 clusters Score -216957.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -217021.687500 Penalty: 3571.780762 Iteration 17Q: 3 clusters Score -217021.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -217087.078125 Penalty: 3571.780762 Iteration 18Q: 3 clusters Score -217087.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -217170.265625 Penalty: 3571.780762 Iteration 19Q: 3 clusters Score -217170.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -217244.156250 Penalty: 3571.780762 Iteration 20F: 3 clusters Score -217244.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -217293.359375 Penalty: 3571.780762 Iteration 21Q: 3 clusters Score -217293.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -217330.687500 Penalty: 3571.780762 Iteration 22Q: 3 clusters Score -217330.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -217350.015625 Penalty: 3571.780762 Iteration 23Q: 3 clusters Score -217350 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -217363.906250 Penalty: 3571.780762 Iteration 24Q: 3 clusters Score -217363.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -217373.156250 Penalty: 3571.780762 Iteration 25Q: 3 clusters Score -217373.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -217377.593750 Penalty: 3571.780762 Iteration 26Q: 3 clusters Score -217377.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -217381.140625 Penalty: 3571.780762 Iteration 27Q: 3 clusters Score -217381.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -217381.859375 Penalty: 3571.780762 Iteration 28Q: 3 clusters Score -217381.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -217381.859375 Penalty: 3571.780762 Iteration 29F: 3 clusters Score -217381.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 23653 members Mstep: Class 2 contains 28106 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 53833 members Mstep: Class 5 contains 498 members Mstep: Class 6 contains 25437 members Mstep: Class 7 contains 26257 members Mstep: Class 8 contains 1113 members Mstep: Class 9 contains 149 members Mstep: Class 10 contains 1696 members Mstep: Class 11 contains 286 members Mstep: Class 12 contains 19099 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63228 members Mstep: Class 16 contains 1016 members Mstep: Class 17 contains 55314 members Mstep: Class 18 contains 13329 members Mstep: Class 19 contains 1571 members Mstep: Class 20 contains 899 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 23549 members Mstep: Class 23 contains 715 members Mstep: Class 24 contains 882 members Entering Unmasked Estep Score: -63643900.000000 Penalty: 75971.281250 Splitting cluster 13 changes total score from -63642636.000000 to -63643900.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 14 (374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Entering Unmasked Estep Score: -56041.582031 Penalty: 1469.215454 Iteration 0F: 2 clusters Score -56041.58 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 172 members Entering Unmasked Estep Score: -54684.257812 Penalty: 2938.430908 Iteration 0F: 3 clusters Score -54684.26 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -54843.101562 Penalty: 2938.430908 Iteration 1F: 3 clusters Score -54843.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -54920.214844 Penalty: 2938.430908 Iteration 2F: 3 clusters Score -54920.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -54965.945312 Penalty: 2938.430908 Iteration 3Q: 3 clusters Score -54965.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -55002.054688 Penalty: 2938.430908 Iteration 4Q: 3 clusters Score -55002.05 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -55054.007812 Penalty: 2938.430908 Iteration 5Q: 3 clusters Score -55054.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -55080.238281 Penalty: 2938.430908 Iteration 6Q: 3 clusters Score -55080.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -55108.929688 Penalty: 2938.430908 Iteration 7Q: 3 clusters Score -55108.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -55144.195312 Penalty: 2938.430908 Iteration 8Q: 3 clusters Score -55144.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -55167.921875 Penalty: 2938.430908 Iteration 9Q: 3 clusters Score -55167.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -55194.289062 Penalty: 2938.430908 Iteration 10Q: 3 clusters Score -55194.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -55198.371094 Penalty: 2938.430908 Iteration 11Q: 3 clusters Score -55198.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -55201.554688 Penalty: 2938.430908 Iteration 12Q: 3 clusters Score -55201.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -55207.128906 Penalty: 2938.430908 Iteration 13Q: 3 clusters Score -55207.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -55207.128906 Penalty: 2938.430908 Iteration 14F: 3 clusters Score -55207.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (63228 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63228 members Entering Unmasked Estep Score: -11374645.000000 Penalty: 2741.516602 Iteration 0F: 2 clusters Score -1.137464e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31543 members Mstep: Class 2 contains 31685 members Entering Unmasked Estep Score: -11340726.000000 Penalty: 5483.033203 Iteration 0F: 3 clusters Score -1.134073e+07 nChanged 29378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31105 members Mstep: Class 2 contains 32123 members Entering Unmasked Estep Score: -11357093.000000 Penalty: 5483.033203 Iteration 1F: 3 clusters Score -1.135709e+07 nChanged 2319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30896 members Mstep: Class 2 contains 32332 members Entering Unmasked Estep Score: -11357678.000000 Penalty: 5483.033203 Iteration 2Q: 3 clusters Score -1.135768e+07 nChanged 2228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30510 members Mstep: Class 2 contains 32718 members Entering Unmasked Estep Score: -11358222.000000 Penalty: 5483.033203 Iteration 3Q: 3 clusters Score -1.135822e+07 nChanged 2206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29946 members Mstep: Class 2 contains 33282 members Entering Unmasked Estep Score: -11358897.000000 Penalty: 5483.033203 Iteration 4Q: 3 clusters Score -1.13589e+07 nChanged 2331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29051 members Mstep: Class 2 contains 34177 members Entering Unmasked Estep Score: -11359612.000000 Penalty: 5483.033203 Iteration 5Q: 3 clusters Score -1.135961e+07 nChanged 2500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27795 members Mstep: Class 2 contains 35433 members Entering Unmasked Estep Score: -11360464.000000 Penalty: 5483.033203 Iteration 6Q: 3 clusters Score -1.136046e+07 nChanged 2800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26063 members Mstep: Class 2 contains 37165 members Entering Unmasked Estep Score: -11361773.000000 Penalty: 5483.033203 Iteration 7Q: 3 clusters Score -1.136177e+07 nChanged 3268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23795 members Mstep: Class 2 contains 39433 members Entering Unmasked Estep Score: -11363508.000000 Penalty: 5483.033203 Iteration 8F: 3 clusters Score -1.136351e+07 nChanged 3535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21276 members Mstep: Class 2 contains 41952 members Entering Unmasked Estep Score: -11365613.000000 Penalty: 5483.033203 Iteration 9F: 3 clusters Score -1.136561e+07 nChanged 3544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18732 members Mstep: Class 2 contains 44496 members Entering Unmasked Estep Score: -11367946.000000 Penalty: 5483.033203 Iteration 10F: 3 clusters Score -1.136795e+07 nChanged 3192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16566 members Mstep: Class 2 contains 46662 members Entering Unmasked Estep Score: -11369625.000000 Penalty: 5483.033203 Iteration 11F: 3 clusters Score -1.136962e+07 nChanged 2644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15102 members Mstep: Class 2 contains 48126 members Entering Unmasked Estep Score: -11370768.000000 Penalty: 5483.033203 Iteration 12Q: 3 clusters Score -1.137077e+07 nChanged 1947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14183 members Mstep: Class 2 contains 49045 members Entering Unmasked Estep Score: -11371479.000000 Penalty: 5483.033203 Iteration 13Q: 3 clusters Score -1.137148e+07 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13536 members Mstep: Class 2 contains 49692 members Entering Unmasked Estep Score: -11371779.000000 Penalty: 5483.033203 Iteration 14Q: 3 clusters Score -1.137178e+07 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12993 members Mstep: Class 2 contains 50235 members Entering Unmasked Estep Score: -11371838.000000 Penalty: 5483.033203 Iteration 15Q: 3 clusters Score -1.137184e+07 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12536 members Mstep: Class 2 contains 50692 members Entering Unmasked Estep Score: -11371845.000000 Penalty: 5483.033203 Iteration 16Q: 3 clusters Score -1.137184e+07 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12129 members Mstep: Class 2 contains 51099 members Entering Unmasked Estep Score: -11371825.000000 Penalty: 5483.033203 Iteration 17Q: 3 clusters Score -1.137182e+07 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11782 members Mstep: Class 2 contains 51446 members Entering Unmasked Estep Score: -11371808.000000 Penalty: 5483.033203 Iteration 18Q: 3 clusters Score -1.137181e+07 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11444 members Mstep: Class 2 contains 51784 members Entering Unmasked Estep Score: -11371803.000000 Penalty: 5483.033203 Iteration 19Q: 3 clusters Score -1.13718e+07 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11104 members Mstep: Class 2 contains 52124 members Entering Unmasked Estep Score: -11371806.000000 Penalty: 5483.033203 Iteration 20F: 3 clusters Score -1.137181e+07 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10791 members Mstep: Class 2 contains 52437 members Entering Unmasked Estep Score: -11371728.000000 Penalty: 5483.033203 Iteration 21Q: 3 clusters Score -1.137173e+07 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10507 members Mstep: Class 2 contains 52721 members Entering Unmasked Estep Score: -11371669.000000 Penalty: 5483.033203 Iteration 22Q: 3 clusters Score -1.137167e+07 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10238 members Mstep: Class 2 contains 52990 members Entering Unmasked Estep Score: -11371655.000000 Penalty: 5483.033203 Iteration 23Q: 3 clusters Score -1.137166e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9957 members Mstep: Class 2 contains 53271 members Entering Unmasked Estep Score: -11371577.000000 Penalty: 5483.033203 Iteration 24Q: 3 clusters Score -1.137158e+07 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9709 members Mstep: Class 2 contains 53519 members Entering Unmasked Estep Score: -11371556.000000 Penalty: 5483.033203 Iteration 25Q: 3 clusters Score -1.137156e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9459 members Mstep: Class 2 contains 53769 members Entering Unmasked Estep Score: -11371492.000000 Penalty: 5483.033203 Iteration 26Q: 3 clusters Score -1.137149e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9219 members Mstep: Class 2 contains 54009 members Entering Unmasked Estep Score: -11371446.000000 Penalty: 5483.033203 Iteration 27Q: 3 clusters Score -1.137145e+07 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8971 members Mstep: Class 2 contains 54257 members Entering Unmasked Estep Score: -11371461.000000 Penalty: 5483.033203 Iteration 28Q: 3 clusters Score -1.137146e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8720 members Mstep: Class 2 contains 54508 members Entering Unmasked Estep Score: -11371462.000000 Penalty: 5483.033203 Iteration 29Q: 3 clusters Score -1.137146e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8479 members Mstep: Class 2 contains 54749 members Entering Unmasked Estep Score: -11371435.000000 Penalty: 5483.033203 Iteration 30Q: 3 clusters Score -1.137144e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8255 members Mstep: Class 2 contains 54973 members Entering Unmasked Estep Score: -11371411.000000 Penalty: 5483.033203 Iteration 31Q: 3 clusters Score -1.137141e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8049 members Mstep: Class 2 contains 55179 members Entering Unmasked Estep Score: -11371370.000000 Penalty: 5483.033203 Iteration 32Q: 3 clusters Score -1.137137e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7842 members Mstep: Class 2 contains 55386 members Entering Unmasked Estep Score: -11371325.000000 Penalty: 5483.033203 Iteration 33Q: 3 clusters Score -1.137132e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7657 members Mstep: Class 2 contains 55571 members Entering Unmasked Estep Score: -11371338.000000 Penalty: 5483.033203 Iteration 34Q: 3 clusters Score -1.137134e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7481 members Mstep: Class 2 contains 55747 members Entering Unmasked Estep Score: -11371342.000000 Penalty: 5483.033203 Iteration 35Q: 3 clusters Score -1.137134e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7331 members Mstep: Class 2 contains 55897 members Entering Unmasked Estep Score: -11371337.000000 Penalty: 5483.033203 Iteration 36Q: 3 clusters Score -1.137134e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7170 members Mstep: Class 2 contains 56058 members Entering Unmasked Estep Score: -11371332.000000 Penalty: 5483.033203 Iteration 37Q: 3 clusters Score -1.137133e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7031 members Mstep: Class 2 contains 56197 members Entering Unmasked Estep Score: -11371366.000000 Penalty: 5483.033203 Iteration 38Q: 3 clusters Score -1.137137e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6886 members Mstep: Class 2 contains 56342 members Entering Unmasked Estep Score: -11371369.000000 Penalty: 5483.033203 Iteration 39Q: 3 clusters Score -1.137137e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 56497 members Entering Unmasked Estep Score: -11371364.000000 Penalty: 5483.033203 Iteration 40F: 3 clusters Score -1.137136e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6566 members Mstep: Class 2 contains 56662 members Entering Unmasked Estep Score: -11371352.000000 Penalty: 5483.033203 Iteration 41Q: 3 clusters Score -1.137135e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 56833 members Entering Unmasked Estep Score: -11371332.000000 Penalty: 5483.033203 Iteration 42Q: 3 clusters Score -1.137133e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 57004 members Entering Unmasked Estep Score: -11371368.000000 Penalty: 5483.033203 Iteration 43Q: 3 clusters Score -1.137137e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 57145 members Entering Unmasked Estep Score: -11371363.000000 Penalty: 5483.033203 Iteration 44Q: 3 clusters Score -1.137136e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 57276 members Entering Unmasked Estep Score: -11371350.000000 Penalty: 5483.033203 Iteration 45Q: 3 clusters Score -1.137135e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5834 members Mstep: Class 2 contains 57394 members Entering Unmasked Estep Score: -11371329.000000 Penalty: 5483.033203 Iteration 46Q: 3 clusters Score -1.137133e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 57511 members Entering Unmasked Estep Score: -11371322.000000 Penalty: 5483.033203 Iteration 47Q: 3 clusters Score -1.137132e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 57605 members Entering Unmasked Estep Score: -11371302.000000 Penalty: 5483.033203 Iteration 48Q: 3 clusters Score -1.13713e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Mstep: Class 2 contains 57706 members Entering Unmasked Estep Score: -11371267.000000 Penalty: 5483.033203 Iteration 49Q: 3 clusters Score -1.137127e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 57805 members Entering Unmasked Estep Score: -11371286.000000 Penalty: 5483.033203 Iteration 50Q: 3 clusters Score -1.137129e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 57910 members Entering Unmasked Estep Score: -11371252.000000 Penalty: 5483.033203 Iteration 51Q: 3 clusters Score -1.137125e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5206 members Mstep: Class 2 contains 58022 members Entering Unmasked Estep Score: -11371196.000000 Penalty: 5483.033203 Iteration 52Q: 3 clusters Score -1.13712e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 58112 members Entering Unmasked Estep Score: -11371172.000000 Penalty: 5483.033203 Iteration 53Q: 3 clusters Score -1.137117e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 58198 members Entering Unmasked Estep Score: -11371177.000000 Penalty: 5483.033203 Iteration 54Q: 3 clusters Score -1.137118e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 58291 members Entering Unmasked Estep Score: -11371159.000000 Penalty: 5483.033203 Iteration 55Q: 3 clusters Score -1.137116e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 58375 members Entering Unmasked Estep Score: -11371149.000000 Penalty: 5483.033203 Iteration 56Q: 3 clusters Score -1.137115e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 58464 members Entering Unmasked Estep Score: -11371141.000000 Penalty: 5483.033203 Iteration 57Q: 3 clusters Score -1.137114e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 58559 members Entering Unmasked Estep Score: -11371161.000000 Penalty: 5483.033203 Iteration 58Q: 3 clusters Score -1.137116e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 58649 members Entering Unmasked Estep Score: -11371182.000000 Penalty: 5483.033203 Iteration 59Q: 3 clusters Score -1.137118e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 58751 members Entering Unmasked Estep Score: -11371194.000000 Penalty: 5483.033203 Iteration 60F: 3 clusters Score -1.137119e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 58856 members Entering Unmasked Estep Score: -11371185.000000 Penalty: 5483.033203 Iteration 61Q: 3 clusters Score -1.137118e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 58962 members Entering Unmasked Estep Score: -11371219.000000 Penalty: 5483.033203 Iteration 62Q: 3 clusters Score -1.137122e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 59069 members Entering Unmasked Estep Score: -11371217.000000 Penalty: 5483.033203 Iteration 63Q: 3 clusters Score -1.137122e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 59164 members Entering Unmasked Estep Score: -11371262.000000 Penalty: 5483.033203 Iteration 64Q: 3 clusters Score -1.137126e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 59244 members Entering Unmasked Estep Score: -11371268.000000 Penalty: 5483.033203 Iteration 65Q: 3 clusters Score -1.137127e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 59333 members Entering Unmasked Estep Score: -11371276.000000 Penalty: 5483.033203 Iteration 66Q: 3 clusters Score -1.137128e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 59431 members Entering Unmasked Estep Score: -11371299.000000 Penalty: 5483.033203 Iteration 67Q: 3 clusters Score -1.13713e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 59523 members Entering Unmasked Estep Score: -11371300.000000 Penalty: 5483.033203 Iteration 68Q: 3 clusters Score -1.13713e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 59613 members Entering Unmasked Estep Score: -11371318.000000 Penalty: 5483.033203 Iteration 69Q: 3 clusters Score -1.137132e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 59688 members Entering Unmasked Estep Score: -11371343.000000 Penalty: 5483.033203 Iteration 70Q: 3 clusters Score -1.137134e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 59773 members Entering Unmasked Estep Score: -11371350.000000 Penalty: 5483.033203 Iteration 71Q: 3 clusters Score -1.137135e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 59853 members Entering Unmasked Estep Score: -11371369.000000 Penalty: 5483.033203 Iteration 72Q: 3 clusters Score -1.137137e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 59929 members Entering Unmasked Estep Score: -11371395.000000 Penalty: 5483.033203 Iteration 73Q: 3 clusters Score -1.13714e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 60011 members Entering Unmasked Estep Score: -11371444.000000 Penalty: 5483.033203 Iteration 74Q: 3 clusters Score -1.137144e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 60086 members Entering Unmasked Estep Score: -11371446.000000 Penalty: 5483.033203 Iteration 75Q: 3 clusters Score -1.137145e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 60161 members Entering Unmasked Estep Score: -11371460.000000 Penalty: 5483.033203 Iteration 76Q: 3 clusters Score -1.137146e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 60234 members Entering Unmasked Estep Score: -11371494.000000 Penalty: 5483.033203 Iteration 77Q: 3 clusters Score -1.137149e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 60294 members Entering Unmasked Estep Score: -11371517.000000 Penalty: 5483.033203 Iteration 78Q: 3 clusters Score -1.137152e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 60348 members Entering Unmasked Estep Score: -11371532.000000 Penalty: 5483.033203 Iteration 79Q: 3 clusters Score -1.137153e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 60400 members Entering Unmasked Estep Score: -11371545.000000 Penalty: 5483.033203 Iteration 80F: 3 clusters Score -1.137154e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 60457 members Entering Unmasked Estep Score: -11371556.000000 Penalty: 5483.033203 Iteration 81Q: 3 clusters Score -1.137156e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 60508 members Entering Unmasked Estep Score: -11371557.000000 Penalty: 5483.033203 Iteration 82Q: 3 clusters Score -1.137156e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 60556 members Entering Unmasked Estep Score: -11371578.000000 Penalty: 5483.033203 Iteration 83Q: 3 clusters Score -1.137158e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 60612 members Entering Unmasked Estep Score: -11371554.000000 Penalty: 5483.033203 Iteration 84Q: 3 clusters Score -1.137155e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 60673 members Entering Unmasked Estep Score: -11371573.000000 Penalty: 5483.033203 Iteration 85Q: 3 clusters Score -1.137157e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 60721 members Entering Unmasked Estep Score: -11371595.000000 Penalty: 5483.033203 Iteration 86Q: 3 clusters Score -1.13716e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 60764 members Entering Unmasked Estep Score: -11371596.000000 Penalty: 5483.033203 Iteration 87Q: 3 clusters Score -1.13716e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 60810 members Entering Unmasked Estep Score: -11371626.000000 Penalty: 5483.033203 Iteration 88Q: 3 clusters Score -1.137163e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 60849 members Entering Unmasked Estep Score: -11371650.000000 Penalty: 5483.033203 Iteration 89Q: 3 clusters Score -1.137165e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 60883 members Entering Unmasked Estep Score: -11371668.000000 Penalty: 5483.033203 Iteration 90Q: 3 clusters Score -1.137167e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 60918 members Entering Unmasked Estep Score: -11371677.000000 Penalty: 5483.033203 Iteration 91Q: 3 clusters Score -1.137168e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 60957 members Entering Unmasked Estep Score: -11371686.000000 Penalty: 5483.033203 Iteration 92Q: 3 clusters Score -1.137169e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 60986 members Entering Unmasked Estep Score: -11371690.000000 Penalty: 5483.033203 Iteration 93Q: 3 clusters Score -1.137169e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 61023 members Entering Unmasked Estep Score: -11371719.000000 Penalty: 5483.033203 Iteration 94Q: 3 clusters Score -1.137172e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 61054 members Entering Unmasked Estep Score: -11371736.000000 Penalty: 5483.033203 Iteration 95Q: 3 clusters Score -1.137174e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 61081 members Entering Unmasked Estep Score: -11371721.000000 Penalty: 5483.033203 Iteration 96Q: 3 clusters Score -1.137172e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 61102 members Entering Unmasked Estep Score: -11371718.000000 Penalty: 5483.033203 Iteration 97Q: 3 clusters Score -1.137172e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 61126 members Entering Unmasked Estep Score: -11371738.000000 Penalty: 5483.033203 Iteration 98Q: 3 clusters Score -1.137174e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 61144 members Entering Unmasked Estep Score: -11371740.000000 Penalty: 5483.033203 Iteration 99Q: 3 clusters Score -1.137174e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 61164 members Entering Unmasked Estep Score: -11371756.000000 Penalty: 5483.033203 Iteration 100F: 3 clusters Score -1.137176e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 61185 members Entering Unmasked Estep Score: -11371754.000000 Penalty: 5483.033203 Iteration 101Q: 3 clusters Score -1.137175e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 61207 members Entering Unmasked Estep Score: -11371759.000000 Penalty: 5483.033203 Iteration 102Q: 3 clusters Score -1.137176e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 61225 members Entering Unmasked Estep Score: -11371750.000000 Penalty: 5483.033203 Iteration 103Q: 3 clusters Score -1.137175e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 61240 members Entering Unmasked Estep Score: -11371755.000000 Penalty: 5483.033203 Iteration 104Q: 3 clusters Score -1.137176e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 61251 members Entering Unmasked Estep Score: -11371747.000000 Penalty: 5483.033203 Iteration 105Q: 3 clusters Score -1.137175e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 61264 members Entering Unmasked Estep Score: -11371766.000000 Penalty: 5483.033203 Iteration 106Q: 3 clusters Score -1.137177e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 61280 members Entering Unmasked Estep Score: -11371767.000000 Penalty: 5483.033203 Iteration 107Q: 3 clusters Score -1.137177e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 61292 members Entering Unmasked Estep Score: -11371774.000000 Penalty: 5483.033203 Iteration 108Q: 3 clusters Score -1.137177e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 61311 members Entering Unmasked Estep Score: -11371785.000000 Penalty: 5483.033203 Iteration 109Q: 3 clusters Score -1.137178e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 61335 members Entering Unmasked Estep Score: -11371796.000000 Penalty: 5483.033203 Iteration 110Q: 3 clusters Score -1.13718e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 61352 members Entering Unmasked Estep Score: -11371790.000000 Penalty: 5483.033203 Iteration 111Q: 3 clusters Score -1.137179e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 61378 members Entering Unmasked Estep Score: -11371807.000000 Penalty: 5483.033203 Iteration 112Q: 3 clusters Score -1.137181e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 61405 members Entering Unmasked Estep Score: -11371791.000000 Penalty: 5483.033203 Iteration 113Q: 3 clusters Score -1.137179e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 61432 members Entering Unmasked Estep Score: -11371792.000000 Penalty: 5483.033203 Iteration 114Q: 3 clusters Score -1.137179e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 61458 members Entering Unmasked Estep Score: -11371793.000000 Penalty: 5483.033203 Iteration 115Q: 3 clusters Score -1.137179e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 61481 members Entering Unmasked Estep Score: -11371800.000000 Penalty: 5483.033203 Iteration 116Q: 3 clusters Score -1.13718e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 61500 members Entering Unmasked Estep Score: -11371800.000000 Penalty: 5483.033203 Iteration 117Q: 3 clusters Score -1.13718e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 61519 members Entering Unmasked Estep Score: -11371814.000000 Penalty: 5483.033203 Iteration 118Q: 3 clusters Score -1.137181e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 61538 members Entering Unmasked Estep Score: -11371823.000000 Penalty: 5483.033203 Iteration 119Q: 3 clusters Score -1.137182e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 61561 members Entering Unmasked Estep Score: -11371845.000000 Penalty: 5483.033203 Iteration 120F: 3 clusters Score -1.137184e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 61586 members Entering Unmasked Estep Score: -11371855.000000 Penalty: 5483.033203 Iteration 121Q: 3 clusters Score -1.137186e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 61613 members Entering Unmasked Estep Score: -11371867.000000 Penalty: 5483.033203 Iteration 122Q: 3 clusters Score -1.137187e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 61640 members Entering Unmasked Estep Score: -11371892.000000 Penalty: 5483.033203 Iteration 123Q: 3 clusters Score -1.137189e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 61667 members Entering Unmasked Estep Score: -11371904.000000 Penalty: 5483.033203 Iteration 124Q: 3 clusters Score -1.13719e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 61696 members Entering Unmasked Estep Score: -11371926.000000 Penalty: 5483.033203 Iteration 125Q: 3 clusters Score -1.137193e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 61725 members Entering Unmasked Estep Score: -11371931.000000 Penalty: 5483.033203 Iteration 126Q: 3 clusters Score -1.137193e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 61750 members Entering Unmasked Estep Score: -11371941.000000 Penalty: 5483.033203 Iteration 127Q: 3 clusters Score -1.137194e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 61771 members Entering Unmasked Estep Score: -11371955.000000 Penalty: 5483.033203 Iteration 128Q: 3 clusters Score -1.137196e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 61798 members Entering Unmasked Estep Score: -11371983.000000 Penalty: 5483.033203 Iteration 129Q: 3 clusters Score -1.137198e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 61820 members Entering Unmasked Estep Score: -11371995.000000 Penalty: 5483.033203 Iteration 130Q: 3 clusters Score -1.1372e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 61846 members Entering Unmasked Estep Score: -11371994.000000 Penalty: 5483.033203 Iteration 131Q: 3 clusters Score -1.137199e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 61865 members Entering Unmasked Estep Score: -11372008.000000 Penalty: 5483.033203 Iteration 132Q: 3 clusters Score -1.137201e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 61889 members Entering Unmasked Estep Score: -11372033.000000 Penalty: 5483.033203 Iteration 133Q: 3 clusters Score -1.137203e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 61912 members Entering Unmasked Estep Score: -11372034.000000 Penalty: 5483.033203 Iteration 134Q: 3 clusters Score -1.137203e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 61927 members Entering Unmasked Estep Score: -11372030.000000 Penalty: 5483.033203 Iteration 135Q: 3 clusters Score -1.137203e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 61948 members Entering Unmasked Estep Score: -11372046.000000 Penalty: 5483.033203 Iteration 136Q: 3 clusters Score -1.137205e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 61969 members Entering Unmasked Estep Score: -11372069.000000 Penalty: 5483.033203 Iteration 137Q: 3 clusters Score -1.137207e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 61989 members Entering Unmasked Estep Score: -11372077.000000 Penalty: 5483.033203 Iteration 138Q: 3 clusters Score -1.137208e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 62015 members Entering Unmasked Estep Score: -11372066.000000 Penalty: 5483.033203 Iteration 139Q: 3 clusters Score -1.137207e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 62034 members Entering Unmasked Estep Score: -11372063.000000 Penalty: 5483.033203 Iteration 140F: 3 clusters Score -1.137206e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 62051 members Entering Unmasked Estep Score: -11372092.000000 Penalty: 5483.033203 Iteration 141Q: 3 clusters Score -1.137209e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 62068 members Entering Unmasked Estep Score: -11372101.000000 Penalty: 5483.033203 Iteration 142Q: 3 clusters Score -1.13721e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 62083 members Entering Unmasked Estep Score: -11372120.000000 Penalty: 5483.033203 Iteration 143Q: 3 clusters Score -1.137212e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 62096 members Entering Unmasked Estep Score: -11372121.000000 Penalty: 5483.033203 Iteration 144Q: 3 clusters Score -1.137212e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 62115 members Entering Unmasked Estep Score: -11372138.000000 Penalty: 5483.033203 Iteration 145Q: 3 clusters Score -1.137214e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 62132 members Entering Unmasked Estep Score: -11372151.000000 Penalty: 5483.033203 Iteration 146Q: 3 clusters Score -1.137215e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 62151 members Entering Unmasked Estep Score: -11372162.000000 Penalty: 5483.033203 Iteration 147Q: 3 clusters Score -1.137216e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 62179 members Entering Unmasked Estep Score: -11372176.000000 Penalty: 5483.033203 Iteration 148Q: 3 clusters Score -1.137218e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 62199 members Entering Unmasked Estep Score: -11372183.000000 Penalty: 5483.033203 Iteration 149Q: 3 clusters Score -1.137218e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 62222 members Entering Unmasked Estep Score: -11372204.000000 Penalty: 5483.033203 Iteration 150Q: 3 clusters Score -1.13722e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 62238 members Entering Unmasked Estep Score: -11372208.000000 Penalty: 5483.033203 Iteration 151Q: 3 clusters Score -1.137221e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 62253 members Entering Unmasked Estep Score: -11372222.000000 Penalty: 5483.033203 Iteration 152Q: 3 clusters Score -1.137222e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 62264 members Entering Unmasked Estep Score: -11372224.000000 Penalty: 5483.033203 Iteration 153Q: 3 clusters Score -1.137222e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 62274 members Entering Unmasked Estep Score: -11372237.000000 Penalty: 5483.033203 Iteration 154Q: 3 clusters Score -1.137224e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 62278 members Entering Unmasked Estep Score: -11372235.000000 Penalty: 5483.033203 Iteration 155Q: 3 clusters Score -1.137224e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 62282 members Entering Unmasked Estep Score: -11372244.000000 Penalty: 5483.033203 Iteration 156Q: 3 clusters Score -1.137224e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 62284 members Entering Unmasked Estep Score: -11372243.000000 Penalty: 5483.033203 Iteration 157Q: 3 clusters Score -1.137224e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 62285 members Entering Unmasked Estep Score: -11372243.000000 Penalty: 5483.033203 Iteration 158Q: 3 clusters Score -1.137224e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 62287 members Entering Unmasked Estep Score: -11372243.000000 Penalty: 5483.033203 Iteration 159Q: 3 clusters Score -1.137224e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 62291 members Entering Unmasked Estep Score: -11372244.000000 Penalty: 5483.033203 Iteration 160F: 3 clusters Score -1.137224e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 62294 members Entering Unmasked Estep Score: -11372245.000000 Penalty: 5483.033203 Iteration 161Q: 3 clusters Score -1.137224e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 62297 members Entering Unmasked Estep Score: -11372247.000000 Penalty: 5483.033203 Iteration 162Q: 3 clusters Score -1.137225e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 62297 members Entering Unmasked Estep Score: -11372247.000000 Penalty: 5483.033203 Iteration 163F: 3 clusters Score -1.137225e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1016 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Entering Unmasked Estep Score: -171494.312500 Penalty: 1717.059937 Iteration 0F: 2 clusters Score -171494.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -169529.687500 Penalty: 3434.119873 Iteration 0F: 3 clusters Score -169529.7 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -169847.234375 Penalty: 3434.119873 Iteration 1F: 3 clusters Score -169847.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -169948.531250 Penalty: 3434.119873 Iteration 2F: 3 clusters Score -169948.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -169998.921875 Penalty: 3434.119873 Iteration 3Q: 3 clusters Score -169998.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -170024.265625 Penalty: 3434.119873 Iteration 4Q: 3 clusters Score -170024.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -170041.328125 Penalty: 3434.119873 Iteration 5Q: 3 clusters Score -170041.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -170056.562500 Penalty: 3434.119873 Iteration 6Q: 3 clusters Score -170056.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -170068.515625 Penalty: 3434.119873 Iteration 7Q: 3 clusters Score -170068.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -170077.968750 Penalty: 3434.119873 Iteration 8Q: 3 clusters Score -170078 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -170090.609375 Penalty: 3434.119873 Iteration 9Q: 3 clusters Score -170090.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -170103.546875 Penalty: 3434.119873 Iteration 10Q: 3 clusters Score -170103.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -170113.218750 Penalty: 3434.119873 Iteration 11Q: 3 clusters Score -170113.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -170121.656250 Penalty: 3434.119873 Iteration 12Q: 3 clusters Score -170121.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -170124.593750 Penalty: 3434.119873 Iteration 13Q: 3 clusters Score -170124.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -170127.906250 Penalty: 3434.119873 Iteration 14Q: 3 clusters Score -170127.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -170131.703125 Penalty: 3434.119873 Iteration 15Q: 3 clusters Score -170131.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -170134.125000 Penalty: 3434.119873 Iteration 16Q: 3 clusters Score -170134.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -170137.500000 Penalty: 3434.119873 Iteration 17Q: 3 clusters Score -170137.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -170137.500000 Penalty: 3434.119873 Iteration 18F: 3 clusters Score -170137.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (55314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55314 members Entering Unmasked Estep Score: -10157984.000000 Penalty: 2708.353760 Iteration 0F: 2 clusters Score -1.015798e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27624 members Mstep: Class 2 contains 27690 members Entering Unmasked Estep Score: -10121474.000000 Penalty: 5416.707520 Iteration 0F: 3 clusters Score -1.012147e+07 nChanged 25663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27925 members Mstep: Class 2 contains 27389 members Entering Unmasked Estep Score: -10135892.000000 Penalty: 5416.707520 Iteration 1F: 3 clusters Score -1.013589e+07 nChanged 2091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28148 members Mstep: Class 2 contains 27166 members Entering Unmasked Estep Score: -10136412.000000 Penalty: 5416.707520 Iteration 2Q: 3 clusters Score -1.013641e+07 nChanged 1919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28429 members Mstep: Class 2 contains 26885 members Entering Unmasked Estep Score: -10136872.000000 Penalty: 5416.707520 Iteration 3Q: 3 clusters Score -1.013687e+07 nChanged 1875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28790 members Mstep: Class 2 contains 26524 members Entering Unmasked Estep Score: -10137310.000000 Penalty: 5416.707520 Iteration 4Q: 3 clusters Score -1.013731e+07 nChanged 1743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29265 members Mstep: Class 2 contains 26049 members Entering Unmasked Estep Score: -10137766.000000 Penalty: 5416.707520 Iteration 5Q: 3 clusters Score -1.013777e+07 nChanged 1846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29923 members Mstep: Class 2 contains 25391 members Entering Unmasked Estep Score: -10138344.000000 Penalty: 5416.707520 Iteration 6Q: 3 clusters Score -1.013834e+07 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30837 members Mstep: Class 2 contains 24477 members Entering Unmasked Estep Score: -10138896.000000 Penalty: 5416.707520 Iteration 7Q: 3 clusters Score -1.01389e+07 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32125 members Mstep: Class 2 contains 23189 members Entering Unmasked Estep Score: -10139775.000000 Penalty: 5416.707520 Iteration 8Q: 3 clusters Score -1.013978e+07 nChanged 2379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33784 members Mstep: Class 2 contains 21530 members Entering Unmasked Estep Score: -10140841.000000 Penalty: 5416.707520 Iteration 9Q: 3 clusters Score -1.014084e+07 nChanged 2531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35787 members Mstep: Class 2 contains 19527 members Entering Unmasked Estep Score: -10142230.000000 Penalty: 5416.707520 Iteration 10Q: 3 clusters Score -1.014223e+07 nChanged 2761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38142 members Mstep: Class 2 contains 17172 members Entering Unmasked Estep Score: -10144053.000000 Penalty: 5416.707520 Iteration 11Q: 3 clusters Score -1.014405e+07 nChanged 2867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40617 members Mstep: Class 2 contains 14697 members Entering Unmasked Estep Score: -10146159.000000 Penalty: 5416.707520 Iteration 12F: 3 clusters Score -1.014616e+07 nChanged 2572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42829 members Mstep: Class 2 contains 12485 members Entering Unmasked Estep Score: -10148188.000000 Penalty: 5416.707520 Iteration 13Q: 3 clusters Score -1.014819e+07 nChanged 2246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44737 members Mstep: Class 2 contains 10577 members Entering Unmasked Estep Score: -10149826.000000 Penalty: 5416.707520 Iteration 14Q: 3 clusters Score -1.014983e+07 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46271 members Mstep: Class 2 contains 9043 members Entering Unmasked Estep Score: -10150991.000000 Penalty: 5416.707520 Iteration 15Q: 3 clusters Score -1.015099e+07 nChanged 1398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47543 members Mstep: Class 2 contains 7771 members Entering Unmasked Estep Score: -10151819.000000 Penalty: 5416.707520 Iteration 16Q: 3 clusters Score -1.015182e+07 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48635 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -10152415.000000 Penalty: 5416.707520 Iteration 17Q: 3 clusters Score -1.015242e+07 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49634 members Mstep: Class 2 contains 5680 members Entering Unmasked Estep Score: -10152978.000000 Penalty: 5416.707520 Iteration 18Q: 3 clusters Score -1.015298e+07 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50579 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -10153504.000000 Penalty: 5416.707520 Iteration 19Q: 3 clusters Score -1.01535e+07 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51430 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -10153990.000000 Penalty: 5416.707520 Iteration 20F: 3 clusters Score -1.015399e+07 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52197 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -10154358.000000 Penalty: 5416.707520 Iteration 21Q: 3 clusters Score -1.015436e+07 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52848 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -10154718.000000 Penalty: 5416.707520 Iteration 22Q: 3 clusters Score -1.015472e+07 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53363 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -10155000.000000 Penalty: 5416.707520 Iteration 23Q: 3 clusters Score -1.0155e+07 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53774 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -10155217.000000 Penalty: 5416.707520 Iteration 24Q: 3 clusters Score -1.015522e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54062 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -10155356.000000 Penalty: 5416.707520 Iteration 25Q: 3 clusters Score -1.015536e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54268 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -10155505.000000 Penalty: 5416.707520 Iteration 26Q: 3 clusters Score -1.01555e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54424 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -10155609.000000 Penalty: 5416.707520 Iteration 27Q: 3 clusters Score -1.015561e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54542 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -10155701.000000 Penalty: 5416.707520 Iteration 28Q: 3 clusters Score -1.01557e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54621 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -10155779.000000 Penalty: 5416.707520 Iteration 29Q: 3 clusters Score -1.015578e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54686 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -10155827.000000 Penalty: 5416.707520 Iteration 30Q: 3 clusters Score -1.015583e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54739 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -10155892.000000 Penalty: 5416.707520 Iteration 31Q: 3 clusters Score -1.015589e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54777 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -10155941.000000 Penalty: 5416.707520 Iteration 32Q: 3 clusters Score -1.015594e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54793 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -10155940.000000 Penalty: 5416.707520 Iteration 33Q: 3 clusters Score -1.015594e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54803 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -10155964.000000 Penalty: 5416.707520 Iteration 34Q: 3 clusters Score -1.015596e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54810 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -10155974.000000 Penalty: 5416.707520 Iteration 35Q: 3 clusters Score -1.015597e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54820 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -10155985.000000 Penalty: 5416.707520 Iteration 36Q: 3 clusters Score -1.015598e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54826 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -10155986.000000 Penalty: 5416.707520 Iteration 37Q: 3 clusters Score -1.015599e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54828 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -10155992.000000 Penalty: 5416.707520 Iteration 38Q: 3 clusters Score -1.015599e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54829 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -10155988.000000 Penalty: 5416.707520 Iteration 39Q: 3 clusters Score -1.015599e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54834 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -10156000.000000 Penalty: 5416.707520 Iteration 40F: 3 clusters Score -1.0156e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54830 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -10156012.000000 Penalty: 5416.707520 Iteration 41Q: 3 clusters Score -1.015601e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54829 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -10156017.000000 Penalty: 5416.707520 Iteration 42Q: 3 clusters Score -1.015602e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54832 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -10156003.000000 Penalty: 5416.707520 Iteration 43Q: 3 clusters Score -1.0156e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54833 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -10156007.000000 Penalty: 5416.707520 Iteration 44Q: 3 clusters Score -1.015601e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54833 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -10156008.000000 Penalty: 5416.707520 Iteration 45Q: 3 clusters Score -1.015601e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54833 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -10156012.000000 Penalty: 5416.707520 Iteration 46Q: 3 clusters Score -1.015601e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54839 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -10156012.000000 Penalty: 5416.707520 Iteration 47Q: 3 clusters Score -1.015601e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54844 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -10156017.000000 Penalty: 5416.707520 Iteration 48Q: 3 clusters Score -1.015602e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54847 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -10156012.000000 Penalty: 5416.707520 Iteration 49Q: 3 clusters Score -1.015601e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54848 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -10156013.000000 Penalty: 5416.707520 Iteration 50Q: 3 clusters Score -1.015601e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54850 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -10156012.000000 Penalty: 5416.707520 Iteration 51Q: 3 clusters Score -1.015601e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54849 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -10156015.000000 Penalty: 5416.707520 Iteration 52Q: 3 clusters Score -1.015602e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54848 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -10156013.000000 Penalty: 5416.707520 Iteration 53Q: 3 clusters Score -1.015601e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54848 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -10156023.000000 Penalty: 5416.707520 Iteration 54Q: 3 clusters Score -1.015602e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54849 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -10156028.000000 Penalty: 5416.707520 Iteration 55Q: 3 clusters Score -1.015603e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54849 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -10156026.000000 Penalty: 5416.707520 Iteration 56Q: 3 clusters Score -1.015603e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54851 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -10156025.000000 Penalty: 5416.707520 Iteration 57Q: 3 clusters Score -1.015602e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54852 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -10156019.000000 Penalty: 5416.707520 Iteration 58Q: 3 clusters Score -1.015602e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54853 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -10156030.000000 Penalty: 5416.707520 Iteration 59Q: 3 clusters Score -1.015603e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54853 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -10156030.000000 Penalty: 5416.707520 Iteration 60F: 3 clusters Score -1.015603e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (13329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13329 members Entering Unmasked Estep Score: -2305102.500000 Penalty: 2355.428955 Iteration 0F: 2 clusters Score -2305102 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 6671 members Entering Unmasked Estep Score: -2295307.000000 Penalty: 4710.857910 Iteration 0F: 3 clusters Score -2295307 nChanged 5650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6698 members Mstep: Class 2 contains 6631 members Entering Unmasked Estep Score: -2298330.750000 Penalty: 4710.857910 Iteration 1F: 3 clusters Score -2298331 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 6615 members Entering Unmasked Estep Score: -2298671.000000 Penalty: 4710.857910 Iteration 2F: 3 clusters Score -2298671 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6732 members Mstep: Class 2 contains 6597 members Entering Unmasked Estep Score: -2298965.250000 Penalty: 4710.857910 Iteration 3Q: 3 clusters Score -2298965 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 6598 members Entering Unmasked Estep Score: -2299255.250000 Penalty: 4710.857910 Iteration 4Q: 3 clusters Score -2299255 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 6618 members Entering Unmasked Estep Score: -2299503.750000 Penalty: 4710.857910 Iteration 5Q: 3 clusters Score -2299504 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 6684 members Entering Unmasked Estep Score: -2299742.000000 Penalty: 4710.857910 Iteration 6Q: 3 clusters Score -2299742 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6558 members Mstep: Class 2 contains 6771 members Entering Unmasked Estep Score: -2299947.500000 Penalty: 4710.857910 Iteration 7Q: 3 clusters Score -2299948 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -2300142.000000 Penalty: 4710.857910 Iteration 8Q: 3 clusters Score -2300142 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6243 members Mstep: Class 2 contains 7086 members Entering Unmasked Estep Score: -2300352.250000 Penalty: 4710.857910 Iteration 9Q: 3 clusters Score -2300352 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 7281 members Entering Unmasked Estep Score: -2300539.750000 Penalty: 4710.857910 Iteration 10Q: 3 clusters Score -2300540 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 7507 members Entering Unmasked Estep Score: -2300728.750000 Penalty: 4710.857910 Iteration 11Q: 3 clusters Score -2300729 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5537 members Mstep: Class 2 contains 7792 members Entering Unmasked Estep Score: -2300970.250000 Penalty: 4710.857910 Iteration 12Q: 3 clusters Score -2300970 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 8103 members Entering Unmasked Estep Score: -2301191.250000 Penalty: 4710.857910 Iteration 13Q: 3 clusters Score -2301191 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 8400 members Entering Unmasked Estep Score: -2301381.750000 Penalty: 4710.857910 Iteration 14Q: 3 clusters Score -2301382 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 8721 members Entering Unmasked Estep Score: -2301565.750000 Penalty: 4710.857910 Iteration 15Q: 3 clusters Score -2301566 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 9037 members Entering Unmasked Estep Score: -2301724.250000 Penalty: 4710.857910 Iteration 16Q: 3 clusters Score -2301724 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 9341 members Entering Unmasked Estep Score: -2301881.000000 Penalty: 4710.857910 Iteration 17Q: 3 clusters Score -2301881 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 9628 members Entering Unmasked Estep Score: -2302029.500000 Penalty: 4710.857910 Iteration 18Q: 3 clusters Score -2302030 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 9907 members Entering Unmasked Estep Score: -2302168.250000 Penalty: 4710.857910 Iteration 19Q: 3 clusters Score -2302168 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 10169 members Entering Unmasked Estep Score: -2302301.250000 Penalty: 4710.857910 Iteration 20F: 3 clusters Score -2302301 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 10420 members Entering Unmasked Estep Score: -2302417.500000 Penalty: 4710.857910 Iteration 21Q: 3 clusters Score -2302418 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 10660 members Entering Unmasked Estep Score: -2302525.000000 Penalty: 4710.857910 Iteration 22Q: 3 clusters Score -2302525 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 10879 members Entering Unmasked Estep Score: -2302640.250000 Penalty: 4710.857910 Iteration 23Q: 3 clusters Score -2302640 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 11102 members Entering Unmasked Estep Score: -2302758.000000 Penalty: 4710.857910 Iteration 24Q: 3 clusters Score -2302758 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 11304 members Entering Unmasked Estep Score: -2302861.250000 Penalty: 4710.857910 Iteration 25Q: 3 clusters Score -2302861 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 11501 members Entering Unmasked Estep Score: -2302975.000000 Penalty: 4710.857910 Iteration 26Q: 3 clusters Score -2302975 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 11679 members Entering Unmasked Estep Score: -2303068.000000 Penalty: 4710.857910 Iteration 27Q: 3 clusters Score -2303068 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 11831 members Entering Unmasked Estep Score: -2303151.750000 Penalty: 4710.857910 Iteration 28Q: 3 clusters Score -2303152 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 11937 members Entering Unmasked Estep Score: -2303205.000000 Penalty: 4710.857910 Iteration 29Q: 3 clusters Score -2303205 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 12019 members Entering Unmasked Estep Score: -2303242.000000 Penalty: 4710.857910 Iteration 30Q: 3 clusters Score -2303242 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 12103 members Entering Unmasked Estep Score: -2303295.750000 Penalty: 4710.857910 Iteration 31Q: 3 clusters Score -2303296 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 12175 members Entering Unmasked Estep Score: -2303345.000000 Penalty: 4710.857910 Iteration 32Q: 3 clusters Score -2303345 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 12228 members Entering Unmasked Estep Score: -2303365.500000 Penalty: 4710.857910 Iteration 33Q: 3 clusters Score -2303366 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 12269 members Entering Unmasked Estep Score: -2303385.500000 Penalty: 4710.857910 Iteration 34Q: 3 clusters Score -2303386 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 12304 members Entering Unmasked Estep Score: -2303408.750000 Penalty: 4710.857910 Iteration 35Q: 3 clusters Score -2303409 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 12337 members Entering Unmasked Estep Score: -2303421.500000 Penalty: 4710.857910 Iteration 36Q: 3 clusters Score -2303422 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 12359 members Entering Unmasked Estep Score: -2303430.250000 Penalty: 4710.857910 Iteration 37Q: 3 clusters Score -2303430 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 12374 members Entering Unmasked Estep Score: -2303443.000000 Penalty: 4710.857910 Iteration 38Q: 3 clusters Score -2303443 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 12385 members Entering Unmasked Estep Score: -2303450.750000 Penalty: 4710.857910 Iteration 39Q: 3 clusters Score -2303451 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 12399 members Entering Unmasked Estep Score: -2303463.000000 Penalty: 4710.857910 Iteration 40F: 3 clusters Score -2303463 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 12411 members Entering Unmasked Estep Score: -2303468.250000 Penalty: 4710.857910 Iteration 41Q: 3 clusters Score -2303468 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 12422 members Entering Unmasked Estep Score: -2303470.500000 Penalty: 4710.857910 Iteration 42Q: 3 clusters Score -2303470 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 12436 members Entering Unmasked Estep Score: -2303478.500000 Penalty: 4710.857910 Iteration 43Q: 3 clusters Score -2303478 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 12443 members Entering Unmasked Estep Score: -2303480.250000 Penalty: 4710.857910 Iteration 44Q: 3 clusters Score -2303480 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 12452 members Entering Unmasked Estep Score: -2303478.750000 Penalty: 4710.857910 Iteration 45Q: 3 clusters Score -2303479 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 12459 members Entering Unmasked Estep Score: -2303484.500000 Penalty: 4710.857910 Iteration 46Q: 3 clusters Score -2303484 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 12468 members Entering Unmasked Estep Score: -2303489.000000 Penalty: 4710.857910 Iteration 47Q: 3 clusters Score -2303489 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 12478 members Entering Unmasked Estep Score: -2303496.500000 Penalty: 4710.857910 Iteration 48Q: 3 clusters Score -2303496 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 12487 members Entering Unmasked Estep Score: -2303501.750000 Penalty: 4710.857910 Iteration 49Q: 3 clusters Score -2303502 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 12492 members Entering Unmasked Estep Score: -2303504.000000 Penalty: 4710.857910 Iteration 50Q: 3 clusters Score -2303504 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 12497 members Entering Unmasked Estep Score: -2303504.750000 Penalty: 4710.857910 Iteration 51Q: 3 clusters Score -2303505 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 12500 members Entering Unmasked Estep Score: -2303505.500000 Penalty: 4710.857910 Iteration 52Q: 3 clusters Score -2303506 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 12501 members Entering Unmasked Estep Score: -2303508.000000 Penalty: 4710.857910 Iteration 53Q: 3 clusters Score -2303508 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 12503 members Entering Unmasked Estep Score: -2303506.250000 Penalty: 4710.857910 Iteration 54Q: 3 clusters Score -2303506 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 12504 members Entering Unmasked Estep Score: -2303505.750000 Penalty: 4710.857910 Iteration 55Q: 3 clusters Score -2303506 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 12505 members Entering Unmasked Estep Score: -2303503.500000 Penalty: 4710.857910 Iteration 56Q: 3 clusters Score -2303504 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 12505 members Entering Unmasked Estep Score: -2303503.500000 Penalty: 4710.857910 Iteration 57F: 3 clusters Score -2303504 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Entering Unmasked Estep Score: -279457.906250 Penalty: 1825.147949 Iteration 0F: 2 clusters Score -279457.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -277087.187500 Penalty: 3650.295898 Iteration 0F: 3 clusters Score -277087.2 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -277441.812500 Penalty: 3650.295898 Iteration 1F: 3 clusters Score -277441.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -277547.593750 Penalty: 3650.295898 Iteration 2F: 3 clusters Score -277547.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -277603.906250 Penalty: 3650.295898 Iteration 3Q: 3 clusters Score -277603.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -277639.281250 Penalty: 3650.295898 Iteration 4Q: 3 clusters Score -277639.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -277652.343750 Penalty: 3650.295898 Iteration 5Q: 3 clusters Score -277652.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -277660.437500 Penalty: 3650.295898 Iteration 6Q: 3 clusters Score -277660.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -277670.281250 Penalty: 3650.295898 Iteration 7Q: 3 clusters Score -277670.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -277684.437500 Penalty: 3650.295898 Iteration 8Q: 3 clusters Score -277684.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -277699.562500 Penalty: 3650.295898 Iteration 9Q: 3 clusters Score -277699.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -277710.250000 Penalty: 3650.295898 Iteration 10Q: 3 clusters Score -277710.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -277720.156250 Penalty: 3650.295898 Iteration 11Q: 3 clusters Score -277720.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -277727.906250 Penalty: 3650.295898 Iteration 12Q: 3 clusters Score -277727.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -277735.437500 Penalty: 3650.295898 Iteration 13Q: 3 clusters Score -277735.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -277748.750000 Penalty: 3650.295898 Iteration 14Q: 3 clusters Score -277748.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -277758.781250 Penalty: 3650.295898 Iteration 15Q: 3 clusters Score -277758.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -277764.531250 Penalty: 3650.295898 Iteration 16Q: 3 clusters Score -277764.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -277768.968750 Penalty: 3650.295898 Iteration 17Q: 3 clusters Score -277769 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -277776.125000 Penalty: 3650.295898 Iteration 18Q: 3 clusters Score -277776.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -277786.312500 Penalty: 3650.295898 Iteration 19Q: 3 clusters Score -277786.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -277795.625000 Penalty: 3650.295898 Iteration 20F: 3 clusters Score -277795.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -277801.343750 Penalty: 3650.295898 Iteration 21Q: 3 clusters Score -277801.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -277807.093750 Penalty: 3650.295898 Iteration 22Q: 3 clusters Score -277807.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -277814.250000 Penalty: 3650.295898 Iteration 23Q: 3 clusters Score -277814.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -277821.625000 Penalty: 3650.295898 Iteration 24Q: 3 clusters Score -277821.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -277826.968750 Penalty: 3650.295898 Iteration 25Q: 3 clusters Score -277827 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -277833.156250 Penalty: 3650.295898 Iteration 26Q: 3 clusters Score -277833.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -277840.625000 Penalty: 3650.295898 Iteration 27Q: 3 clusters Score -277840.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -277851.250000 Penalty: 3650.295898 Iteration 28Q: 3 clusters Score -277851.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -277857.781250 Penalty: 3650.295898 Iteration 29Q: 3 clusters Score -277857.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -277861.812500 Penalty: 3650.295898 Iteration 30Q: 3 clusters Score -277861.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -277865.250000 Penalty: 3650.295898 Iteration 31Q: 3 clusters Score -277865.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -277868.281250 Penalty: 3650.295898 Iteration 32Q: 3 clusters Score -277868.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -277872.062500 Penalty: 3650.295898 Iteration 33Q: 3 clusters Score -277872.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -277876.531250 Penalty: 3650.295898 Iteration 34Q: 3 clusters Score -277876.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -277881.500000 Penalty: 3650.295898 Iteration 35Q: 3 clusters Score -277881.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -277883.843750 Penalty: 3650.295898 Iteration 36Q: 3 clusters Score -277883.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -277885.625000 Penalty: 3650.295898 Iteration 37Q: 3 clusters Score -277885.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -277890.375000 Penalty: 3650.295898 Iteration 38Q: 3 clusters Score -277890.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -277902.406250 Penalty: 3650.295898 Iteration 39Q: 3 clusters Score -277902.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -277914.812500 Penalty: 3650.295898 Iteration 40F: 3 clusters Score -277914.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -277934.062500 Penalty: 3650.295898 Iteration 41Q: 3 clusters Score -277934.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -277951.062500 Penalty: 3650.295898 Iteration 42Q: 3 clusters Score -277951.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -277966.718750 Penalty: 3650.295898 Iteration 43Q: 3 clusters Score -277966.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -277984.093750 Penalty: 3650.295898 Iteration 44Q: 3 clusters Score -277984.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -277994.125000 Penalty: 3650.295898 Iteration 45Q: 3 clusters Score -277994.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -278012.468750 Penalty: 3650.295898 Iteration 46Q: 3 clusters Score -278012.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -278026.593750 Penalty: 3650.295898 Iteration 47Q: 3 clusters Score -278026.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -278040.687500 Penalty: 3650.295898 Iteration 48Q: 3 clusters Score -278040.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -278053.281250 Penalty: 3650.295898 Iteration 49Q: 3 clusters Score -278053.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -278076.500000 Penalty: 3650.295898 Iteration 50Q: 3 clusters Score -278076.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -278098.968750 Penalty: 3650.295898 Iteration 51Q: 3 clusters Score -278099 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -278123.437500 Penalty: 3650.295898 Iteration 52Q: 3 clusters Score -278123.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -278137.812500 Penalty: 3650.295898 Iteration 53Q: 3 clusters Score -278137.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -278153.562500 Penalty: 3650.295898 Iteration 54Q: 3 clusters Score -278153.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -278177.437500 Penalty: 3650.295898 Iteration 55Q: 3 clusters Score -278177.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -278226.656250 Penalty: 3650.295898 Iteration 56Q: 3 clusters Score -278226.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -278287.468750 Penalty: 3650.295898 Iteration 57Q: 3 clusters Score -278287.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -278351.125000 Penalty: 3650.295898 Iteration 58Q: 3 clusters Score -278351.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -278407.125000 Penalty: 3650.295898 Iteration 59Q: 3 clusters Score -278407.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -278457.843750 Penalty: 3650.295898 Iteration 60F: 3 clusters Score -278457.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -278497.968750 Penalty: 3650.295898 Iteration 61Q: 3 clusters Score -278498 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -278520.218750 Penalty: 3650.295898 Iteration 62Q: 3 clusters Score -278520.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -278537.406250 Penalty: 3650.295898 Iteration 63Q: 3 clusters Score -278537.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -278560.906250 Penalty: 3650.295898 Iteration 64Q: 3 clusters Score -278560.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -278581.875000 Penalty: 3650.295898 Iteration 65Q: 3 clusters Score -278581.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -278595.468750 Penalty: 3650.295898 Iteration 66Q: 3 clusters Score -278595.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -278604.812500 Penalty: 3650.295898 Iteration 67Q: 3 clusters Score -278604.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -278613.343750 Penalty: 3650.295898 Iteration 68Q: 3 clusters Score -278613.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -278620.718750 Penalty: 3650.295898 Iteration 69Q: 3 clusters Score -278620.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -278629.312500 Penalty: 3650.295898 Iteration 70Q: 3 clusters Score -278629.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -278635.312500 Penalty: 3650.295898 Iteration 71Q: 3 clusters Score -278635.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -278639.625000 Penalty: 3650.295898 Iteration 72Q: 3 clusters Score -278639.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -278644.031250 Penalty: 3650.295898 Iteration 73Q: 3 clusters Score -278644 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -278655.156250 Penalty: 3650.295898 Iteration 74Q: 3 clusters Score -278655.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -278669.906250 Penalty: 3650.295898 Iteration 75Q: 3 clusters Score -278669.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -278681.031250 Penalty: 3650.295898 Iteration 76Q: 3 clusters Score -278681 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -278689.875000 Penalty: 3650.295898 Iteration 77Q: 3 clusters Score -278689.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -278702.218750 Penalty: 3650.295898 Iteration 78Q: 3 clusters Score -278702.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -278710.437500 Penalty: 3650.295898 Iteration 79Q: 3 clusters Score -278710.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -278718.937500 Penalty: 3650.295898 Iteration 80F: 3 clusters Score -278718.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -278722.281250 Penalty: 3650.295898 Iteration 81Q: 3 clusters Score -278722.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -278723.062500 Penalty: 3650.295898 Iteration 82Q: 3 clusters Score -278723.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -278723.062500 Penalty: 3650.295898 Iteration 83F: 3 clusters Score -278723.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (899 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Entering Unmasked Estep Score: -145468.171875 Penalty: 1686.718140 Iteration 0F: 2 clusters Score -145468.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -143715.921875 Penalty: 3373.436279 Iteration 0F: 3 clusters Score -143715.9 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -144088.640625 Penalty: 3373.436279 Iteration 1F: 3 clusters Score -144088.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -144191.015625 Penalty: 3373.436279 Iteration 2F: 3 clusters Score -144191 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -144260.703125 Penalty: 3373.436279 Iteration 3Q: 3 clusters Score -144260.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -144386.968750 Penalty: 3373.436279 Iteration 4Q: 3 clusters Score -144387 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -144496.265625 Penalty: 3373.436279 Iteration 5Q: 3 clusters Score -144496.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -144574.359375 Penalty: 3373.436279 Iteration 6Q: 3 clusters Score -144574.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -144626.000000 Penalty: 3373.436279 Iteration 7Q: 3 clusters Score -144626 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -144671.875000 Penalty: 3373.436279 Iteration 8Q: 3 clusters Score -144671.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -144724.578125 Penalty: 3373.436279 Iteration 9Q: 3 clusters Score -144724.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -144779.312500 Penalty: 3373.436279 Iteration 10Q: 3 clusters Score -144779.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -144809.937500 Penalty: 3373.436279 Iteration 11Q: 3 clusters Score -144809.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -144830.187500 Penalty: 3373.436279 Iteration 12Q: 3 clusters Score -144830.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -144842.031250 Penalty: 3373.436279 Iteration 13Q: 3 clusters Score -144842 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -144864.140625 Penalty: 3373.436279 Iteration 14Q: 3 clusters Score -144864.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -144870.468750 Penalty: 3373.436279 Iteration 15Q: 3 clusters Score -144870.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -144871.812500 Penalty: 3373.436279 Iteration 16Q: 3 clusters Score -144871.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -144872.515625 Penalty: 3373.436279 Iteration 17Q: 3 clusters Score -144872.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -144872.515625 Penalty: 3373.436279 Iteration 18F: 3 clusters Score -144872.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7595 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7595 members Entering Unmasked Estep Score: -1375207.000000 Penalty: 2215.940918 Iteration 0F: 2 clusters Score -1375207 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -1369021.500000 Penalty: 4431.881836 Iteration 0F: 3 clusters Score -1369022 nChanged 3077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -1370742.875000 Penalty: 4431.881836 Iteration 1F: 3 clusters Score -1370743 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -1371025.875000 Penalty: 4431.881836 Iteration 2F: 3 clusters Score -1371026 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -1371246.875000 Penalty: 4431.881836 Iteration 3F: 3 clusters Score -1371247 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -1371397.125000 Penalty: 4431.881836 Iteration 4Q: 3 clusters Score -1371397 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -1371519.750000 Penalty: 4431.881836 Iteration 5Q: 3 clusters Score -1371520 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -1371622.750000 Penalty: 4431.881836 Iteration 6Q: 3 clusters Score -1371623 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -1371716.000000 Penalty: 4431.881836 Iteration 7Q: 3 clusters Score -1371716 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -1371824.375000 Penalty: 4431.881836 Iteration 8Q: 3 clusters Score -1371824 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -1371963.375000 Penalty: 4431.881836 Iteration 9Q: 3 clusters Score -1371963 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -1372116.375000 Penalty: 4431.881836 Iteration 10Q: 3 clusters Score -1372116 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -1372289.625000 Penalty: 4431.881836 Iteration 11Q: 3 clusters Score -1372290 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -1372461.625000 Penalty: 4431.881836 Iteration 12Q: 3 clusters Score -1372462 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -1372619.375000 Penalty: 4431.881836 Iteration 13Q: 3 clusters Score -1372619 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 6516 members Entering Unmasked Estep Score: -1372776.250000 Penalty: 4431.881836 Iteration 14Q: 3 clusters Score -1372776 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 6687 members Entering Unmasked Estep Score: -1372898.875000 Penalty: 4431.881836 Iteration 15Q: 3 clusters Score -1372899 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -1372987.750000 Penalty: 4431.881836 Iteration 16Q: 3 clusters Score -1372988 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -1373062.625000 Penalty: 4431.881836 Iteration 17Q: 3 clusters Score -1373063 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 6968 members Entering Unmasked Estep Score: -1373124.750000 Penalty: 4431.881836 Iteration 18Q: 3 clusters Score -1373125 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 7019 members Entering Unmasked Estep Score: -1373174.125000 Penalty: 4431.881836 Iteration 19Q: 3 clusters Score -1373174 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 7076 members Entering Unmasked Estep Score: -1373237.875000 Penalty: 4431.881836 Iteration 20F: 3 clusters Score -1373238 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -1373271.125000 Penalty: 4431.881836 Iteration 21Q: 3 clusters Score -1373271 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 7138 members Entering Unmasked Estep Score: -1373305.125000 Penalty: 4431.881836 Iteration 22Q: 3 clusters Score -1373305 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 7153 members Entering Unmasked Estep Score: -1373333.250000 Penalty: 4431.881836 Iteration 23Q: 3 clusters Score -1373333 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 7159 members Entering Unmasked Estep Score: -1373349.875000 Penalty: 4431.881836 Iteration 24Q: 3 clusters Score -1373350 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 7168 members Entering Unmasked Estep Score: -1373368.125000 Penalty: 4431.881836 Iteration 25Q: 3 clusters Score -1373368 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 7181 members Entering Unmasked Estep Score: -1373380.375000 Penalty: 4431.881836 Iteration 26Q: 3 clusters Score -1373380 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 7187 members Entering Unmasked Estep Score: -1373398.375000 Penalty: 4431.881836 Iteration 27Q: 3 clusters Score -1373398 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 7189 members Entering Unmasked Estep Score: -1373414.250000 Penalty: 4431.881836 Iteration 28Q: 3 clusters Score -1373414 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 7191 members Entering Unmasked Estep Score: -1373425.250000 Penalty: 4431.881836 Iteration 29Q: 3 clusters Score -1373425 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -1373439.500000 Penalty: 4431.881836 Iteration 30Q: 3 clusters Score -1373440 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 7203 members Entering Unmasked Estep Score: -1373449.250000 Penalty: 4431.881836 Iteration 31Q: 3 clusters Score -1373449 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 7209 members Entering Unmasked Estep Score: -1373454.875000 Penalty: 4431.881836 Iteration 32Q: 3 clusters Score -1373455 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 7208 members Entering Unmasked Estep Score: -1373460.000000 Penalty: 4431.881836 Iteration 33Q: 3 clusters Score -1373460 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 7213 members Entering Unmasked Estep Score: -1373466.500000 Penalty: 4431.881836 Iteration 34Q: 3 clusters Score -1373466 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 7217 members Entering Unmasked Estep Score: -1373470.750000 Penalty: 4431.881836 Iteration 35Q: 3 clusters Score -1373471 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 7215 members Entering Unmasked Estep Score: -1373472.750000 Penalty: 4431.881836 Iteration 36Q: 3 clusters Score -1373473 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 7215 members Entering Unmasked Estep Score: -1373475.500000 Penalty: 4431.881836 Iteration 37Q: 3 clusters Score -1373476 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 7215 members Entering Unmasked Estep Score: -1373475.500000 Penalty: 4431.881836 Iteration 38F: 3 clusters Score -1373476 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 23653 members Mstep: Class 2 contains 28106 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 53833 members Mstep: Class 5 contains 498 members Mstep: Class 6 contains 25437 members Mstep: Class 7 contains 26257 members Mstep: Class 8 contains 1113 members Mstep: Class 9 contains 149 members Mstep: Class 10 contains 1696 members Mstep: Class 11 contains 286 members Mstep: Class 12 contains 19099 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 374 members Mstep: Class 15 contains 63228 members Mstep: Class 16 contains 1016 members Mstep: Class 17 contains 55314 members Mstep: Class 18 contains 13329 members Mstep: Class 19 contains 1571 members Mstep: Class 20 contains 899 members Mstep: Class 21 contains 7595 members Entering Unmasked Estep ConsiderDeletion Score: -63645140.000000 Penalty: 75971.281250 Iteration 79Q: 25 clusters Score -6.364514e+07 nChanged 2932 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 24079 members Mstep: Class 2 contains 28167 members Mstep: Class 3 contains 278 members Mstep: Class 4 contains 53725 members Mstep: Class 5 contains 493 members Mstep: Class 6 contains 25416 members Mstep: Class 7 contains 26066 members Mstep: Class 8 contains 1144 members Mstep: Class 9 contains 149 members Mstep: Class 10 contains 1674 members Mstep: Class 11 contains 286 members Mstep: Class 12 contains 19102 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 375 members Mstep: Class 15 contains 63525 members Mstep: Class 16 contains 1022 members Mstep: Class 17 contains 55467 members Mstep: Class 18 contains 13334 members Mstep: Class 19 contains 1565 members Mstep: Class 20 contains 899 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 22919 members Mstep: Class 23 contains 714 members Mstep: Class 24 contains 881 members Entering Unmasked Estep ConsiderDeletion Score: -63646228.000000 Penalty: 75971.281250 Iteration 80F: 25 clusters Score -6.364623e+07 nChanged 2771 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 24155 members Mstep: Class 2 contains 27865 members Mstep: Class 3 contains 275 members Mstep: Class 4 contains 53571 members Mstep: Class 5 contains 480 members Mstep: Class 6 contains 25400 members Mstep: Class 7 contains 25657 members Mstep: Class 8 contains 1178 members Mstep: Class 9 contains 157 members Mstep: Class 10 contains 1652 members Mstep: Class 11 contains 286 members Mstep: Class 12 contains 19111 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 361 members Mstep: Class 15 contains 63299 members Mstep: Class 16 contains 1025 members Mstep: Class 17 contains 55587 members Mstep: Class 18 contains 13367 members Mstep: Class 19 contains 1555 members Mstep: Class 20 contains 904 members Mstep: Class 21 contains 7602 members Mstep: Class 22 contains 23785 members Mstep: Class 23 contains 728 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647008.000000 Penalty: 75971.281250 Iteration 81Q: 25 clusters Score -6.364701e+07 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 24469 members Mstep: Class 2 contains 27629 members Mstep: Class 3 contains 276 members Mstep: Class 4 contains 53464 members Mstep: Class 5 contains 468 members Mstep: Class 6 contains 25398 members Mstep: Class 7 contains 25330 members Mstep: Class 8 contains 1218 members Mstep: Class 9 contains 157 members Mstep: Class 10 contains 1621 members Mstep: Class 11 contains 287 members Mstep: Class 12 contains 19126 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 356 members Mstep: Class 15 contains 63246 members Mstep: Class 16 contains 1022 members Mstep: Class 17 contains 55681 members Mstep: Class 18 contains 13380 members Mstep: Class 19 contains 1543 members Mstep: Class 20 contains 909 members Mstep: Class 21 contains 7615 members Mstep: Class 22 contains 24073 members Mstep: Class 23 contains 732 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647632.000000 Penalty: 75971.281250 Iteration 82Q: 25 clusters Score -6.364763e+07 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 24832 members Mstep: Class 2 contains 27411 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 53377 members Mstep: Class 5 contains 452 members Mstep: Class 6 contains 25402 members Mstep: Class 7 contains 25016 members Mstep: Class 8 contains 1247 members Mstep: Class 9 contains 155 members Mstep: Class 10 contains 1605 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 19133 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 349 members Mstep: Class 15 contains 63248 members Mstep: Class 16 contains 1019 members Mstep: Class 17 contains 55766 members Mstep: Class 18 contains 13385 members Mstep: Class 19 contains 1537 members Mstep: Class 20 contains 913 members Mstep: Class 21 contains 7617 members Mstep: Class 22 contains 24229 members Mstep: Class 23 contains 738 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647840.000000 Penalty: 75971.281250 Iteration 83Q: 25 clusters Score -6.364784e+07 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 25193 members Mstep: Class 2 contains 27236 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 53291 members Mstep: Class 5 contains 443 members Mstep: Class 6 contains 25374 members Mstep: Class 7 contains 24805 members Mstep: Class 8 contains 1283 members Mstep: Class 9 contains 155 members Mstep: Class 10 contains 1581 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 19148 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 343 members Mstep: Class 15 contains 63253 members Mstep: Class 16 contains 1018 members Mstep: Class 17 contains 55836 members Mstep: Class 18 contains 13394 members Mstep: Class 19 contains 1535 members Mstep: Class 20 contains 919 members Mstep: Class 21 contains 7618 members Mstep: Class 22 contains 24262 members Mstep: Class 23 contains 744 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647768.000000 Penalty: 75971.281250 Iteration 84Q: 25 clusters Score -6.364777e+07 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 25534 members Mstep: Class 2 contains 27085 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 53224 members Mstep: Class 5 contains 436 members Mstep: Class 6 contains 25375 members Mstep: Class 7 contains 24612 members Mstep: Class 8 contains 1324 members Mstep: Class 9 contains 155 members Mstep: Class 10 contains 1548 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 19153 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 337 members Mstep: Class 15 contains 63270 members Mstep: Class 16 contains 1017 members Mstep: Class 17 contains 55893 members Mstep: Class 18 contains 13410 members Mstep: Class 19 contains 1532 members Mstep: Class 20 contains 923 members Mstep: Class 21 contains 7622 members Mstep: Class 22 contains 24231 members Mstep: Class 23 contains 748 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647976.000000 Penalty: 75971.281250 Iteration 85Q: 25 clusters Score -6.364798e+07 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 25779 members Mstep: Class 2 contains 26968 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 53157 members Mstep: Class 5 contains 428 members Mstep: Class 6 contains 25369 members Mstep: Class 7 contains 24511 members Mstep: Class 8 contains 1356 members Mstep: Class 9 contains 154 members Mstep: Class 10 contains 1522 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19159 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 334 members Mstep: Class 15 contains 63259 members Mstep: Class 16 contains 1016 members Mstep: Class 17 contains 55942 members Mstep: Class 18 contains 13435 members Mstep: Class 19 contains 1529 members Mstep: Class 20 contains 928 members Mstep: Class 21 contains 7622 members Mstep: Class 22 contains 24210 members Mstep: Class 23 contains 750 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647920.000000 Penalty: 75971.281250 Iteration 86Q: 25 clusters Score -6.364792e+07 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 25976 members Mstep: Class 2 contains 26872 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 53132 members Mstep: Class 5 contains 418 members Mstep: Class 6 contains 25365 members Mstep: Class 7 contains 24370 members Mstep: Class 8 contains 1384 members Mstep: Class 9 contains 154 members Mstep: Class 10 contains 1504 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19176 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63254 members Mstep: Class 16 contains 1017 members Mstep: Class 17 contains 55939 members Mstep: Class 18 contains 13456 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 931 members Mstep: Class 21 contains 7621 members Mstep: Class 22 contains 24251 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647852.000000 Penalty: 75971.281250 Iteration 87Q: 25 clusters Score -6.364785e+07 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 26137 members Mstep: Class 2 contains 26791 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 53076 members Mstep: Class 5 contains 411 members Mstep: Class 6 contains 25367 members Mstep: Class 7 contains 24254 members Mstep: Class 8 contains 1411 members Mstep: Class 9 contains 154 members Mstep: Class 10 contains 1484 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19187 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63251 members Mstep: Class 16 contains 1015 members Mstep: Class 17 contains 55947 members Mstep: Class 18 contains 13480 members Mstep: Class 19 contains 1525 members Mstep: Class 20 contains 932 members Mstep: Class 21 contains 7619 members Mstep: Class 22 contains 24303 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647844.000000 Penalty: 75971.281250 Iteration 88Q: 25 clusters Score -6.364784e+07 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 26257 members Mstep: Class 2 contains 26700 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 53028 members Mstep: Class 5 contains 406 members Mstep: Class 6 contains 25379 members Mstep: Class 7 contains 24190 members Mstep: Class 8 contains 1435 members Mstep: Class 9 contains 154 members Mstep: Class 10 contains 1466 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19186 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63249 members Mstep: Class 16 contains 1015 members Mstep: Class 17 contains 55968 members Mstep: Class 18 contains 13505 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 931 members Mstep: Class 21 contains 7619 members Mstep: Class 22 contains 24332 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648020.000000 Penalty: 75971.281250 Iteration 89Q: 25 clusters Score -6.364802e+07 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 26361 members Mstep: Class 2 contains 26633 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52982 members Mstep: Class 5 contains 403 members Mstep: Class 6 contains 25368 members Mstep: Class 7 contains 24114 members Mstep: Class 8 contains 1454 members Mstep: Class 9 contains 154 members Mstep: Class 10 contains 1448 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19196 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63267 members Mstep: Class 16 contains 1017 members Mstep: Class 17 contains 55977 members Mstep: Class 18 contains 13522 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 930 members Mstep: Class 21 contains 7616 members Mstep: Class 22 contains 24378 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647996.000000 Penalty: 75971.281250 Iteration 90Q: 25 clusters Score -6.3648e+07 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 26444 members Mstep: Class 2 contains 26575 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52926 members Mstep: Class 5 contains 401 members Mstep: Class 6 contains 25360 members Mstep: Class 7 contains 24071 members Mstep: Class 8 contains 1478 members Mstep: Class 9 contains 154 members Mstep: Class 10 contains 1427 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19213 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63283 members Mstep: Class 16 contains 1018 members Mstep: Class 17 contains 55998 members Mstep: Class 18 contains 13529 members Mstep: Class 19 contains 1522 members Mstep: Class 20 contains 931 members Mstep: Class 21 contains 7613 members Mstep: Class 22 contains 24401 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648064.000000 Penalty: 75971.281250 Iteration 91Q: 25 clusters Score -6.364806e+07 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 26526 members Mstep: Class 2 contains 26503 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52902 members Mstep: Class 5 contains 400 members Mstep: Class 6 contains 25358 members Mstep: Class 7 contains 24038 members Mstep: Class 8 contains 1501 members Mstep: Class 9 contains 154 members Mstep: Class 10 contains 1406 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19227 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63293 members Mstep: Class 16 contains 1017 members Mstep: Class 17 contains 56006 members Mstep: Class 18 contains 13541 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 931 members Mstep: Class 21 contains 7611 members Mstep: Class 22 contains 24409 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648072.000000 Penalty: 75971.281250 Iteration 92Q: 25 clusters Score -6.364807e+07 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 26595 members Mstep: Class 2 contains 26438 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52873 members Mstep: Class 5 contains 400 members Mstep: Class 6 contains 25360 members Mstep: Class 7 contains 24009 members Mstep: Class 8 contains 1523 members Mstep: Class 9 contains 154 members Mstep: Class 10 contains 1383 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19231 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63303 members Mstep: Class 16 contains 1018 members Mstep: Class 17 contains 56019 members Mstep: Class 18 contains 13552 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 932 members Mstep: Class 21 contains 7611 members Mstep: Class 22 contains 24422 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648144.000000 Penalty: 75971.281250 Iteration 93Q: 25 clusters Score -6.364814e+07 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 26656 members Mstep: Class 2 contains 26383 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52852 members Mstep: Class 5 contains 399 members Mstep: Class 6 contains 25362 members Mstep: Class 7 contains 23958 members Mstep: Class 8 contains 1541 members Mstep: Class 9 contains 154 members Mstep: Class 10 contains 1364 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19232 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63309 members Mstep: Class 16 contains 1018 members Mstep: Class 17 contains 56034 members Mstep: Class 18 contains 13562 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 932 members Mstep: Class 21 contains 7610 members Mstep: Class 22 contains 24457 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648204.000000 Penalty: 75971.281250 Iteration 94Q: 25 clusters Score -6.36482e+07 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 26693 members Mstep: Class 2 contains 26336 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52838 members Mstep: Class 5 contains 396 members Mstep: Class 6 contains 25361 members Mstep: Class 7 contains 23920 members Mstep: Class 8 contains 1562 members Mstep: Class 9 contains 154 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19233 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63324 members Mstep: Class 16 contains 1018 members Mstep: Class 17 contains 56038 members Mstep: Class 18 contains 13568 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 932 members Mstep: Class 21 contains 7609 members Mstep: Class 22 contains 24490 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648216.000000 Penalty: 75971.281250 Iteration 95Q: 25 clusters Score -6.364822e+07 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 26728 members Mstep: Class 2 contains 26302 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52801 members Mstep: Class 5 contains 396 members Mstep: Class 6 contains 25353 members Mstep: Class 7 contains 23911 members Mstep: Class 8 contains 1582 members Mstep: Class 9 contains 154 members Mstep: Class 10 contains 1334 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19244 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63336 members Mstep: Class 16 contains 1018 members Mstep: Class 17 contains 56049 members Mstep: Class 18 contains 13578 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 932 members Mstep: Class 21 contains 7610 members Mstep: Class 22 contains 24495 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648312.000000 Penalty: 75971.281250 Iteration 96Q: 25 clusters Score -6.364831e+07 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 26753 members Mstep: Class 2 contains 26259 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52776 members Mstep: Class 5 contains 395 members Mstep: Class 6 contains 25347 members Mstep: Class 7 contains 23921 members Mstep: Class 8 contains 1600 members Mstep: Class 9 contains 154 members Mstep: Class 10 contains 1319 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19256 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63330 members Mstep: Class 16 contains 1019 members Mstep: Class 17 contains 56051 members Mstep: Class 18 contains 13591 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 932 members Mstep: Class 21 contains 7605 members Mstep: Class 22 contains 24515 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648224.000000 Penalty: 75971.281250 Iteration 97Q: 25 clusters Score -6.364822e+07 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 26793 members Mstep: Class 2 contains 26219 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52750 members Mstep: Class 5 contains 394 members Mstep: Class 6 contains 25343 members Mstep: Class 7 contains 23916 members Mstep: Class 8 contains 1613 members Mstep: Class 9 contains 154 members Mstep: Class 10 contains 1307 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19260 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63323 members Mstep: Class 16 contains 1019 members Mstep: Class 17 contains 56068 members Mstep: Class 18 contains 13600 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 934 members Mstep: Class 21 contains 7602 members Mstep: Class 22 contains 24528 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648216.000000 Penalty: 75971.281250 Iteration 98Q: 25 clusters Score -6.364822e+07 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 26846 members Mstep: Class 2 contains 26178 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52739 members Mstep: Class 5 contains 394 members Mstep: Class 6 contains 25330 members Mstep: Class 7 contains 23906 members Mstep: Class 8 contains 1620 members Mstep: Class 9 contains 154 members Mstep: Class 10 contains 1299 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19268 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63321 members Mstep: Class 16 contains 1020 members Mstep: Class 17 contains 56081 members Mstep: Class 18 contains 13606 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 934 members Mstep: Class 21 contains 7601 members Mstep: Class 22 contains 24526 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648348.000000 Penalty: 75971.281250 Iteration 99Q: 25 clusters Score -6.364835e+07 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 26884 members Mstep: Class 2 contains 26124 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52724 members Mstep: Class 5 contains 394 members Mstep: Class 6 contains 25334 members Mstep: Class 7 contains 23897 members Mstep: Class 8 contains 1626 members Mstep: Class 9 contains 154 members Mstep: Class 10 contains 1291 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19265 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63321 members Mstep: Class 16 contains 1021 members Mstep: Class 17 contains 56096 members Mstep: Class 18 contains 13620 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 933 members Mstep: Class 21 contains 7598 members Mstep: Class 22 contains 24541 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648384.000000 Penalty: 75971.281250 Iteration 100F: 25 clusters Score -6.364838e+07 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26924 members Mstep: Class 2 contains 26071 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52693 members Mstep: Class 5 contains 389 members Mstep: Class 6 contains 25318 members Mstep: Class 7 contains 23884 members Mstep: Class 8 contains 1631 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1291 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19271 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63319 members Mstep: Class 16 contains 1022 members Mstep: Class 17 contains 56140 members Mstep: Class 18 contains 13634 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 933 members Mstep: Class 21 contains 7597 members Mstep: Class 22 contains 24554 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648328.000000 Penalty: 75971.281250 Iteration 101Q: 25 clusters Score -6.364833e+07 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26956 members Mstep: Class 2 contains 26023 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52661 members Mstep: Class 5 contains 385 members Mstep: Class 6 contains 25312 members Mstep: Class 7 contains 23873 members Mstep: Class 8 contains 1639 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1287 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19273 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63324 members Mstep: Class 16 contains 1022 members Mstep: Class 17 contains 56171 members Mstep: Class 18 contains 13648 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 933 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 24569 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648216.000000 Penalty: 75971.281250 Iteration 102Q: 25 clusters Score -6.364822e+07 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26973 members Mstep: Class 2 contains 25996 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52633 members Mstep: Class 5 contains 384 members Mstep: Class 6 contains 25293 members Mstep: Class 7 contains 23854 members Mstep: Class 8 contains 1653 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1274 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19279 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63332 members Mstep: Class 16 contains 1022 members Mstep: Class 17 contains 56198 members Mstep: Class 18 contains 13660 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 933 members Mstep: Class 21 contains 7593 members Mstep: Class 22 contains 24594 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648264.000000 Penalty: 75971.281250 Iteration 103Q: 25 clusters Score -6.364826e+07 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27002 members Mstep: Class 2 contains 25961 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52628 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 25276 members Mstep: Class 7 contains 23814 members Mstep: Class 8 contains 1663 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1267 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19287 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63344 members Mstep: Class 16 contains 1022 members Mstep: Class 17 contains 56210 members Mstep: Class 18 contains 13661 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 934 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24629 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648200.000000 Penalty: 75971.281250 Iteration 104Q: 25 clusters Score -6.36482e+07 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27027 members Mstep: Class 2 contains 25932 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52627 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 25260 members Mstep: Class 7 contains 23774 members Mstep: Class 8 contains 1673 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1260 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19295 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63346 members Mstep: Class 16 contains 1022 members Mstep: Class 17 contains 56219 members Mstep: Class 18 contains 13665 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 935 members Mstep: Class 21 contains 7592 members Mstep: Class 22 contains 24665 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648152.000000 Penalty: 75971.281250 Iteration 105Q: 25 clusters Score -6.364815e+07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27015 members Mstep: Class 2 contains 25909 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52627 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25255 members Mstep: Class 7 contains 23755 members Mstep: Class 8 contains 1680 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1254 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19301 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63350 members Mstep: Class 16 contains 1022 members Mstep: Class 17 contains 56229 members Mstep: Class 18 contains 13663 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 936 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24706 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648164.000000 Penalty: 75971.281250 Iteration 106Q: 25 clusters Score -6.364816e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26997 members Mstep: Class 2 contains 25883 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52627 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25250 members Mstep: Class 7 contains 23735 members Mstep: Class 8 contains 1683 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1250 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19308 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63349 members Mstep: Class 16 contains 1022 members Mstep: Class 17 contains 56245 members Mstep: Class 18 contains 13667 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 935 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24751 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648172.000000 Penalty: 75971.281250 Iteration 107Q: 25 clusters Score -6.364817e+07 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26980 members Mstep: Class 2 contains 25872 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52616 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25242 members Mstep: Class 7 contains 23728 members Mstep: Class 8 contains 1685 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1247 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19314 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63363 members Mstep: Class 16 contains 1022 members Mstep: Class 17 contains 56255 members Mstep: Class 18 contains 13663 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 935 members Mstep: Class 21 contains 7592 members Mstep: Class 22 contains 24779 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648216.000000 Penalty: 75971.281250 Iteration 108Q: 25 clusters Score -6.364822e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26984 members Mstep: Class 2 contains 25855 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52603 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25230 members Mstep: Class 7 contains 23736 members Mstep: Class 8 contains 1688 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1243 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19324 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63363 members Mstep: Class 16 contains 1022 members Mstep: Class 17 contains 56266 members Mstep: Class 18 contains 13671 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 935 members Mstep: Class 21 contains 7594 members Mstep: Class 22 contains 24779 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648284.000000 Penalty: 75971.281250 Iteration 109Q: 25 clusters Score -6.364828e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27006 members Mstep: Class 2 contains 25838 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52592 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25225 members Mstep: Class 7 contains 23736 members Mstep: Class 8 contains 1689 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1241 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19325 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63366 members Mstep: Class 16 contains 1023 members Mstep: Class 17 contains 56277 members Mstep: Class 18 contains 13672 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 935 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 24773 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648216.000000 Penalty: 75971.281250 Iteration 110Q: 25 clusters Score -6.364822e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27029 members Mstep: Class 2 contains 25821 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52595 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25217 members Mstep: Class 7 contains 23737 members Mstep: Class 8 contains 1689 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1239 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19329 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63365 members Mstep: Class 16 contains 1026 members Mstep: Class 17 contains 56278 members Mstep: Class 18 contains 13669 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 936 members Mstep: Class 21 contains 7593 members Mstep: Class 22 contains 24770 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648192.000000 Penalty: 75971.281250 Iteration 111Q: 25 clusters Score -6.364819e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27058 members Mstep: Class 2 contains 25806 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52583 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25203 members Mstep: Class 7 contains 23737 members Mstep: Class 8 contains 1690 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1237 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19329 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63365 members Mstep: Class 16 contains 1027 members Mstep: Class 17 contains 56300 members Mstep: Class 18 contains 13666 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 937 members Mstep: Class 21 contains 7594 members Mstep: Class 22 contains 24761 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648192.000000 Penalty: 75971.281250 Iteration 112Q: 25 clusters Score -6.364819e+07 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27092 members Mstep: Class 2 contains 25788 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52575 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25198 members Mstep: Class 7 contains 23736 members Mstep: Class 8 contains 1691 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1235 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19335 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63361 members Mstep: Class 16 contains 1029 members Mstep: Class 17 contains 56304 members Mstep: Class 18 contains 13666 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 937 members Mstep: Class 21 contains 7593 members Mstep: Class 22 contains 24753 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648184.000000 Penalty: 75971.281250 Iteration 113Q: 25 clusters Score -6.364818e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27118 members Mstep: Class 2 contains 25773 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52551 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25194 members Mstep: Class 7 contains 23756 members Mstep: Class 8 contains 1692 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1234 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19341 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63365 members Mstep: Class 16 contains 1030 members Mstep: Class 17 contains 56319 members Mstep: Class 18 contains 13669 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 937 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 24719 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648220.000000 Penalty: 75971.281250 Iteration 114Q: 25 clusters Score -6.364822e+07 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27127 members Mstep: Class 2 contains 25770 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52525 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25186 members Mstep: Class 7 contains 23775 members Mstep: Class 8 contains 1696 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1230 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19343 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63365 members Mstep: Class 16 contains 1030 members Mstep: Class 17 contains 56341 members Mstep: Class 18 contains 13673 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 938 members Mstep: Class 21 contains 7593 members Mstep: Class 22 contains 24701 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648192.000000 Penalty: 75971.281250 Iteration 115Q: 25 clusters Score -6.364819e+07 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27140 members Mstep: Class 2 contains 25759 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52492 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25179 members Mstep: Class 7 contains 23797 members Mstep: Class 8 contains 1699 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1227 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19343 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63371 members Mstep: Class 16 contains 1030 members Mstep: Class 17 contains 56361 members Mstep: Class 18 contains 13676 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 939 members Mstep: Class 21 contains 7597 members Mstep: Class 22 contains 24683 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648180.000000 Penalty: 75971.281250 Iteration 116Q: 25 clusters Score -6.364818e+07 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27152 members Mstep: Class 2 contains 25756 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52457 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25177 members Mstep: Class 7 contains 23813 members Mstep: Class 8 contains 1701 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1225 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19346 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63368 members Mstep: Class 16 contains 1031 members Mstep: Class 17 contains 56386 members Mstep: Class 18 contains 13676 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 939 members Mstep: Class 21 contains 7597 members Mstep: Class 22 contains 24669 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648148.000000 Penalty: 75971.281250 Iteration 117Q: 25 clusters Score -6.364815e+07 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27158 members Mstep: Class 2 contains 25750 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52416 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25171 members Mstep: Class 7 contains 23836 members Mstep: Class 8 contains 1704 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1224 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19354 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63367 members Mstep: Class 16 contains 1032 members Mstep: Class 17 contains 56413 members Mstep: Class 18 contains 13675 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 939 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 24658 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648128.000000 Penalty: 75971.281250 Iteration 118Q: 25 clusters Score -6.364813e+07 nChanged 305 Entering ConstructFrom: Score: -63648128.000000 Penalty: 75971.281250 Entering ConstructFrom: Trying to split cluster 1 (27140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27140 members Entering Unmasked Estep Score: -5359084.500000 Penalty: 2531.773438 Iteration 0F: 2 clusters Score -5359084 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13519 members Mstep: Class 2 contains 13621 members Entering Unmasked Estep Score: -5341901.000000 Penalty: 5063.546875 Iteration 0F: 3 clusters Score -5341901 nChanged 12061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13296 members Mstep: Class 2 contains 13844 members Entering Unmasked Estep Score: -5348294.000000 Penalty: 5063.546875 Iteration 1F: 3 clusters Score -5348294 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13202 members Mstep: Class 2 contains 13938 members Entering Unmasked Estep Score: -5348696.500000 Penalty: 5063.546875 Iteration 2Q: 3 clusters Score -5348696 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13050 members Mstep: Class 2 contains 14090 members Entering Unmasked Estep Score: -5349049.500000 Penalty: 5063.546875 Iteration 3Q: 3 clusters Score -5349050 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12924 members Mstep: Class 2 contains 14216 members Entering Unmasked Estep Score: -5349283.000000 Penalty: 5063.546875 Iteration 4Q: 3 clusters Score -5349283 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12742 members Mstep: Class 2 contains 14398 members Entering Unmasked Estep Score: -5349516.000000 Penalty: 5063.546875 Iteration 5Q: 3 clusters Score -5349516 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12475 members Mstep: Class 2 contains 14665 members Entering Unmasked Estep Score: -5349729.500000 Penalty: 5063.546875 Iteration 6Q: 3 clusters Score -5349730 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12143 members Mstep: Class 2 contains 14997 members Entering Unmasked Estep Score: -5349903.000000 Penalty: 5063.546875 Iteration 7Q: 3 clusters Score -5349903 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11700 members Mstep: Class 2 contains 15440 members Entering Unmasked Estep Score: -5350082.500000 Penalty: 5063.546875 Iteration 8Q: 3 clusters Score -5350082 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11155 members Mstep: Class 2 contains 15985 members Entering Unmasked Estep Score: -5350361.000000 Penalty: 5063.546875 Iteration 9Q: 3 clusters Score -5350361 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10437 members Mstep: Class 2 contains 16703 members Entering Unmasked Estep Score: -5350691.000000 Penalty: 5063.546875 Iteration 10Q: 3 clusters Score -5350691 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9560 members Mstep: Class 2 contains 17580 members Entering Unmasked Estep Score: -5351153.500000 Penalty: 5063.546875 Iteration 11Q: 3 clusters Score -5351154 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8459 members Mstep: Class 2 contains 18681 members Entering Unmasked Estep Score: -5351795.500000 Penalty: 5063.546875 Iteration 12Q: 3 clusters Score -5351796 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7224 members Mstep: Class 2 contains 19916 members Entering Unmasked Estep Score: -5352656.000000 Penalty: 5063.546875 Iteration 13Q: 3 clusters Score -5352656 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5911 members Mstep: Class 2 contains 21229 members Entering Unmasked Estep Score: -5353643.500000 Penalty: 5063.546875 Iteration 14F: 3 clusters Score -5353644 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 22454 members Entering Unmasked Estep Score: -5354484.000000 Penalty: 5063.546875 Iteration 15Q: 3 clusters Score -5354484 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 23440 members Entering Unmasked Estep Score: -5355159.500000 Penalty: 5063.546875 Iteration 16Q: 3 clusters Score -5355160 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 24177 members Entering Unmasked Estep Score: -5355651.000000 Penalty: 5063.546875 Iteration 17Q: 3 clusters Score -5355651 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 24687 members Entering Unmasked Estep Score: -5355969.000000 Penalty: 5063.546875 Iteration 18Q: 3 clusters Score -5355969 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 25081 members Entering Unmasked Estep Score: -5356219.500000 Penalty: 5063.546875 Iteration 19Q: 3 clusters Score -5356220 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 25375 members Entering Unmasked Estep Score: -5356397.500000 Penalty: 5063.546875 Iteration 20F: 3 clusters Score -5356398 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 25596 members Entering Unmasked Estep Score: -5356526.500000 Penalty: 5063.546875 Iteration 21Q: 3 clusters Score -5356526 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 25755 members Entering Unmasked Estep Score: -5356631.000000 Penalty: 5063.546875 Iteration 22Q: 3 clusters Score -5356631 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 25880 members Entering Unmasked Estep Score: -5356688.500000 Penalty: 5063.546875 Iteration 23Q: 3 clusters Score -5356688 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 25973 members Entering Unmasked Estep Score: -5356745.000000 Penalty: 5063.546875 Iteration 24Q: 3 clusters Score -5356745 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 26050 members Entering Unmasked Estep Score: -5356784.500000 Penalty: 5063.546875 Iteration 25Q: 3 clusters Score -5356784 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 26106 members Entering Unmasked Estep Score: -5356808.000000 Penalty: 5063.546875 Iteration 26Q: 3 clusters Score -5356808 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 26141 members Entering Unmasked Estep Score: -5356825.500000 Penalty: 5063.546875 Iteration 27Q: 3 clusters Score -5356826 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 26179 members Entering Unmasked Estep Score: -5356856.500000 Penalty: 5063.546875 Iteration 28Q: 3 clusters Score -5356856 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 26209 members Entering Unmasked Estep Score: -5356872.000000 Penalty: 5063.546875 Iteration 29Q: 3 clusters Score -5356872 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 26228 members Entering Unmasked Estep Score: -5356882.500000 Penalty: 5063.546875 Iteration 30Q: 3 clusters Score -5356882 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 26251 members Entering Unmasked Estep Score: -5356897.500000 Penalty: 5063.546875 Iteration 31Q: 3 clusters Score -5356898 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 26268 members Entering Unmasked Estep Score: -5356901.500000 Penalty: 5063.546875 Iteration 32Q: 3 clusters Score -5356902 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 26281 members Entering Unmasked Estep Score: -5356915.500000 Penalty: 5063.546875 Iteration 33Q: 3 clusters Score -5356916 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 26293 members Entering Unmasked Estep Score: -5356927.000000 Penalty: 5063.546875 Iteration 34Q: 3 clusters Score -5356927 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 26302 members Entering Unmasked Estep Score: -5356925.500000 Penalty: 5063.546875 Iteration 35Q: 3 clusters Score -5356926 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 26310 members Entering Unmasked Estep Score: -5356935.000000 Penalty: 5063.546875 Iteration 36Q: 3 clusters Score -5356935 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 26315 members Entering Unmasked Estep Score: -5356937.000000 Penalty: 5063.546875 Iteration 37Q: 3 clusters Score -5356937 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 26321 members Entering Unmasked Estep Score: -5356935.500000 Penalty: 5063.546875 Iteration 38Q: 3 clusters Score -5356936 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 26327 members Entering Unmasked Estep Score: -5356940.000000 Penalty: 5063.546875 Iteration 39Q: 3 clusters Score -5356940 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 26333 members Entering Unmasked Estep Score: -5356946.000000 Penalty: 5063.546875 Iteration 40F: 3 clusters Score -5356946 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 26341 members Entering Unmasked Estep Score: -5356951.500000 Penalty: 5063.546875 Iteration 41Q: 3 clusters Score -5356952 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 26351 members Entering Unmasked Estep Score: -5356964.500000 Penalty: 5063.546875 Iteration 42Q: 3 clusters Score -5356964 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 26359 members Entering Unmasked Estep Score: -5356961.500000 Penalty: 5063.546875 Iteration 43Q: 3 clusters Score -5356962 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 26368 members Entering Unmasked Estep Score: -5356975.500000 Penalty: 5063.546875 Iteration 44Q: 3 clusters Score -5356976 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 26374 members Entering Unmasked Estep Score: -5356976.000000 Penalty: 5063.546875 Iteration 45Q: 3 clusters Score -5356976 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 26382 members Entering Unmasked Estep Score: -5356989.000000 Penalty: 5063.546875 Iteration 46Q: 3 clusters Score -5356989 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 26383 members Entering Unmasked Estep Score: -5356990.500000 Penalty: 5063.546875 Iteration 47Q: 3 clusters Score -5356990 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 26386 members Entering Unmasked Estep Score: -5356993.000000 Penalty: 5063.546875 Iteration 48Q: 3 clusters Score -5356993 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 26391 members Entering Unmasked Estep Score: -5356998.500000 Penalty: 5063.546875 Iteration 49Q: 3 clusters Score -5356998 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 26394 members Entering Unmasked Estep Score: -5356991.000000 Penalty: 5063.546875 Iteration 50Q: 3 clusters Score -5356991 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 26397 members Entering Unmasked Estep Score: -5356995.500000 Penalty: 5063.546875 Iteration 51Q: 3 clusters Score -5356996 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 26399 members Entering Unmasked Estep Score: -5356997.000000 Penalty: 5063.546875 Iteration 52Q: 3 clusters Score -5356997 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 26400 members Entering Unmasked Estep Score: -5356998.500000 Penalty: 5063.546875 Iteration 53Q: 3 clusters Score -5356998 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 26400 members Entering Unmasked Estep Score: -5356998.500000 Penalty: 5063.546875 Iteration 54F: 3 clusters Score -5356998 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (25741 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25741 members Entering Unmasked Estep Score: -4752847.000000 Penalty: 2518.648193 Iteration 0F: 2 clusters Score -4752847 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12791 members Mstep: Class 2 contains 12950 members Entering Unmasked Estep Score: -4735116.000000 Penalty: 5037.296387 Iteration 0F: 3 clusters Score -4735116 nChanged 11559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12370 members Mstep: Class 2 contains 13371 members Entering Unmasked Estep Score: -4741377.000000 Penalty: 5037.296387 Iteration 1F: 3 clusters Score -4741377 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12118 members Mstep: Class 2 contains 13623 members Entering Unmasked Estep Score: -4742006.000000 Penalty: 5037.296387 Iteration 2F: 3 clusters Score -4742006 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11737 members Mstep: Class 2 contains 14004 members Entering Unmasked Estep Score: -4742687.500000 Penalty: 5037.296387 Iteration 3F: 3 clusters Score -4742688 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11182 members Mstep: Class 2 contains 14559 members Entering Unmasked Estep Score: -4743434.000000 Penalty: 5037.296387 Iteration 4F: 3 clusters Score -4743434 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10434 members Mstep: Class 2 contains 15307 members Entering Unmasked Estep Score: -4744262.500000 Penalty: 5037.296387 Iteration 5F: 3 clusters Score -4744262 nChanged 1437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9513 members Mstep: Class 2 contains 16228 members Entering Unmasked Estep Score: -4745219.000000 Penalty: 5037.296387 Iteration 6F: 3 clusters Score -4745219 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8460 members Mstep: Class 2 contains 17281 members Entering Unmasked Estep Score: -4746269.500000 Penalty: 5037.296387 Iteration 7F: 3 clusters Score -4746270 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Mstep: Class 2 contains 18422 members Entering Unmasked Estep Score: -4747331.000000 Penalty: 5037.296387 Iteration 8F: 3 clusters Score -4747331 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6171 members Mstep: Class 2 contains 19570 members Entering Unmasked Estep Score: -4748333.000000 Penalty: 5037.296387 Iteration 9F: 3 clusters Score -4748333 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5115 members Mstep: Class 2 contains 20626 members Entering Unmasked Estep Score: -4749213.000000 Penalty: 5037.296387 Iteration 10Q: 3 clusters Score -4749213 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 21531 members Entering Unmasked Estep Score: -4749937.000000 Penalty: 5037.296387 Iteration 11Q: 3 clusters Score -4749937 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 22276 members Entering Unmasked Estep Score: -4750503.500000 Penalty: 5037.296387 Iteration 12Q: 3 clusters Score -4750504 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 22888 members Entering Unmasked Estep Score: -4750929.500000 Penalty: 5037.296387 Iteration 13Q: 3 clusters Score -4750930 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 23381 members Entering Unmasked Estep Score: -4751298.500000 Penalty: 5037.296387 Iteration 14Q: 3 clusters Score -4751298 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 23769 members Entering Unmasked Estep Score: -4751598.000000 Penalty: 5037.296387 Iteration 15Q: 3 clusters Score -4751598 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 24097 members Entering Unmasked Estep Score: -4751893.000000 Penalty: 5037.296387 Iteration 16Q: 3 clusters Score -4751893 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 24312 members Entering Unmasked Estep Score: -4752060.500000 Penalty: 5037.296387 Iteration 17Q: 3 clusters Score -4752060 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 24448 members Entering Unmasked Estep Score: -4752191.000000 Penalty: 5037.296387 Iteration 18Q: 3 clusters Score -4752191 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 24563 members Entering Unmasked Estep Score: -4752315.000000 Penalty: 5037.296387 Iteration 19Q: 3 clusters Score -4752315 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 24650 members Entering Unmasked Estep Score: -4752463.000000 Penalty: 5037.296387 Iteration 20F: 3 clusters Score -4752463 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 24720 members Entering Unmasked Estep Score: -4752574.000000 Penalty: 5037.296387 Iteration 21Q: 3 clusters Score -4752574 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 24757 members Entering Unmasked Estep Score: -4752625.500000 Penalty: 5037.296387 Iteration 22Q: 3 clusters Score -4752626 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 24782 members Entering Unmasked Estep Score: -4752643.500000 Penalty: 5037.296387 Iteration 23Q: 3 clusters Score -4752644 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 24795 members Entering Unmasked Estep Score: -4752659.000000 Penalty: 5037.296387 Iteration 24Q: 3 clusters Score -4752659 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 24803 members Entering Unmasked Estep Score: -4752666.000000 Penalty: 5037.296387 Iteration 25Q: 3 clusters Score -4752666 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 24808 members Entering Unmasked Estep Score: -4752676.000000 Penalty: 5037.296387 Iteration 26Q: 3 clusters Score -4752676 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 24808 members Entering Unmasked Estep Score: -4752676.000000 Penalty: 5037.296387 Iteration 27F: 3 clusters Score -4752676 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (281 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Entering Unmasked Estep Score: -34119.042969 Penalty: 1398.312012 Iteration 0F: 2 clusters Score -34119.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -33168.636719 Penalty: 2796.624023 Iteration 0F: 3 clusters Score -33168.64 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -33462.371094 Penalty: 2796.624023 Iteration 1F: 3 clusters Score -33462.37 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -33594.312500 Penalty: 2796.624023 Iteration 2F: 3 clusters Score -33594.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -33678.488281 Penalty: 2796.624023 Iteration 3Q: 3 clusters Score -33678.49 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -33714.902344 Penalty: 2796.624023 Iteration 4Q: 3 clusters Score -33714.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -33732.007812 Penalty: 2796.624023 Iteration 5Q: 3 clusters Score -33732.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -33737.539062 Penalty: 2796.624023 Iteration 6Q: 3 clusters Score -33737.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -33740.519531 Penalty: 2796.624023 Iteration 7Q: 3 clusters Score -33740.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -33745.265625 Penalty: 2796.624023 Iteration 8Q: 3 clusters Score -33745.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -33753.835938 Penalty: 2796.624023 Iteration 9Q: 3 clusters Score -33753.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -33756.816406 Penalty: 2796.624023 Iteration 10Q: 3 clusters Score -33756.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -33756.816406 Penalty: 2796.624023 Iteration 11F: 3 clusters Score -33756.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (52380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52380 members Entering Unmasked Estep Score: -9679198.000000 Penalty: 2694.837646 Iteration 0F: 2 clusters Score -9679198 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26201 members Mstep: Class 2 contains 26179 members Entering Unmasked Estep Score: -9645332.000000 Penalty: 5389.675293 Iteration 0F: 3 clusters Score -9645332 nChanged 24140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26013 members Mstep: Class 2 contains 26367 members Entering Unmasked Estep Score: -9658978.000000 Penalty: 5389.675293 Iteration 1F: 3 clusters Score -9658978 nChanged 2429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25840 members Mstep: Class 2 contains 26540 members Entering Unmasked Estep Score: -9659961.000000 Penalty: 5389.675293 Iteration 2Q: 3 clusters Score -9659961 nChanged 2554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25474 members Mstep: Class 2 contains 26906 members Entering Unmasked Estep Score: -9661027.000000 Penalty: 5389.675293 Iteration 3Q: 3 clusters Score -9661027 nChanged 2787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24847 members Mstep: Class 2 contains 27533 members Entering Unmasked Estep Score: -9662404.000000 Penalty: 5389.675293 Iteration 4F: 3 clusters Score -9662404 nChanged 2985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23970 members Mstep: Class 2 contains 28410 members Entering Unmasked Estep Score: -9664254.000000 Penalty: 5389.675293 Iteration 5F: 3 clusters Score -9664254 nChanged 3299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22909 members Mstep: Class 2 contains 29471 members Entering Unmasked Estep Score: -9666605.000000 Penalty: 5389.675293 Iteration 6F: 3 clusters Score -9666605 nChanged 3344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21795 members Mstep: Class 2 contains 30585 members Entering Unmasked Estep Score: -9669250.000000 Penalty: 5389.675293 Iteration 7F: 3 clusters Score -9669250 nChanged 2961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20794 members Mstep: Class 2 contains 31586 members Entering Unmasked Estep Score: -9671229.000000 Penalty: 5389.675293 Iteration 8F: 3 clusters Score -9671229 nChanged 2077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20047 members Mstep: Class 2 contains 32333 members Entering Unmasked Estep Score: -9672223.000000 Penalty: 5389.675293 Iteration 9Q: 3 clusters Score -9672223 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19359 members Mstep: Class 2 contains 33021 members Entering Unmasked Estep Score: -9672661.000000 Penalty: 5389.675293 Iteration 10Q: 3 clusters Score -9672661 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18659 members Mstep: Class 2 contains 33721 members Entering Unmasked Estep Score: -9672939.000000 Penalty: 5389.675293 Iteration 11Q: 3 clusters Score -9672939 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17934 members Mstep: Class 2 contains 34446 members Entering Unmasked Estep Score: -9673202.000000 Penalty: 5389.675293 Iteration 12Q: 3 clusters Score -9673202 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17210 members Mstep: Class 2 contains 35170 members Entering Unmasked Estep Score: -9673438.000000 Penalty: 5389.675293 Iteration 13Q: 3 clusters Score -9673438 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16527 members Mstep: Class 2 contains 35853 members Entering Unmasked Estep Score: -9673744.000000 Penalty: 5389.675293 Iteration 14Q: 3 clusters Score -9673744 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15846 members Mstep: Class 2 contains 36534 members Entering Unmasked Estep Score: -9673947.000000 Penalty: 5389.675293 Iteration 15Q: 3 clusters Score -9673947 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15206 members Mstep: Class 2 contains 37174 members Entering Unmasked Estep Score: -9674207.000000 Penalty: 5389.675293 Iteration 16Q: 3 clusters Score -9674207 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14522 members Mstep: Class 2 contains 37858 members Entering Unmasked Estep Score: -9674499.000000 Penalty: 5389.675293 Iteration 17Q: 3 clusters Score -9674499 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13857 members Mstep: Class 2 contains 38523 members Entering Unmasked Estep Score: -9674713.000000 Penalty: 5389.675293 Iteration 18Q: 3 clusters Score -9674713 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13240 members Mstep: Class 2 contains 39140 members Entering Unmasked Estep Score: -9674946.000000 Penalty: 5389.675293 Iteration 19Q: 3 clusters Score -9674946 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12688 members Mstep: Class 2 contains 39692 members Entering Unmasked Estep Score: -9675143.000000 Penalty: 5389.675293 Iteration 20F: 3 clusters Score -9675143 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12143 members Mstep: Class 2 contains 40237 members Entering Unmasked Estep Score: -9675341.000000 Penalty: 5389.675293 Iteration 21Q: 3 clusters Score -9675341 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11671 members Mstep: Class 2 contains 40709 members Entering Unmasked Estep Score: -9675534.000000 Penalty: 5389.675293 Iteration 22Q: 3 clusters Score -9675534 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11167 members Mstep: Class 2 contains 41213 members Entering Unmasked Estep Score: -9675700.000000 Penalty: 5389.675293 Iteration 23Q: 3 clusters Score -9675700 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10665 members Mstep: Class 2 contains 41715 members Entering Unmasked Estep Score: -9675836.000000 Penalty: 5389.675293 Iteration 24Q: 3 clusters Score -9675836 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10177 members Mstep: Class 2 contains 42203 members Entering Unmasked Estep Score: -9675983.000000 Penalty: 5389.675293 Iteration 25Q: 3 clusters Score -9675983 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9742 members Mstep: Class 2 contains 42638 members Entering Unmasked Estep Score: -9676086.000000 Penalty: 5389.675293 Iteration 26Q: 3 clusters Score -9676086 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9304 members Mstep: Class 2 contains 43076 members Entering Unmasked Estep Score: -9676169.000000 Penalty: 5389.675293 Iteration 27Q: 3 clusters Score -9676169 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8889 members Mstep: Class 2 contains 43491 members Entering Unmasked Estep Score: -9676240.000000 Penalty: 5389.675293 Iteration 28Q: 3 clusters Score -9676240 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8461 members Mstep: Class 2 contains 43919 members Entering Unmasked Estep Score: -9676282.000000 Penalty: 5389.675293 Iteration 29Q: 3 clusters Score -9676282 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 44388 members Entering Unmasked Estep Score: -9676405.000000 Penalty: 5389.675293 Iteration 30Q: 3 clusters Score -9676405 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7516 members Mstep: Class 2 contains 44864 members Entering Unmasked Estep Score: -9676467.000000 Penalty: 5389.675293 Iteration 31Q: 3 clusters Score -9676467 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7029 members Mstep: Class 2 contains 45351 members Entering Unmasked Estep Score: -9676567.000000 Penalty: 5389.675293 Iteration 32Q: 3 clusters Score -9676567 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Mstep: Class 2 contains 45853 members Entering Unmasked Estep Score: -9676666.000000 Penalty: 5389.675293 Iteration 33Q: 3 clusters Score -9676666 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6046 members Mstep: Class 2 contains 46334 members Entering Unmasked Estep Score: -9676720.000000 Penalty: 5389.675293 Iteration 34Q: 3 clusters Score -9676720 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5562 members Mstep: Class 2 contains 46818 members Entering Unmasked Estep Score: -9676825.000000 Penalty: 5389.675293 Iteration 35Q: 3 clusters Score -9676825 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5115 members Mstep: Class 2 contains 47265 members Entering Unmasked Estep Score: -9676930.000000 Penalty: 5389.675293 Iteration 36Q: 3 clusters Score -9676930 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4712 members Mstep: Class 2 contains 47668 members Entering Unmasked Estep Score: -9676940.000000 Penalty: 5389.675293 Iteration 37Q: 3 clusters Score -9676940 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 48009 members Entering Unmasked Estep Score: -9676951.000000 Penalty: 5389.675293 Iteration 38Q: 3 clusters Score -9676951 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 48349 members Entering Unmasked Estep Score: -9676947.000000 Penalty: 5389.675293 Iteration 39Q: 3 clusters Score -9676947 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 48663 members Entering Unmasked Estep Score: -9677007.000000 Penalty: 5389.675293 Iteration 40F: 3 clusters Score -9677007 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 48977 members Entering Unmasked Estep Score: -9677045.000000 Penalty: 5389.675293 Iteration 41Q: 3 clusters Score -9677045 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 49249 members Entering Unmasked Estep Score: -9677041.000000 Penalty: 5389.675293 Iteration 42Q: 3 clusters Score -9677041 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 49516 members Entering Unmasked Estep Score: -9677049.000000 Penalty: 5389.675293 Iteration 43Q: 3 clusters Score -9677049 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 49770 members Entering Unmasked Estep Score: -9677104.000000 Penalty: 5389.675293 Iteration 44Q: 3 clusters Score -9677104 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 50019 members Entering Unmasked Estep Score: -9677153.000000 Penalty: 5389.675293 Iteration 45Q: 3 clusters Score -9677153 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 50226 members Entering Unmasked Estep Score: -9677167.000000 Penalty: 5389.675293 Iteration 46Q: 3 clusters Score -9677167 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 50388 members Entering Unmasked Estep Score: -9677154.000000 Penalty: 5389.675293 Iteration 47Q: 3 clusters Score -9677154 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 50542 members Entering Unmasked Estep Score: -9677126.000000 Penalty: 5389.675293 Iteration 48Q: 3 clusters Score -9677126 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 50670 members Entering Unmasked Estep Score: -9677137.000000 Penalty: 5389.675293 Iteration 49Q: 3 clusters Score -9677137 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 50782 members Entering Unmasked Estep Score: -9677134.000000 Penalty: 5389.675293 Iteration 50Q: 3 clusters Score -9677134 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 50881 members Entering Unmasked Estep Score: -9677152.000000 Penalty: 5389.675293 Iteration 51Q: 3 clusters Score -9677152 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 50958 members Entering Unmasked Estep Score: -9677186.000000 Penalty: 5389.675293 Iteration 52Q: 3 clusters Score -9677186 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 51026 members Entering Unmasked Estep Score: -9677168.000000 Penalty: 5389.675293 Iteration 53Q: 3 clusters Score -9677168 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 51088 members Entering Unmasked Estep Score: -9677195.000000 Penalty: 5389.675293 Iteration 54Q: 3 clusters Score -9677195 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 51142 members Entering Unmasked Estep Score: -9677197.000000 Penalty: 5389.675293 Iteration 55Q: 3 clusters Score -9677197 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 51196 members Entering Unmasked Estep Score: -9677193.000000 Penalty: 5389.675293 Iteration 56Q: 3 clusters Score -9677193 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 51239 members Entering Unmasked Estep Score: -9677171.000000 Penalty: 5389.675293 Iteration 57Q: 3 clusters Score -9677171 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 51282 members Entering Unmasked Estep Score: -9677180.000000 Penalty: 5389.675293 Iteration 58Q: 3 clusters Score -9677180 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 51321 members Entering Unmasked Estep Score: -9677200.000000 Penalty: 5389.675293 Iteration 59Q: 3 clusters Score -9677200 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 51357 members Entering Unmasked Estep Score: -9677201.000000 Penalty: 5389.675293 Iteration 60F: 3 clusters Score -9677201 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 51394 members Entering Unmasked Estep Score: -9677199.000000 Penalty: 5389.675293 Iteration 61Q: 3 clusters Score -9677199 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 51432 members Entering Unmasked Estep Score: -9677209.000000 Penalty: 5389.675293 Iteration 62Q: 3 clusters Score -9677209 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 51469 members Entering Unmasked Estep Score: -9677222.000000 Penalty: 5389.675293 Iteration 63Q: 3 clusters Score -9677222 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 51492 members Entering Unmasked Estep Score: -9677216.000000 Penalty: 5389.675293 Iteration 64Q: 3 clusters Score -9677216 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 51506 members Entering Unmasked Estep Score: -9677217.000000 Penalty: 5389.675293 Iteration 65Q: 3 clusters Score -9677217 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 51526 members Entering Unmasked Estep Score: -9677210.000000 Penalty: 5389.675293 Iteration 66Q: 3 clusters Score -9677210 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 51537 members Entering Unmasked Estep Score: -9677216.000000 Penalty: 5389.675293 Iteration 67Q: 3 clusters Score -9677216 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 51547 members Entering Unmasked Estep Score: -9677212.000000 Penalty: 5389.675293 Iteration 68Q: 3 clusters Score -9677212 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 51554 members Entering Unmasked Estep Score: -9677207.000000 Penalty: 5389.675293 Iteration 69Q: 3 clusters Score -9677207 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 51556 members Entering Unmasked Estep Score: -9677213.000000 Penalty: 5389.675293 Iteration 70Q: 3 clusters Score -9677213 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 51558 members Entering Unmasked Estep Score: -9677218.000000 Penalty: 5389.675293 Iteration 71Q: 3 clusters Score -9677218 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 51561 members Entering Unmasked Estep Score: -9677216.000000 Penalty: 5389.675293 Iteration 72Q: 3 clusters Score -9677216 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 51562 members Entering Unmasked Estep Score: -9677221.000000 Penalty: 5389.675293 Iteration 73Q: 3 clusters Score -9677221 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 51563 members Entering Unmasked Estep Score: -9677214.000000 Penalty: 5389.675293 Iteration 74Q: 3 clusters Score -9677214 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 51564 members Entering Unmasked Estep Score: -9677209.000000 Penalty: 5389.675293 Iteration 75Q: 3 clusters Score -9677209 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 51566 members Entering Unmasked Estep Score: -9677217.000000 Penalty: 5389.675293 Iteration 76Q: 3 clusters Score -9677217 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 51572 members Entering Unmasked Estep Score: -9677210.000000 Penalty: 5389.675293 Iteration 77Q: 3 clusters Score -9677210 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 51579 members Entering Unmasked Estep Score: -9677207.000000 Penalty: 5389.675293 Iteration 78Q: 3 clusters Score -9677207 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 51584 members Entering Unmasked Estep Score: -9677210.000000 Penalty: 5389.675293 Iteration 79Q: 3 clusters Score -9677210 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 51593 members Entering Unmasked Estep Score: -9677202.000000 Penalty: 5389.675293 Iteration 80F: 3 clusters Score -9677202 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 51597 members Entering Unmasked Estep Score: -9677206.000000 Penalty: 5389.675293 Iteration 81Q: 3 clusters Score -9677206 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 51601 members Entering Unmasked Estep Score: -9677208.000000 Penalty: 5389.675293 Iteration 82Q: 3 clusters Score -9677208 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 51607 members Entering Unmasked Estep Score: -9677206.000000 Penalty: 5389.675293 Iteration 83Q: 3 clusters Score -9677206 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 51616 members Entering Unmasked Estep Score: -9677190.000000 Penalty: 5389.675293 Iteration 84Q: 3 clusters Score -9677190 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 51625 members Entering Unmasked Estep Score: -9677196.000000 Penalty: 5389.675293 Iteration 85Q: 3 clusters Score -9677196 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 51627 members Entering Unmasked Estep Score: -9677203.000000 Penalty: 5389.675293 Iteration 86Q: 3 clusters Score -9677203 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 51629 members Entering Unmasked Estep Score: -9677197.000000 Penalty: 5389.675293 Iteration 87Q: 3 clusters Score -9677197 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 51631 members Entering Unmasked Estep Score: -9677196.000000 Penalty: 5389.675293 Iteration 88Q: 3 clusters Score -9677196 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 51630 members Entering Unmasked Estep Score: -9677195.000000 Penalty: 5389.675293 Iteration 89Q: 3 clusters Score -9677195 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 51632 members Entering Unmasked Estep Score: -9677192.000000 Penalty: 5389.675293 Iteration 90Q: 3 clusters Score -9677192 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 51632 members Entering Unmasked Estep Score: -9677193.000000 Penalty: 5389.675293 Iteration 91Q: 3 clusters Score -9677193 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 51633 members Entering Unmasked Estep Score: -9677199.000000 Penalty: 5389.675293 Iteration 92Q: 3 clusters Score -9677199 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 51633 members Entering Unmasked Estep Score: -9677199.000000 Penalty: 5389.675293 Iteration 93F: 3 clusters Score -9677199 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (378 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Entering Unmasked Estep Score: -58621.628906 Penalty: 1471.853760 Iteration 0F: 2 clusters Score -58621.63 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 190 members Entering Unmasked Estep Score: -57297.562500 Penalty: 2943.707520 Iteration 0F: 3 clusters Score -57297.56 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -57545.605469 Penalty: 2943.707520 Iteration 1F: 3 clusters Score -57545.61 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -57729.183594 Penalty: 2943.707520 Iteration 2F: 3 clusters Score -57729.18 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -57819.937500 Penalty: 2943.707520 Iteration 3Q: 3 clusters Score -57819.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -57847.945312 Penalty: 2943.707520 Iteration 4Q: 3 clusters Score -57847.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -57869.929688 Penalty: 2943.707520 Iteration 5Q: 3 clusters Score -57869.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -57882.644531 Penalty: 2943.707520 Iteration 6Q: 3 clusters Score -57882.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -57901.156250 Penalty: 2943.707520 Iteration 7Q: 3 clusters Score -57901.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -57927.847656 Penalty: 2943.707520 Iteration 8Q: 3 clusters Score -57927.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -57960.203125 Penalty: 2943.707520 Iteration 9Q: 3 clusters Score -57960.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -57986.609375 Penalty: 2943.707520 Iteration 10Q: 3 clusters Score -57986.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -58011.921875 Penalty: 2943.707520 Iteration 11Q: 3 clusters Score -58011.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -58022.464844 Penalty: 2943.707520 Iteration 12Q: 3 clusters Score -58022.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -58034.132812 Penalty: 2943.707520 Iteration 13Q: 3 clusters Score -58034.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -58038.320312 Penalty: 2943.707520 Iteration 14Q: 3 clusters Score -58038.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -58039.425781 Penalty: 2943.707520 Iteration 15Q: 3 clusters Score -58039.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -58044.390625 Penalty: 2943.707520 Iteration 16Q: 3 clusters Score -58044.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -58044.390625 Penalty: 2943.707520 Iteration 17F: 3 clusters Score -58044.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (25158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25158 members Entering Unmasked Estep Score: -4631448.000000 Penalty: 2512.966797 Iteration 0F: 2 clusters Score -4631448 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12634 members Mstep: Class 2 contains 12524 members Entering Unmasked Estep Score: -4614055.000000 Penalty: 5025.933594 Iteration 0F: 3 clusters Score -4614055 nChanged 11209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12873 members Mstep: Class 2 contains 12285 members Entering Unmasked Estep Score: -4620003.500000 Penalty: 5025.933594 Iteration 1F: 3 clusters Score -4620004 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13089 members Mstep: Class 2 contains 12069 members Entering Unmasked Estep Score: -4620375.500000 Penalty: 5025.933594 Iteration 2Q: 3 clusters Score -4620376 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13367 members Mstep: Class 2 contains 11791 members Entering Unmasked Estep Score: -4620725.500000 Penalty: 5025.933594 Iteration 3Q: 3 clusters Score -4620726 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13677 members Mstep: Class 2 contains 11481 members Entering Unmasked Estep Score: -4621028.500000 Penalty: 5025.933594 Iteration 4Q: 3 clusters Score -4621028 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14108 members Mstep: Class 2 contains 11050 members Entering Unmasked Estep Score: -4621334.500000 Penalty: 5025.933594 Iteration 5Q: 3 clusters Score -4621334 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14649 members Mstep: Class 2 contains 10509 members Entering Unmasked Estep Score: -4621696.000000 Penalty: 5025.933594 Iteration 6Q: 3 clusters Score -4621696 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15335 members Mstep: Class 2 contains 9823 members Entering Unmasked Estep Score: -4622141.500000 Penalty: 5025.933594 Iteration 7Q: 3 clusters Score -4622142 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16218 members Mstep: Class 2 contains 8940 members Entering Unmasked Estep Score: -4622771.000000 Penalty: 5025.933594 Iteration 8Q: 3 clusters Score -4622771 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17235 members Mstep: Class 2 contains 7923 members Entering Unmasked Estep Score: -4623530.500000 Penalty: 5025.933594 Iteration 9Q: 3 clusters Score -4623530 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18330 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -4624393.000000 Penalty: 5025.933594 Iteration 10Q: 3 clusters Score -4624393 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19420 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -4625308.500000 Penalty: 5025.933594 Iteration 11Q: 3 clusters Score -4625308 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20445 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -4626037.500000 Penalty: 5025.933594 Iteration 12Q: 3 clusters Score -4626038 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21380 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -4626752.500000 Penalty: 5025.933594 Iteration 13Q: 3 clusters Score -4626752 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22194 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -4627405.500000 Penalty: 5025.933594 Iteration 14Q: 3 clusters Score -4627406 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22875 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -4627911.000000 Penalty: 5025.933594 Iteration 15Q: 3 clusters Score -4627911 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23375 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -4628277.500000 Penalty: 5025.933594 Iteration 16Q: 3 clusters Score -4628278 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23728 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -4628546.000000 Penalty: 5025.933594 Iteration 17Q: 3 clusters Score -4628546 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23976 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -4628709.500000 Penalty: 5025.933594 Iteration 18Q: 3 clusters Score -4628710 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24162 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -4628851.500000 Penalty: 5025.933594 Iteration 19Q: 3 clusters Score -4628852 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24292 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -4628950.500000 Penalty: 5025.933594 Iteration 20F: 3 clusters Score -4628950 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24383 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -4629023.500000 Penalty: 5025.933594 Iteration 21Q: 3 clusters Score -4629024 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24450 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -4629094.500000 Penalty: 5025.933594 Iteration 22Q: 3 clusters Score -4629094 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24492 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -4629133.000000 Penalty: 5025.933594 Iteration 23Q: 3 clusters Score -4629133 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24531 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -4629157.500000 Penalty: 5025.933594 Iteration 24Q: 3 clusters Score -4629158 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24558 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -4629186.000000 Penalty: 5025.933594 Iteration 25Q: 3 clusters Score -4629186 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24581 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -4629201.000000 Penalty: 5025.933594 Iteration 26Q: 3 clusters Score -4629201 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24602 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -4629221.500000 Penalty: 5025.933594 Iteration 27Q: 3 clusters Score -4629222 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24619 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -4629230.000000 Penalty: 5025.933594 Iteration 28Q: 3 clusters Score -4629230 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24634 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -4629241.000000 Penalty: 5025.933594 Iteration 29Q: 3 clusters Score -4629241 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24651 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -4629254.000000 Penalty: 5025.933594 Iteration 30Q: 3 clusters Score -4629254 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24659 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -4629270.000000 Penalty: 5025.933594 Iteration 31Q: 3 clusters Score -4629270 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24672 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -4629274.000000 Penalty: 5025.933594 Iteration 32Q: 3 clusters Score -4629274 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24681 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -4629282.000000 Penalty: 5025.933594 Iteration 33Q: 3 clusters Score -4629282 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24688 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -4629289.500000 Penalty: 5025.933594 Iteration 34Q: 3 clusters Score -4629290 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24696 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -4629301.500000 Penalty: 5025.933594 Iteration 35Q: 3 clusters Score -4629302 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24704 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -4629306.500000 Penalty: 5025.933594 Iteration 36Q: 3 clusters Score -4629306 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24703 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -4629313.500000 Penalty: 5025.933594 Iteration 37Q: 3 clusters Score -4629314 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24706 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -4629323.000000 Penalty: 5025.933594 Iteration 38Q: 3 clusters Score -4629323 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24712 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -4629328.000000 Penalty: 5025.933594 Iteration 39Q: 3 clusters Score -4629328 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24713 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -4629332.000000 Penalty: 5025.933594 Iteration 40F: 3 clusters Score -4629332 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24716 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -4629335.500000 Penalty: 5025.933594 Iteration 41Q: 3 clusters Score -4629336 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24719 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -4629340.500000 Penalty: 5025.933594 Iteration 42Q: 3 clusters Score -4629340 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24721 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -4629340.500000 Penalty: 5025.933594 Iteration 43Q: 3 clusters Score -4629340 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24721 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -4629340.500000 Penalty: 5025.933594 Iteration 44F: 3 clusters Score -4629340 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (23853 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23853 members Entering Unmasked Estep Score: -4616885.500000 Penalty: 2499.757080 Iteration 0F: 2 clusters Score -4616886 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11928 members Mstep: Class 2 contains 11925 members Entering Unmasked Estep Score: -4600446.500000 Penalty: 4999.514160 Iteration 0F: 3 clusters Score -4600446 nChanged 10613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11903 members Mstep: Class 2 contains 11950 members Entering Unmasked Estep Score: -4606054.000000 Penalty: 4999.514160 Iteration 1F: 3 clusters Score -4606054 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11945 members Mstep: Class 2 contains 11908 members Entering Unmasked Estep Score: -4606409.000000 Penalty: 4999.514160 Iteration 2F: 3 clusters Score -4606409 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12041 members Mstep: Class 2 contains 11812 members Entering Unmasked Estep Score: -4606687.500000 Penalty: 4999.514160 Iteration 3Q: 3 clusters Score -4606688 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12210 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -4606893.500000 Penalty: 4999.514160 Iteration 4Q: 3 clusters Score -4606894 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12404 members Mstep: Class 2 contains 11449 members Entering Unmasked Estep Score: -4607076.500000 Penalty: 4999.514160 Iteration 5Q: 3 clusters Score -4607076 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12640 members Mstep: Class 2 contains 11213 members Entering Unmasked Estep Score: -4607269.500000 Penalty: 4999.514160 Iteration 6Q: 3 clusters Score -4607270 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12914 members Mstep: Class 2 contains 10939 members Entering Unmasked Estep Score: -4607457.500000 Penalty: 4999.514160 Iteration 7Q: 3 clusters Score -4607458 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13361 members Mstep: Class 2 contains 10492 members Entering Unmasked Estep Score: -4607665.000000 Penalty: 4999.514160 Iteration 8Q: 3 clusters Score -4607665 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13908 members Mstep: Class 2 contains 9945 members Entering Unmasked Estep Score: -4607925.000000 Penalty: 4999.514160 Iteration 9Q: 3 clusters Score -4607925 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14582 members Mstep: Class 2 contains 9271 members Entering Unmasked Estep Score: -4608273.000000 Penalty: 4999.514160 Iteration 10Q: 3 clusters Score -4608273 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15435 members Mstep: Class 2 contains 8418 members Entering Unmasked Estep Score: -4608721.000000 Penalty: 4999.514160 Iteration 11Q: 3 clusters Score -4608721 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16458 members Mstep: Class 2 contains 7395 members Entering Unmasked Estep Score: -4609365.000000 Penalty: 4999.514160 Iteration 12Q: 3 clusters Score -4609365 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17649 members Mstep: Class 2 contains 6204 members Entering Unmasked Estep Score: -4610179.500000 Penalty: 4999.514160 Iteration 13F: 3 clusters Score -4610180 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18924 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -4611180.500000 Penalty: 4999.514160 Iteration 14F: 3 clusters Score -4611180 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20144 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -4612174.000000 Penalty: 4999.514160 Iteration 15F: 3 clusters Score -4612174 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21147 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -4613063.500000 Penalty: 4999.514160 Iteration 16Q: 3 clusters Score -4613064 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21869 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -4613675.500000 Penalty: 4999.514160 Iteration 17Q: 3 clusters Score -4613676 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22374 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -4614081.000000 Penalty: 4999.514160 Iteration 18Q: 3 clusters Score -4614081 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22714 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -4614356.500000 Penalty: 4999.514160 Iteration 19Q: 3 clusters Score -4614356 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22943 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -4614558.500000 Penalty: 4999.514160 Iteration 20F: 3 clusters Score -4614558 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23091 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -4614719.000000 Penalty: 4999.514160 Iteration 21Q: 3 clusters Score -4614719 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23198 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -4614814.000000 Penalty: 4999.514160 Iteration 22Q: 3 clusters Score -4614814 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23262 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -4614869.500000 Penalty: 4999.514160 Iteration 23Q: 3 clusters Score -4614870 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23307 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -4614904.500000 Penalty: 4999.514160 Iteration 24Q: 3 clusters Score -4614904 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23346 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -4614949.500000 Penalty: 4999.514160 Iteration 25Q: 3 clusters Score -4614950 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23373 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -4614967.000000 Penalty: 4999.514160 Iteration 26Q: 3 clusters Score -4614967 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23381 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -4614982.000000 Penalty: 4999.514160 Iteration 27Q: 3 clusters Score -4614982 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23386 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -4614983.500000 Penalty: 4999.514160 Iteration 28Q: 3 clusters Score -4614984 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23389 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -4614985.000000 Penalty: 4999.514160 Iteration 29Q: 3 clusters Score -4614985 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23391 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -4614988.500000 Penalty: 4999.514160 Iteration 30Q: 3 clusters Score -4614988 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23396 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -4614992.000000 Penalty: 4999.514160 Iteration 31Q: 3 clusters Score -4614992 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23404 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -4614992.000000 Penalty: 4999.514160 Iteration 32Q: 3 clusters Score -4614992 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23408 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -4614999.500000 Penalty: 4999.514160 Iteration 33Q: 3 clusters Score -4615000 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23409 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -4615006.500000 Penalty: 4999.514160 Iteration 34Q: 3 clusters Score -4615006 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23412 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -4615009.000000 Penalty: 4999.514160 Iteration 35Q: 3 clusters Score -4615009 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23413 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -4615007.000000 Penalty: 4999.514160 Iteration 36Q: 3 clusters Score -4615007 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23415 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -4615014.000000 Penalty: 4999.514160 Iteration 37Q: 3 clusters Score -4615014 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23417 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -4615016.000000 Penalty: 4999.514160 Iteration 38Q: 3 clusters Score -4615016 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23419 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -4615014.000000 Penalty: 4999.514160 Iteration 39Q: 3 clusters Score -4615014 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23420 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -4615013.000000 Penalty: 4999.514160 Iteration 40F: 3 clusters Score -4615013 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (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: -294525.406250 Penalty: 1845.738159 Iteration 0F: 2 clusters Score -294525.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -292171.656250 Penalty: 3691.476318 Iteration 0F: 3 clusters Score -292171.7 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -292880.937500 Penalty: 3691.476318 Iteration 1F: 3 clusters Score -292880.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -293142.250000 Penalty: 3691.476318 Iteration 2F: 3 clusters Score -293142.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -293398.718750 Penalty: 3691.476318 Iteration 3F: 3 clusters Score -293398.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -293724.843750 Penalty: 3691.476318 Iteration 4F: 3 clusters Score -293724.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -293973.468750 Penalty: 3691.476318 Iteration 5F: 3 clusters Score -293973.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -294239.937500 Penalty: 3691.476318 Iteration 6F: 3 clusters Score -294239.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -294370.937500 Penalty: 3691.476318 Iteration 7Q: 3 clusters Score -294370.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -294439.218750 Penalty: 3691.476318 Iteration 8Q: 3 clusters Score -294439.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -294482.406250 Penalty: 3691.476318 Iteration 9Q: 3 clusters Score -294482.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -294523.281250 Penalty: 3691.476318 Iteration 10Q: 3 clusters Score -294523.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -294556.843750 Penalty: 3691.476318 Iteration 11Q: 3 clusters Score -294556.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -294582.656250 Penalty: 3691.476318 Iteration 12Q: 3 clusters Score -294582.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -294597.062500 Penalty: 3691.476318 Iteration 13Q: 3 clusters Score -294597.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -294607.687500 Penalty: 3691.476318 Iteration 14Q: 3 clusters Score -294607.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -294615.625000 Penalty: 3691.476318 Iteration 15Q: 3 clusters Score -294615.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -294616.562500 Penalty: 3691.476318 Iteration 16Q: 3 clusters Score -294616.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -294617.218750 Penalty: 3691.476318 Iteration 17Q: 3 clusters Score -294617.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -294617.218750 Penalty: 3691.476318 Iteration 18F: 3 clusters Score -294617.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27140 members Mstep: Class 2 contains 25741 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52380 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25158 members Mstep: Class 7 contains 23853 members Mstep: Class 8 contains 603 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1222 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19367 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63383 members Mstep: Class 16 contains 1033 members Mstep: Class 17 contains 56438 members Mstep: Class 18 contains 13676 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 940 members Mstep: Class 21 contains 7594 members Mstep: Class 22 contains 24661 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Mstep: Class 25 contains 1104 members Entering Unmasked Estep Score: -63646888.000000 Penalty: 79136.750000 Splitting cluster 8 changes total score from -63648128.000000 to -63646888.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Entering Unmasked Estep Score: -14050.183594 Penalty: 1247.548584 Iteration 0F: 2 clusters Score -14050.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -13327.285156 Penalty: 2495.097168 Iteration 0F: 3 clusters Score -13327.29 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -13492.546875 Penalty: 2495.097168 Iteration 1F: 3 clusters Score -13492.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -13536.061523 Penalty: 2495.097168 Iteration 2Q: 3 clusters Score -13536.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -13550.465820 Penalty: 2495.097168 Iteration 3Q: 3 clusters Score -13550.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -13550.465820 Penalty: 2495.097168 Iteration 4F: 3 clusters Score -13550.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1222 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Entering Unmasked Estep Score: -217522.156250 Penalty: 1762.844482 Iteration 0F: 2 clusters Score -217522.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -215444.093750 Penalty: 3525.688965 Iteration 0F: 3 clusters Score -215444.1 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -215841.531250 Penalty: 3525.688965 Iteration 1F: 3 clusters Score -215841.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -215997.312500 Penalty: 3525.688965 Iteration 2F: 3 clusters Score -215997.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -216110.171875 Penalty: 3525.688965 Iteration 3F: 3 clusters Score -216110.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -216186.218750 Penalty: 3525.688965 Iteration 4Q: 3 clusters Score -216186.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -216260.343750 Penalty: 3525.688965 Iteration 5Q: 3 clusters Score -216260.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -216357.546875 Penalty: 3525.688965 Iteration 6Q: 3 clusters Score -216357.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -216426.062500 Penalty: 3525.688965 Iteration 7Q: 3 clusters Score -216426.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -216454.515625 Penalty: 3525.688965 Iteration 8Q: 3 clusters Score -216454.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -216485.625000 Penalty: 3525.688965 Iteration 9Q: 3 clusters Score -216485.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -216509.593750 Penalty: 3525.688965 Iteration 10Q: 3 clusters Score -216509.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -216537.718750 Penalty: 3525.688965 Iteration 11Q: 3 clusters Score -216537.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -216561.312500 Penalty: 3525.688965 Iteration 12Q: 3 clusters Score -216561.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -216581.765625 Penalty: 3525.688965 Iteration 13Q: 3 clusters Score -216581.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -216609.765625 Penalty: 3525.688965 Iteration 14Q: 3 clusters Score -216609.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -216641.875000 Penalty: 3525.688965 Iteration 15Q: 3 clusters Score -216641.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -216661.468750 Penalty: 3525.688965 Iteration 16Q: 3 clusters Score -216661.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -216685.390625 Penalty: 3525.688965 Iteration 17Q: 3 clusters Score -216685.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -216713.250000 Penalty: 3525.688965 Iteration 18Q: 3 clusters Score -216713.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -216728.000000 Penalty: 3525.688965 Iteration 19Q: 3 clusters Score -216728 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -216731.171875 Penalty: 3525.688965 Iteration 20F: 3 clusters Score -216731.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -216734.250000 Penalty: 3525.688965 Iteration 21Q: 3 clusters Score -216734.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -216735.015625 Penalty: 3525.688965 Iteration 22Q: 3 clusters Score -216735 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -216735.015625 Penalty: 3525.688965 Iteration 23F: 3 clusters Score -216735 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Entering Unmasked Estep Score: -48623.027344 Penalty: 1406.984131 Iteration 0F: 2 clusters Score -48623.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -47348.519531 Penalty: 2813.968262 Iteration 0F: 3 clusters Score -47348.52 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -47430.910156 Penalty: 2813.968262 Iteration 1F: 3 clusters Score -47430.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -47447.199219 Penalty: 2813.968262 Iteration 2Q: 3 clusters Score -47447.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -47455.175781 Penalty: 2813.968262 Iteration 3Q: 3 clusters Score -47455.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -47460.039062 Penalty: 2813.968262 Iteration 4Q: 3 clusters Score -47460.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -47461.804688 Penalty: 2813.968262 Iteration 5Q: 3 clusters Score -47461.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -47463.531250 Penalty: 2813.968262 Iteration 6Q: 3 clusters Score -47463.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -47463.531250 Penalty: 2813.968262 Iteration 7F: 3 clusters Score -47463.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (19367 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19367 members Entering Unmasked Estep Score: -3483327.000000 Penalty: 2448.088623 Iteration 0F: 2 clusters Score -3483327 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9725 members Mstep: Class 2 contains 9642 members Entering Unmasked Estep Score: -3469762.500000 Penalty: 4896.177246 Iteration 0F: 3 clusters Score -3469762 nChanged 8494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9735 members Mstep: Class 2 contains 9632 members Entering Unmasked Estep Score: -3474310.000000 Penalty: 4896.177246 Iteration 1F: 3 clusters Score -3474310 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9778 members Mstep: Class 2 contains 9589 members Entering Unmasked Estep Score: -3474835.000000 Penalty: 4896.177246 Iteration 2F: 3 clusters Score -3474835 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9855 members Mstep: Class 2 contains 9512 members Entering Unmasked Estep Score: -3475395.500000 Penalty: 4896.177246 Iteration 3F: 3 clusters Score -3475396 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9976 members Mstep: Class 2 contains 9391 members Entering Unmasked Estep Score: -3475963.500000 Penalty: 4896.177246 Iteration 4Q: 3 clusters Score -3475964 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10140 members Mstep: Class 2 contains 9227 members Entering Unmasked Estep Score: -3476524.250000 Penalty: 4896.177246 Iteration 5F: 3 clusters Score -3476524 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10371 members Mstep: Class 2 contains 8996 members Entering Unmasked Estep Score: -3477079.000000 Penalty: 4896.177246 Iteration 6F: 3 clusters Score -3477079 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10619 members Mstep: Class 2 contains 8748 members Entering Unmasked Estep Score: -3477622.250000 Penalty: 4896.177246 Iteration 7F: 3 clusters Score -3477622 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10901 members Mstep: Class 2 contains 8466 members Entering Unmasked Estep Score: -3478069.750000 Penalty: 4896.177246 Iteration 8Q: 3 clusters Score -3478070 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11122 members Mstep: Class 2 contains 8245 members Entering Unmasked Estep Score: -3478461.250000 Penalty: 4896.177246 Iteration 9Q: 3 clusters Score -3478461 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11272 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -3478746.500000 Penalty: 4896.177246 Iteration 10Q: 3 clusters Score -3478746 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11373 members Mstep: Class 2 contains 7994 members Entering Unmasked Estep Score: -3478931.000000 Penalty: 4896.177246 Iteration 11Q: 3 clusters Score -3478931 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11398 members Mstep: Class 2 contains 7969 members Entering Unmasked Estep Score: -3479047.500000 Penalty: 4896.177246 Iteration 12Q: 3 clusters Score -3479048 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11402 members Mstep: Class 2 contains 7965 members Entering Unmasked Estep Score: -3479128.000000 Penalty: 4896.177246 Iteration 13Q: 3 clusters Score -3479128 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11381 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -3479168.500000 Penalty: 4896.177246 Iteration 14Q: 3 clusters Score -3479168 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11356 members Mstep: Class 2 contains 8011 members Entering Unmasked Estep Score: -3479206.750000 Penalty: 4896.177246 Iteration 15Q: 3 clusters Score -3479207 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11316 members Mstep: Class 2 contains 8051 members Entering Unmasked Estep Score: -3479252.500000 Penalty: 4896.177246 Iteration 16Q: 3 clusters Score -3479252 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11261 members Mstep: Class 2 contains 8106 members Entering Unmasked Estep Score: -3479297.000000 Penalty: 4896.177246 Iteration 17Q: 3 clusters Score -3479297 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11205 members Mstep: Class 2 contains 8162 members Entering Unmasked Estep Score: -3479321.250000 Penalty: 4896.177246 Iteration 18Q: 3 clusters Score -3479321 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11126 members Mstep: Class 2 contains 8241 members Entering Unmasked Estep Score: -3479342.000000 Penalty: 4896.177246 Iteration 19Q: 3 clusters Score -3479342 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11036 members Mstep: Class 2 contains 8331 members Entering Unmasked Estep Score: -3479383.500000 Penalty: 4896.177246 Iteration 20F: 3 clusters Score -3479384 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10924 members Mstep: Class 2 contains 8443 members Entering Unmasked Estep Score: -3479431.000000 Penalty: 4896.177246 Iteration 21Q: 3 clusters Score -3479431 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10803 members Mstep: Class 2 contains 8564 members Entering Unmasked Estep Score: -3479458.250000 Penalty: 4896.177246 Iteration 22Q: 3 clusters Score -3479458 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10672 members Mstep: Class 2 contains 8695 members Entering Unmasked Estep Score: -3479523.750000 Penalty: 4896.177246 Iteration 23Q: 3 clusters Score -3479524 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10535 members Mstep: Class 2 contains 8832 members Entering Unmasked Estep Score: -3479564.750000 Penalty: 4896.177246 Iteration 24Q: 3 clusters Score -3479565 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10373 members Mstep: Class 2 contains 8994 members Entering Unmasked Estep Score: -3479619.000000 Penalty: 4896.177246 Iteration 25Q: 3 clusters Score -3479619 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10226 members Mstep: Class 2 contains 9141 members Entering Unmasked Estep Score: -3479645.250000 Penalty: 4896.177246 Iteration 26Q: 3 clusters Score -3479645 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10061 members Mstep: Class 2 contains 9306 members Entering Unmasked Estep Score: -3479677.000000 Penalty: 4896.177246 Iteration 27Q: 3 clusters Score -3479677 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9881 members Mstep: Class 2 contains 9486 members Entering Unmasked Estep Score: -3479717.500000 Penalty: 4896.177246 Iteration 28Q: 3 clusters Score -3479718 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9701 members Mstep: Class 2 contains 9666 members Entering Unmasked Estep Score: -3479766.000000 Penalty: 4896.177246 Iteration 29Q: 3 clusters Score -3479766 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9513 members Mstep: Class 2 contains 9854 members Entering Unmasked Estep Score: -3479797.000000 Penalty: 4896.177246 Iteration 30Q: 3 clusters Score -3479797 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9332 members Mstep: Class 2 contains 10035 members Entering Unmasked Estep Score: -3479839.250000 Penalty: 4896.177246 Iteration 31Q: 3 clusters Score -3479839 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9134 members Mstep: Class 2 contains 10233 members Entering Unmasked Estep Score: -3479881.750000 Penalty: 4896.177246 Iteration 32Q: 3 clusters Score -3479882 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8927 members Mstep: Class 2 contains 10440 members Entering Unmasked Estep Score: -3479946.750000 Penalty: 4896.177246 Iteration 33Q: 3 clusters Score -3479947 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8698 members Mstep: Class 2 contains 10669 members Entering Unmasked Estep Score: -3480010.250000 Penalty: 4896.177246 Iteration 34Q: 3 clusters Score -3480010 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8474 members Mstep: Class 2 contains 10893 members Entering Unmasked Estep Score: -3480086.250000 Penalty: 4896.177246 Iteration 35Q: 3 clusters Score -3480086 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8262 members Mstep: Class 2 contains 11105 members Entering Unmasked Estep Score: -3480128.000000 Penalty: 4896.177246 Iteration 36Q: 3 clusters Score -3480128 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8070 members Mstep: Class 2 contains 11297 members Entering Unmasked Estep Score: -3480170.500000 Penalty: 4896.177246 Iteration 37Q: 3 clusters Score -3480170 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7863 members Mstep: Class 2 contains 11504 members Entering Unmasked Estep Score: -3480235.500000 Penalty: 4896.177246 Iteration 38Q: 3 clusters Score -3480236 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7645 members Mstep: Class 2 contains 11722 members Entering Unmasked Estep Score: -3480307.500000 Penalty: 4896.177246 Iteration 39Q: 3 clusters Score -3480308 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 11981 members Entering Unmasked Estep Score: -3480373.500000 Penalty: 4896.177246 Iteration 40F: 3 clusters Score -3480374 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7138 members Mstep: Class 2 contains 12229 members Entering Unmasked Estep Score: -3480456.000000 Penalty: 4896.177246 Iteration 41Q: 3 clusters Score -3480456 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6892 members Mstep: Class 2 contains 12475 members Entering Unmasked Estep Score: -3480530.000000 Penalty: 4896.177246 Iteration 42Q: 3 clusters Score -3480530 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 12695 members Entering Unmasked Estep Score: -3480598.000000 Penalty: 4896.177246 Iteration 43Q: 3 clusters Score -3480598 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6468 members Mstep: Class 2 contains 12899 members Entering Unmasked Estep Score: -3480662.750000 Penalty: 4896.177246 Iteration 44Q: 3 clusters Score -3480663 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 13116 members Entering Unmasked Estep Score: -3480733.750000 Penalty: 4896.177246 Iteration 45Q: 3 clusters Score -3480734 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6056 members Mstep: Class 2 contains 13311 members Entering Unmasked Estep Score: -3480804.750000 Penalty: 4896.177246 Iteration 46Q: 3 clusters Score -3480805 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 13503 members Entering Unmasked Estep Score: -3480872.000000 Penalty: 4896.177246 Iteration 47Q: 3 clusters Score -3480872 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 13696 members Entering Unmasked Estep Score: -3480938.750000 Penalty: 4896.177246 Iteration 48Q: 3 clusters Score -3480939 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 13861 members Entering Unmasked Estep Score: -3480979.000000 Penalty: 4896.177246 Iteration 49Q: 3 clusters Score -3480979 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 14013 members Entering Unmasked Estep Score: -3481015.000000 Penalty: 4896.177246 Iteration 50Q: 3 clusters Score -3481015 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 14145 members Entering Unmasked Estep Score: -3481047.750000 Penalty: 4896.177246 Iteration 51Q: 3 clusters Score -3481048 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 14274 members Entering Unmasked Estep Score: -3481087.250000 Penalty: 4896.177246 Iteration 52Q: 3 clusters Score -3481087 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 14398 members Entering Unmasked Estep Score: -3481127.750000 Penalty: 4896.177246 Iteration 53Q: 3 clusters Score -3481128 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 14541 members Entering Unmasked Estep Score: -3481182.500000 Penalty: 4896.177246 Iteration 54Q: 3 clusters Score -3481182 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 14691 members Entering Unmasked Estep Score: -3481221.000000 Penalty: 4896.177246 Iteration 55Q: 3 clusters Score -3481221 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 14821 members Entering Unmasked Estep Score: -3481257.750000 Penalty: 4896.177246 Iteration 56Q: 3 clusters Score -3481258 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 14941 members Entering Unmasked Estep Score: -3481290.000000 Penalty: 4896.177246 Iteration 57Q: 3 clusters Score -3481290 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 15048 members Entering Unmasked Estep Score: -3481330.250000 Penalty: 4896.177246 Iteration 58Q: 3 clusters Score -3481330 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 15157 members Entering Unmasked Estep Score: -3481353.000000 Penalty: 4896.177246 Iteration 59Q: 3 clusters Score -3481353 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 15261 members Entering Unmasked Estep Score: -3481383.500000 Penalty: 4896.177246 Iteration 60F: 3 clusters Score -3481384 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 15350 members Entering Unmasked Estep Score: -3481413.000000 Penalty: 4896.177246 Iteration 61Q: 3 clusters Score -3481413 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 15433 members Entering Unmasked Estep Score: -3481435.000000 Penalty: 4896.177246 Iteration 62Q: 3 clusters Score -3481435 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 15511 members Entering Unmasked Estep Score: -3481452.500000 Penalty: 4896.177246 Iteration 63Q: 3 clusters Score -3481452 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 15595 members Entering Unmasked Estep Score: -3481474.500000 Penalty: 4896.177246 Iteration 64Q: 3 clusters Score -3481474 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 15667 members Entering Unmasked Estep Score: -3481492.500000 Penalty: 4896.177246 Iteration 65Q: 3 clusters Score -3481492 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 15738 members Entering Unmasked Estep Score: -3481511.250000 Penalty: 4896.177246 Iteration 66Q: 3 clusters Score -3481511 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 15797 members Entering Unmasked Estep Score: -3481525.750000 Penalty: 4896.177246 Iteration 67Q: 3 clusters Score -3481526 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 15856 members Entering Unmasked Estep Score: -3481535.250000 Penalty: 4896.177246 Iteration 68Q: 3 clusters Score -3481535 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 15912 members Entering Unmasked Estep Score: -3481538.500000 Penalty: 4896.177246 Iteration 69Q: 3 clusters Score -3481538 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 15966 members Entering Unmasked Estep Score: -3481563.000000 Penalty: 4896.177246 Iteration 70Q: 3 clusters Score -3481563 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 16017 members Entering Unmasked Estep Score: -3481568.000000 Penalty: 4896.177246 Iteration 71Q: 3 clusters Score -3481568 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 16056 members Entering Unmasked Estep Score: -3481585.000000 Penalty: 4896.177246 Iteration 72Q: 3 clusters Score -3481585 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 16106 members Entering Unmasked Estep Score: -3481591.250000 Penalty: 4896.177246 Iteration 73Q: 3 clusters Score -3481591 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 16150 members Entering Unmasked Estep Score: -3481598.500000 Penalty: 4896.177246 Iteration 74Q: 3 clusters Score -3481598 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 16188 members Entering Unmasked Estep Score: -3481602.250000 Penalty: 4896.177246 Iteration 75Q: 3 clusters Score -3481602 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 16231 members Entering Unmasked Estep Score: -3481612.500000 Penalty: 4896.177246 Iteration 76Q: 3 clusters Score -3481612 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 16264 members Entering Unmasked Estep Score: -3481616.000000 Penalty: 4896.177246 Iteration 77Q: 3 clusters Score -3481616 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 16299 members Entering Unmasked Estep Score: -3481625.000000 Penalty: 4896.177246 Iteration 78Q: 3 clusters Score -3481625 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 16345 members Entering Unmasked Estep Score: -3481633.250000 Penalty: 4896.177246 Iteration 79Q: 3 clusters Score -3481633 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 16384 members Entering Unmasked Estep Score: -3481642.500000 Penalty: 4896.177246 Iteration 80F: 3 clusters Score -3481642 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 16429 members Entering Unmasked Estep Score: -3481643.750000 Penalty: 4896.177246 Iteration 81Q: 3 clusters Score -3481644 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 16480 members Entering Unmasked Estep Score: -3481651.000000 Penalty: 4896.177246 Iteration 82Q: 3 clusters Score -3481651 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 16522 members Entering Unmasked Estep Score: -3481664.500000 Penalty: 4896.177246 Iteration 83Q: 3 clusters Score -3481664 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 16555 members Entering Unmasked Estep Score: -3481680.750000 Penalty: 4896.177246 Iteration 84Q: 3 clusters Score -3481681 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 16587 members Entering Unmasked Estep Score: -3481682.500000 Penalty: 4896.177246 Iteration 85Q: 3 clusters Score -3481682 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 16611 members Entering Unmasked Estep Score: -3481694.750000 Penalty: 4896.177246 Iteration 86Q: 3 clusters Score -3481695 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 16628 members Entering Unmasked Estep Score: -3481693.000000 Penalty: 4896.177246 Iteration 87Q: 3 clusters Score -3481693 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 16641 members Entering Unmasked Estep Score: -3481691.250000 Penalty: 4896.177246 Iteration 88Q: 3 clusters Score -3481691 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 16650 members Entering Unmasked Estep Score: -3481703.750000 Penalty: 4896.177246 Iteration 89Q: 3 clusters Score -3481704 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 16655 members Entering Unmasked Estep Score: -3481697.500000 Penalty: 4896.177246 Iteration 90Q: 3 clusters Score -3481698 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 16666 members Entering Unmasked Estep Score: -3481694.500000 Penalty: 4896.177246 Iteration 91Q: 3 clusters Score -3481694 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 16675 members Entering Unmasked Estep Score: -3481699.750000 Penalty: 4896.177246 Iteration 92Q: 3 clusters Score -3481700 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 16681 members Entering Unmasked Estep Score: -3481698.000000 Penalty: 4896.177246 Iteration 93Q: 3 clusters Score -3481698 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 16685 members Entering Unmasked Estep Score: -3481697.250000 Penalty: 4896.177246 Iteration 94Q: 3 clusters Score -3481697 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 16693 members Entering Unmasked Estep Score: -3481703.250000 Penalty: 4896.177246 Iteration 95Q: 3 clusters Score -3481703 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 16703 members Entering Unmasked Estep Score: -3481702.750000 Penalty: 4896.177246 Iteration 96Q: 3 clusters Score -3481703 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 16713 members Entering Unmasked Estep Score: -3481701.500000 Penalty: 4896.177246 Iteration 97Q: 3 clusters Score -3481702 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 16727 members Entering Unmasked Estep Score: -3481709.750000 Penalty: 4896.177246 Iteration 98Q: 3 clusters Score -3481710 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 16738 members Entering Unmasked Estep Score: -3481710.500000 Penalty: 4896.177246 Iteration 99Q: 3 clusters Score -3481710 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 16748 members Entering Unmasked Estep Score: -3481717.500000 Penalty: 4896.177246 Iteration 100F: 3 clusters Score -3481718 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 16756 members Entering Unmasked Estep Score: -3481714.250000 Penalty: 4896.177246 Iteration 101Q: 3 clusters Score -3481714 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 16763 members Entering Unmasked Estep Score: -3481715.750000 Penalty: 4896.177246 Iteration 102Q: 3 clusters Score -3481716 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 16771 members Entering Unmasked Estep Score: -3481714.750000 Penalty: 4896.177246 Iteration 103Q: 3 clusters Score -3481715 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 16778 members Entering Unmasked Estep Score: -3481720.000000 Penalty: 4896.177246 Iteration 104Q: 3 clusters Score -3481720 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 16785 members Entering Unmasked Estep Score: -3481714.750000 Penalty: 4896.177246 Iteration 105Q: 3 clusters Score -3481715 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 16792 members Entering Unmasked Estep Score: -3481712.500000 Penalty: 4896.177246 Iteration 106Q: 3 clusters Score -3481712 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 16798 members Entering Unmasked Estep Score: -3481722.750000 Penalty: 4896.177246 Iteration 107Q: 3 clusters Score -3481723 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 16810 members Entering Unmasked Estep Score: -3481720.750000 Penalty: 4896.177246 Iteration 108Q: 3 clusters Score -3481721 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 16815 members Entering Unmasked Estep Score: -3481720.250000 Penalty: 4896.177246 Iteration 109Q: 3 clusters Score -3481720 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 16820 members Entering Unmasked Estep Score: -3481724.250000 Penalty: 4896.177246 Iteration 110Q: 3 clusters Score -3481724 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 16827 members Entering Unmasked Estep Score: -3481716.500000 Penalty: 4896.177246 Iteration 111Q: 3 clusters Score -3481716 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 16834 members Entering Unmasked Estep Score: -3481720.750000 Penalty: 4896.177246 Iteration 112Q: 3 clusters Score -3481721 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 16837 members Entering Unmasked Estep Score: -3481720.750000 Penalty: 4896.177246 Iteration 113Q: 3 clusters Score -3481721 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 16844 members Entering Unmasked Estep Score: -3481721.000000 Penalty: 4896.177246 Iteration 114Q: 3 clusters Score -3481721 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 16847 members Entering Unmasked Estep Score: -3481728.250000 Penalty: 4896.177246 Iteration 115Q: 3 clusters Score -3481728 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 16850 members Entering Unmasked Estep Score: -3481729.750000 Penalty: 4896.177246 Iteration 116Q: 3 clusters Score -3481730 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 16853 members Entering Unmasked Estep Score: -3481729.500000 Penalty: 4896.177246 Iteration 117Q: 3 clusters Score -3481730 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 16854 members Entering Unmasked Estep Score: -3481729.000000 Penalty: 4896.177246 Iteration 118Q: 3 clusters Score -3481729 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 16856 members Entering Unmasked Estep Score: -3481732.750000 Penalty: 4896.177246 Iteration 119Q: 3 clusters Score -3481733 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 16858 members Entering Unmasked Estep Score: -3481729.750000 Penalty: 4896.177246 Iteration 120F: 3 clusters Score -3481730 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 16861 members Entering Unmasked Estep Score: -3481733.250000 Penalty: 4896.177246 Iteration 121Q: 3 clusters Score -3481733 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 16862 members Entering Unmasked Estep Score: -3481731.500000 Penalty: 4896.177246 Iteration 122Q: 3 clusters Score -3481732 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 16863 members Entering Unmasked Estep Score: -3481733.250000 Penalty: 4896.177246 Iteration 123Q: 3 clusters Score -3481733 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 16864 members Entering Unmasked Estep Score: -3481733.000000 Penalty: 4896.177246 Iteration 124Q: 3 clusters Score -3481733 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 16866 members Entering Unmasked Estep Score: -3481734.750000 Penalty: 4896.177246 Iteration 125Q: 3 clusters Score -3481735 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 16867 members Entering Unmasked Estep Score: -3481732.750000 Penalty: 4896.177246 Iteration 126Q: 3 clusters Score -3481733 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 16867 members Entering Unmasked Estep Score: -3481732.750000 Penalty: 4896.177246 Iteration 127F: 3 clusters Score -3481733 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Entering Unmasked Estep Score: -75539.914062 Penalty: 1520.004517 Iteration 0F: 2 clusters Score -75539.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -74085.046875 Penalty: 3040.009033 Iteration 0F: 3 clusters Score -74085.05 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -74270.515625 Penalty: 3040.009033 Iteration 1F: 3 clusters Score -74270.52 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -74341.859375 Penalty: 3040.009033 Iteration 2F: 3 clusters Score -74341.86 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -74384.289062 Penalty: 3040.009033 Iteration 3Q: 3 clusters Score -74384.29 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -74404.765625 Penalty: 3040.009033 Iteration 4Q: 3 clusters Score -74404.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -74418.609375 Penalty: 3040.009033 Iteration 5Q: 3 clusters Score -74418.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -74426.343750 Penalty: 3040.009033 Iteration 6Q: 3 clusters Score -74426.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -74426.343750 Penalty: 3040.009033 Iteration 7F: 3 clusters Score -74426.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Entering Unmasked Estep Score: -49756.726562 Penalty: 1440.419434 Iteration 0F: 2 clusters Score -49756.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -48481.722656 Penalty: 2880.838867 Iteration 0F: 3 clusters Score -48481.72 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -48647.878906 Penalty: 2880.838867 Iteration 1F: 3 clusters Score -48647.88 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -48685.035156 Penalty: 2880.838867 Iteration 2Q: 3 clusters Score -48685.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -48697.230469 Penalty: 2880.838867 Iteration 3Q: 3 clusters Score -48697.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -48703.433594 Penalty: 2880.838867 Iteration 4Q: 3 clusters Score -48703.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -48703.433594 Penalty: 2880.838867 Iteration 5F: 3 clusters Score -48703.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (63383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63383 members Entering Unmasked Estep Score: -11405318.000000 Penalty: 2742.123779 Iteration 0F: 2 clusters Score -1.140532e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31750 members Mstep: Class 2 contains 31633 members Entering Unmasked Estep Score: -11371147.000000 Penalty: 5484.247559 Iteration 0F: 3 clusters Score -1.137115e+07 nChanged 29469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32475 members Mstep: Class 2 contains 30908 members Entering Unmasked Estep Score: -11387908.000000 Penalty: 5484.247559 Iteration 1F: 3 clusters Score -1.138791e+07 nChanged 2479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32806 members Mstep: Class 2 contains 30577 members Entering Unmasked Estep Score: -11388490.000000 Penalty: 5484.247559 Iteration 2Q: 3 clusters Score -1.138849e+07 nChanged 2337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33259 members Mstep: Class 2 contains 30124 members Entering Unmasked Estep Score: -11389120.000000 Penalty: 5484.247559 Iteration 3Q: 3 clusters Score -1.138912e+07 nChanged 2215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33932 members Mstep: Class 2 contains 29451 members Entering Unmasked Estep Score: -11389680.000000 Penalty: 5484.247559 Iteration 4Q: 3 clusters Score -1.138968e+07 nChanged 2124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34874 members Mstep: Class 2 contains 28509 members Entering Unmasked Estep Score: -11390278.000000 Penalty: 5484.247559 Iteration 5Q: 3 clusters Score -1.139028e+07 nChanged 2175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36189 members Mstep: Class 2 contains 27194 members Entering Unmasked Estep Score: -11391065.000000 Penalty: 5484.247559 Iteration 6Q: 3 clusters Score -1.139106e+07 nChanged 2430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37983 members Mstep: Class 2 contains 25400 members Entering Unmasked Estep Score: -11391955.000000 Penalty: 5484.247559 Iteration 7Q: 3 clusters Score -1.139196e+07 nChanged 2823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40304 members Mstep: Class 2 contains 23079 members Entering Unmasked Estep Score: -11393243.000000 Penalty: 5484.247559 Iteration 8Q: 3 clusters Score -1.139324e+07 nChanged 3147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43067 members Mstep: Class 2 contains 20316 members Entering Unmasked Estep Score: -11394976.000000 Penalty: 5484.247559 Iteration 9Q: 3 clusters Score -1.139498e+07 nChanged 3574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46375 members Mstep: Class 2 contains 17008 members Entering Unmasked Estep Score: -11397056.000000 Penalty: 5484.247559 Iteration 10F: 3 clusters Score -1.139706e+07 nChanged 4001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50234 members Mstep: Class 2 contains 13149 members Entering Unmasked Estep Score: -11399058.000000 Penalty: 5484.247559 Iteration 11F: 3 clusters Score -1.139906e+07 nChanged 3753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53847 members Mstep: Class 2 contains 9536 members Entering Unmasked Estep Score: -11400318.000000 Penalty: 5484.247559 Iteration 12F: 3 clusters Score -1.140032e+07 nChanged 2771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56506 members Mstep: Class 2 contains 6877 members Entering Unmasked Estep Score: -11401161.000000 Penalty: 5484.247559 Iteration 13Q: 3 clusters Score -1.140116e+07 nChanged 1837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58253 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -11401481.000000 Penalty: 5484.247559 Iteration 14Q: 3 clusters Score -1.140148e+07 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59329 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -11401780.000000 Penalty: 5484.247559 Iteration 15Q: 3 clusters Score -1.140178e+07 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60087 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -11401962.000000 Penalty: 5484.247559 Iteration 16Q: 3 clusters Score -1.140196e+07 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60660 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -11402126.000000 Penalty: 5484.247559 Iteration 17Q: 3 clusters Score -1.140213e+07 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61105 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -11402274.000000 Penalty: 5484.247559 Iteration 18Q: 3 clusters Score -1.140227e+07 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61468 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -11402389.000000 Penalty: 5484.247559 Iteration 19Q: 3 clusters Score -1.140239e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61746 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -11402452.000000 Penalty: 5484.247559 Iteration 20F: 3 clusters Score -1.140245e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61933 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -11402520.000000 Penalty: 5484.247559 Iteration 21Q: 3 clusters Score -1.140252e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62077 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -11402575.000000 Penalty: 5484.247559 Iteration 22Q: 3 clusters Score -1.140258e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62184 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -11402571.000000 Penalty: 5484.247559 Iteration 23Q: 3 clusters Score -1.140257e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62269 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -11402633.000000 Penalty: 5484.247559 Iteration 24Q: 3 clusters Score -1.140263e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62358 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -11402693.000000 Penalty: 5484.247559 Iteration 25Q: 3 clusters Score -1.140269e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62426 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -11402713.000000 Penalty: 5484.247559 Iteration 26Q: 3 clusters Score -1.140271e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62477 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -11402747.000000 Penalty: 5484.247559 Iteration 27Q: 3 clusters Score -1.140275e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62516 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -11402770.000000 Penalty: 5484.247559 Iteration 28Q: 3 clusters Score -1.140277e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62551 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -11402791.000000 Penalty: 5484.247559 Iteration 29Q: 3 clusters Score -1.140279e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62586 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -11402797.000000 Penalty: 5484.247559 Iteration 30Q: 3 clusters Score -1.14028e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62610 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -11402821.000000 Penalty: 5484.247559 Iteration 31Q: 3 clusters Score -1.140282e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62626 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -11402837.000000 Penalty: 5484.247559 Iteration 32Q: 3 clusters Score -1.140284e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62636 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -11402823.000000 Penalty: 5484.247559 Iteration 33Q: 3 clusters Score -1.140282e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62645 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -11402845.000000 Penalty: 5484.247559 Iteration 34Q: 3 clusters Score -1.140284e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62651 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -11402839.000000 Penalty: 5484.247559 Iteration 35Q: 3 clusters Score -1.140284e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62660 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -11402847.000000 Penalty: 5484.247559 Iteration 36Q: 3 clusters Score -1.140285e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62672 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -11402867.000000 Penalty: 5484.247559 Iteration 37Q: 3 clusters Score -1.140287e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62683 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -11402861.000000 Penalty: 5484.247559 Iteration 38Q: 3 clusters Score -1.140286e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62693 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -11402873.000000 Penalty: 5484.247559 Iteration 39Q: 3 clusters Score -1.140287e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62701 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -11402880.000000 Penalty: 5484.247559 Iteration 40F: 3 clusters Score -1.140288e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62705 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -11402884.000000 Penalty: 5484.247559 Iteration 41Q: 3 clusters Score -1.140288e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62711 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -11402879.000000 Penalty: 5484.247559 Iteration 42Q: 3 clusters Score -1.140288e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62719 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -11402879.000000 Penalty: 5484.247559 Iteration 43Q: 3 clusters Score -1.140288e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62724 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -11402881.000000 Penalty: 5484.247559 Iteration 44Q: 3 clusters Score -1.140288e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62727 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -11402872.000000 Penalty: 5484.247559 Iteration 45Q: 3 clusters Score -1.140287e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62731 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -11402878.000000 Penalty: 5484.247559 Iteration 46Q: 3 clusters Score -1.140288e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62737 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -11402884.000000 Penalty: 5484.247559 Iteration 47Q: 3 clusters Score -1.140288e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62749 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -11402877.000000 Penalty: 5484.247559 Iteration 48Q: 3 clusters Score -1.140288e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62756 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -11402890.000000 Penalty: 5484.247559 Iteration 49Q: 3 clusters Score -1.140289e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62760 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -11402895.000000 Penalty: 5484.247559 Iteration 50Q: 3 clusters Score -1.14029e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62765 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -11402907.000000 Penalty: 5484.247559 Iteration 51Q: 3 clusters Score -1.140291e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62766 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -11402912.000000 Penalty: 5484.247559 Iteration 52Q: 3 clusters Score -1.140291e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62767 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -11402915.000000 Penalty: 5484.247559 Iteration 53Q: 3 clusters Score -1.140292e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62767 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -11402915.000000 Penalty: 5484.247559 Iteration 54F: 3 clusters Score -1.140292e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1033 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Entering Unmasked Estep Score: -174616.281250 Penalty: 1721.175171 Iteration 0F: 2 clusters Score -174616.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -172680.843750 Penalty: 3442.350342 Iteration 0F: 3 clusters Score -172680.8 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -173005.421875 Penalty: 3442.350342 Iteration 1F: 3 clusters Score -173005.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -173091.609375 Penalty: 3442.350342 Iteration 2F: 3 clusters Score -173091.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -173154.796875 Penalty: 3442.350342 Iteration 3Q: 3 clusters Score -173154.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -173182.187500 Penalty: 3442.350342 Iteration 4Q: 3 clusters Score -173182.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -173204.015625 Penalty: 3442.350342 Iteration 5Q: 3 clusters Score -173204 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -173217.203125 Penalty: 3442.350342 Iteration 6Q: 3 clusters Score -173217.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -173226.937500 Penalty: 3442.350342 Iteration 7Q: 3 clusters Score -173226.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -173233.781250 Penalty: 3442.350342 Iteration 8Q: 3 clusters Score -173233.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -173238.812500 Penalty: 3442.350342 Iteration 9Q: 3 clusters Score -173238.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -173242.000000 Penalty: 3442.350342 Iteration 10Q: 3 clusters Score -173242 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -173243.125000 Penalty: 3442.350342 Iteration 11Q: 3 clusters Score -173243.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -173243.890625 Penalty: 3442.350342 Iteration 12Q: 3 clusters Score -173243.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -173245.343750 Penalty: 3442.350342 Iteration 13Q: 3 clusters Score -173245.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -173245.343750 Penalty: 3442.350342 Iteration 14F: 3 clusters Score -173245.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (56438 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56438 members Entering Unmasked Estep Score: -10366812.000000 Penalty: 2713.342773 Iteration 0F: 2 clusters Score -1.036681e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28443 members Mstep: Class 2 contains 27995 members Entering Unmasked Estep Score: -10329845.000000 Penalty: 5426.685547 Iteration 0F: 3 clusters Score -1.032984e+07 nChanged 26107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29696 members Mstep: Class 2 contains 26742 members Entering Unmasked Estep Score: -10344394.000000 Penalty: 5426.685547 Iteration 1F: 3 clusters Score -1.034439e+07 nChanged 2249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30527 members Mstep: Class 2 contains 25911 members Entering Unmasked Estep Score: -10345103.000000 Penalty: 5426.685547 Iteration 2Q: 3 clusters Score -1.03451e+07 nChanged 2294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31873 members Mstep: Class 2 contains 24565 members Entering Unmasked Estep Score: -10345950.000000 Penalty: 5426.685547 Iteration 3Q: 3 clusters Score -1.034595e+07 nChanged 2547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33734 members Mstep: Class 2 contains 22704 members Entering Unmasked Estep Score: -10347173.000000 Penalty: 5426.685547 Iteration 4Q: 3 clusters Score -1.034717e+07 nChanged 2913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36197 members Mstep: Class 2 contains 20241 members Entering Unmasked Estep Score: -10349017.000000 Penalty: 5426.685547 Iteration 5F: 3 clusters Score -1.034902e+07 nChanged 3333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39212 members Mstep: Class 2 contains 17226 members Entering Unmasked Estep Score: -10351585.000000 Penalty: 5426.685547 Iteration 6F: 3 clusters Score -1.035158e+07 nChanged 3538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42398 members Mstep: Class 2 contains 14040 members Entering Unmasked Estep Score: -10354679.000000 Penalty: 5426.685547 Iteration 7F: 3 clusters Score -1.035468e+07 nChanged 3266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45336 members Mstep: Class 2 contains 11102 members Entering Unmasked Estep Score: -10357605.000000 Penalty: 5426.685547 Iteration 8F: 3 clusters Score -1.03576e+07 nChanged 2704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47674 members Mstep: Class 2 contains 8764 members Entering Unmasked Estep Score: -10359809.000000 Penalty: 5426.685547 Iteration 9Q: 3 clusters Score -1.035981e+07 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49426 members Mstep: Class 2 contains 7012 members Entering Unmasked Estep Score: -10361197.000000 Penalty: 5426.685547 Iteration 10Q: 3 clusters Score -1.03612e+07 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50820 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -10362213.000000 Penalty: 5426.685547 Iteration 11Q: 3 clusters Score -1.036221e+07 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51936 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -10362883.000000 Penalty: 5426.685547 Iteration 12Q: 3 clusters Score -1.036288e+07 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52822 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -10363279.000000 Penalty: 5426.685547 Iteration 13Q: 3 clusters Score -1.036328e+07 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53524 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -10363577.000000 Penalty: 5426.685547 Iteration 14Q: 3 clusters Score -1.036358e+07 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54082 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -10363858.000000 Penalty: 5426.685547 Iteration 15Q: 3 clusters Score -1.036386e+07 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54517 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -10364031.000000 Penalty: 5426.685547 Iteration 16Q: 3 clusters Score -1.036403e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54823 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -10364225.000000 Penalty: 5426.685547 Iteration 17Q: 3 clusters Score -1.036422e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55069 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -10364371.000000 Penalty: 5426.685547 Iteration 18Q: 3 clusters Score -1.036437e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55229 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -10364430.000000 Penalty: 5426.685547 Iteration 19Q: 3 clusters Score -1.036443e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55331 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -10364469.000000 Penalty: 5426.685547 Iteration 20F: 3 clusters Score -1.036447e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55412 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -10364521.000000 Penalty: 5426.685547 Iteration 21Q: 3 clusters Score -1.036452e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55478 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -10364546.000000 Penalty: 5426.685547 Iteration 22Q: 3 clusters Score -1.036455e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55530 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -10364588.000000 Penalty: 5426.685547 Iteration 23Q: 3 clusters Score -1.036459e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55563 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -10364623.000000 Penalty: 5426.685547 Iteration 24Q: 3 clusters Score -1.036462e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55590 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -10364641.000000 Penalty: 5426.685547 Iteration 25Q: 3 clusters Score -1.036464e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55606 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -10364652.000000 Penalty: 5426.685547 Iteration 26Q: 3 clusters Score -1.036465e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55618 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -10364656.000000 Penalty: 5426.685547 Iteration 27Q: 3 clusters Score -1.036466e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55628 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -10364663.000000 Penalty: 5426.685547 Iteration 28Q: 3 clusters Score -1.036466e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55636 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -10364655.000000 Penalty: 5426.685547 Iteration 29Q: 3 clusters Score -1.036466e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55644 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -10364659.000000 Penalty: 5426.685547 Iteration 30Q: 3 clusters Score -1.036466e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55653 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -10364658.000000 Penalty: 5426.685547 Iteration 31Q: 3 clusters Score -1.036466e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55664 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -10364667.000000 Penalty: 5426.685547 Iteration 32Q: 3 clusters Score -1.036467e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55675 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -10364678.000000 Penalty: 5426.685547 Iteration 33Q: 3 clusters Score -1.036468e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55689 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -10364676.000000 Penalty: 5426.685547 Iteration 34Q: 3 clusters Score -1.036468e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55701 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -10364690.000000 Penalty: 5426.685547 Iteration 35Q: 3 clusters Score -1.036469e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55711 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -10364687.000000 Penalty: 5426.685547 Iteration 36Q: 3 clusters Score -1.036469e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55719 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -10364680.000000 Penalty: 5426.685547 Iteration 37Q: 3 clusters Score -1.036468e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55726 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -10364692.000000 Penalty: 5426.685547 Iteration 38Q: 3 clusters Score -1.036469e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55728 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -10364692.000000 Penalty: 5426.685547 Iteration 39Q: 3 clusters Score -1.036469e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55728 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -10364693.000000 Penalty: 5426.685547 Iteration 40F: 3 clusters Score -1.036469e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55734 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -10364690.000000 Penalty: 5426.685547 Iteration 41Q: 3 clusters Score -1.036469e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55739 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -10364703.000000 Penalty: 5426.685547 Iteration 42Q: 3 clusters Score -1.03647e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55740 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -10364704.000000 Penalty: 5426.685547 Iteration 43Q: 3 clusters Score -1.03647e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55740 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -10364704.000000 Penalty: 5426.685547 Iteration 44F: 3 clusters Score -1.03647e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (13676 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13676 members Entering Unmasked Estep Score: -2367020.250000 Penalty: 2361.802490 Iteration 0F: 2 clusters Score -2367020 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6910 members Mstep: Class 2 contains 6766 members Entering Unmasked Estep Score: -2356964.250000 Penalty: 4723.604980 Iteration 0F: 3 clusters Score -2356964 nChanged 5841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7183 members Mstep: Class 2 contains 6493 members Entering Unmasked Estep Score: -2360227.750000 Penalty: 4723.604980 Iteration 1F: 3 clusters Score -2360228 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 6405 members Entering Unmasked Estep Score: -2360615.000000 Penalty: 4723.604980 Iteration 2F: 3 clusters Score -2360615 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7375 members Mstep: Class 2 contains 6301 members Entering Unmasked Estep Score: -2360913.750000 Penalty: 4723.604980 Iteration 3Q: 3 clusters Score -2360914 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7484 members Mstep: Class 2 contains 6192 members Entering Unmasked Estep Score: -2361172.000000 Penalty: 4723.604980 Iteration 4Q: 3 clusters Score -2361172 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7569 members Mstep: Class 2 contains 6107 members Entering Unmasked Estep Score: -2361416.750000 Penalty: 4723.604980 Iteration 5Q: 3 clusters Score -2361417 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7648 members Mstep: Class 2 contains 6028 members Entering Unmasked Estep Score: -2361628.500000 Penalty: 4723.604980 Iteration 6Q: 3 clusters Score -2361628 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7733 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -2361844.000000 Penalty: 4723.604980 Iteration 7Q: 3 clusters Score -2361844 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7846 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -2361999.750000 Penalty: 4723.604980 Iteration 8Q: 3 clusters Score -2362000 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7947 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -2362141.000000 Penalty: 4723.604980 Iteration 9Q: 3 clusters Score -2362141 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8048 members Mstep: Class 2 contains 5628 members Entering Unmasked Estep Score: -2362267.500000 Penalty: 4723.604980 Iteration 10Q: 3 clusters Score -2362268 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8192 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -2362392.000000 Penalty: 4723.604980 Iteration 11Q: 3 clusters Score -2362392 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8358 members Mstep: Class 2 contains 5318 members Entering Unmasked Estep Score: -2362516.250000 Penalty: 4723.604980 Iteration 12Q: 3 clusters Score -2362516 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8566 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -2362638.250000 Penalty: 4723.604980 Iteration 13Q: 3 clusters Score -2362638 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8811 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -2362763.250000 Penalty: 4723.604980 Iteration 14Q: 3 clusters Score -2362763 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9082 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -2362899.750000 Penalty: 4723.604980 Iteration 15Q: 3 clusters Score -2362900 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9372 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -2363036.000000 Penalty: 4723.604980 Iteration 16Q: 3 clusters Score -2363036 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9668 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -2363200.000000 Penalty: 4723.604980 Iteration 17Q: 3 clusters Score -2363200 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9981 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -2363372.250000 Penalty: 4723.604980 Iteration 18Q: 3 clusters Score -2363372 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10288 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -2363534.250000 Penalty: 4723.604980 Iteration 19Q: 3 clusters Score -2363534 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10572 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -2363657.750000 Penalty: 4723.604980 Iteration 20F: 3 clusters Score -2363658 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10850 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -2363791.750000 Penalty: 4723.604980 Iteration 21Q: 3 clusters Score -2363792 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11120 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -2363934.000000 Penalty: 4723.604980 Iteration 22Q: 3 clusters Score -2363934 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11384 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -2364062.250000 Penalty: 4723.604980 Iteration 23Q: 3 clusters Score -2364062 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11636 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -2364196.250000 Penalty: 4723.604980 Iteration 24Q: 3 clusters Score -2364196 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11862 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -2364311.500000 Penalty: 4723.604980 Iteration 25Q: 3 clusters Score -2364312 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12038 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -2364412.250000 Penalty: 4723.604980 Iteration 26Q: 3 clusters Score -2364412 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12200 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -2364490.000000 Penalty: 4723.604980 Iteration 27Q: 3 clusters Score -2364490 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12339 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -2364571.500000 Penalty: 4723.604980 Iteration 28Q: 3 clusters Score -2364572 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12463 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -2364645.750000 Penalty: 4723.604980 Iteration 29Q: 3 clusters Score -2364646 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12562 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -2364708.000000 Penalty: 4723.604980 Iteration 30Q: 3 clusters Score -2364708 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12644 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -2364750.750000 Penalty: 4723.604980 Iteration 31Q: 3 clusters Score -2364751 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12711 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -2364798.000000 Penalty: 4723.604980 Iteration 32Q: 3 clusters Score -2364798 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12762 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -2364842.000000 Penalty: 4723.604980 Iteration 33Q: 3 clusters Score -2364842 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12829 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -2364888.750000 Penalty: 4723.604980 Iteration 34Q: 3 clusters Score -2364889 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12894 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -2364926.250000 Penalty: 4723.604980 Iteration 35Q: 3 clusters Score -2364926 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12942 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -2364952.000000 Penalty: 4723.604980 Iteration 36Q: 3 clusters Score -2364952 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12978 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -2364989.500000 Penalty: 4723.604980 Iteration 37Q: 3 clusters Score -2364990 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13012 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -2365014.750000 Penalty: 4723.604980 Iteration 38Q: 3 clusters Score -2365015 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13036 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -2365030.000000 Penalty: 4723.604980 Iteration 39Q: 3 clusters Score -2365030 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13057 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -2365056.000000 Penalty: 4723.604980 Iteration 40F: 3 clusters Score -2365056 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13079 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -2365080.750000 Penalty: 4723.604980 Iteration 41Q: 3 clusters Score -2365081 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13097 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -2365093.000000 Penalty: 4723.604980 Iteration 42Q: 3 clusters Score -2365093 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13111 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -2365102.750000 Penalty: 4723.604980 Iteration 43Q: 3 clusters Score -2365103 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13116 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -2365107.250000 Penalty: 4723.604980 Iteration 44Q: 3 clusters Score -2365107 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13122 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -2365109.000000 Penalty: 4723.604980 Iteration 45Q: 3 clusters Score -2365109 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13125 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -2365113.500000 Penalty: 4723.604980 Iteration 46Q: 3 clusters Score -2365114 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13130 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -2365116.250000 Penalty: 4723.604980 Iteration 47Q: 3 clusters Score -2365116 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13131 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -2365117.500000 Penalty: 4723.604980 Iteration 48Q: 3 clusters Score -2365118 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13133 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -2365117.250000 Penalty: 4723.604980 Iteration 49Q: 3 clusters Score -2365117 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13133 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -2365117.250000 Penalty: 4723.604980 Iteration 50F: 3 clusters Score -2365117 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Entering Unmasked Estep Score: -270718.062500 Penalty: 1817.126587 Iteration 0F: 2 clusters Score -270718.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -268428.312500 Penalty: 3634.253174 Iteration 0F: 3 clusters Score -268428.3 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -268806.812500 Penalty: 3634.253174 Iteration 1F: 3 clusters Score -268806.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -268891.750000 Penalty: 3634.253174 Iteration 2F: 3 clusters Score -268891.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -268932.312500 Penalty: 3634.253174 Iteration 3Q: 3 clusters Score -268932.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -268975.281250 Penalty: 3634.253174 Iteration 4Q: 3 clusters Score -268975.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -269003.468750 Penalty: 3634.253174 Iteration 5Q: 3 clusters Score -269003.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -269021.906250 Penalty: 3634.253174 Iteration 6Q: 3 clusters Score -269021.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -269032.312500 Penalty: 3634.253174 Iteration 7Q: 3 clusters Score -269032.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -269035.468750 Penalty: 3634.253174 Iteration 8Q: 3 clusters Score -269035.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -269039.125000 Penalty: 3634.253174 Iteration 9Q: 3 clusters Score -269039.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -269042.312500 Penalty: 3634.253174 Iteration 10Q: 3 clusters Score -269042.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -269045.031250 Penalty: 3634.253174 Iteration 11Q: 3 clusters Score -269045 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -269045.656250 Penalty: 3634.253174 Iteration 12Q: 3 clusters Score -269045.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -269045.656250 Penalty: 3634.253174 Iteration 13F: 3 clusters Score -269045.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (940 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Entering Unmasked Estep Score: -152361.578125 Penalty: 1697.778198 Iteration 0F: 2 clusters Score -152361.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -150571.609375 Penalty: 3395.556396 Iteration 0F: 3 clusters Score -150571.6 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -151024.546875 Penalty: 3395.556396 Iteration 1F: 3 clusters Score -151024.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -151182.750000 Penalty: 3395.556396 Iteration 2F: 3 clusters Score -151182.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -151296.062500 Penalty: 3395.556396 Iteration 3F: 3 clusters Score -151296.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -151363.640625 Penalty: 3395.556396 Iteration 4Q: 3 clusters Score -151363.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -151407.765625 Penalty: 3395.556396 Iteration 5Q: 3 clusters Score -151407.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -151444.015625 Penalty: 3395.556396 Iteration 6Q: 3 clusters Score -151444 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -151477.265625 Penalty: 3395.556396 Iteration 7Q: 3 clusters Score -151477.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -151506.312500 Penalty: 3395.556396 Iteration 8Q: 3 clusters Score -151506.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -151559.000000 Penalty: 3395.556396 Iteration 9Q: 3 clusters Score -151559 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -151597.328125 Penalty: 3395.556396 Iteration 10Q: 3 clusters Score -151597.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -151625.531250 Penalty: 3395.556396 Iteration 11Q: 3 clusters Score -151625.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -151640.812500 Penalty: 3395.556396 Iteration 12Q: 3 clusters Score -151640.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -151661.125000 Penalty: 3395.556396 Iteration 13Q: 3 clusters Score -151661.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -151705.093750 Penalty: 3395.556396 Iteration 14Q: 3 clusters Score -151705.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -151767.968750 Penalty: 3395.556396 Iteration 15Q: 3 clusters Score -151768 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -151832.296875 Penalty: 3395.556396 Iteration 16Q: 3 clusters Score -151832.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -151861.343750 Penalty: 3395.556396 Iteration 17Q: 3 clusters Score -151861.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -151875.765625 Penalty: 3395.556396 Iteration 18Q: 3 clusters Score -151875.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -151884.500000 Penalty: 3395.556396 Iteration 19Q: 3 clusters Score -151884.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -151898.515625 Penalty: 3395.556396 Iteration 20F: 3 clusters Score -151898.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -151904.250000 Penalty: 3395.556396 Iteration 21Q: 3 clusters Score -151904.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -151911.265625 Penalty: 3395.556396 Iteration 22Q: 3 clusters Score -151911.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -151911.625000 Penalty: 3395.556396 Iteration 23Q: 3 clusters Score -151911.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -151912.031250 Penalty: 3395.556396 Iteration 24Q: 3 clusters Score -151912 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -151912.703125 Penalty: 3395.556396 Iteration 25Q: 3 clusters Score -151912.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -151915.015625 Penalty: 3395.556396 Iteration 26Q: 3 clusters Score -151915 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -151915.015625 Penalty: 3395.556396 Iteration 27F: 3 clusters Score -151915 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7594 members Entering Unmasked Estep Score: -1374912.250000 Penalty: 2215.908203 Iteration 0F: 2 clusters Score -1374912 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -1368779.125000 Penalty: 4431.816406 Iteration 0F: 3 clusters Score -1368779 nChanged 3083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -1370442.625000 Penalty: 4431.816406 Iteration 1F: 3 clusters Score -1370443 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -1370687.625000 Penalty: 4431.816406 Iteration 2F: 3 clusters Score -1370688 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -1370833.125000 Penalty: 4431.816406 Iteration 3Q: 3 clusters Score -1370833 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -1370938.375000 Penalty: 4431.816406 Iteration 4Q: 3 clusters Score -1370938 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -1371039.375000 Penalty: 4431.816406 Iteration 5Q: 3 clusters Score -1371039 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -1371129.500000 Penalty: 4431.816406 Iteration 6Q: 3 clusters Score -1371130 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 4255 members Entering Unmasked Estep Score: -1371212.625000 Penalty: 4431.816406 Iteration 7Q: 3 clusters Score -1371213 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -1371292.625000 Penalty: 4431.816406 Iteration 8Q: 3 clusters Score -1371293 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -1371373.625000 Penalty: 4431.816406 Iteration 9Q: 3 clusters Score -1371374 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -1371467.750000 Penalty: 4431.816406 Iteration 10Q: 3 clusters Score -1371468 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -1371566.375000 Penalty: 4431.816406 Iteration 11Q: 3 clusters Score -1371566 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -1371653.375000 Penalty: 4431.816406 Iteration 12Q: 3 clusters Score -1371653 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 4875 members Entering Unmasked Estep Score: -1371748.875000 Penalty: 4431.816406 Iteration 13Q: 3 clusters Score -1371749 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -1371835.000000 Penalty: 4431.816406 Iteration 14Q: 3 clusters Score -1371835 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 5139 members Entering Unmasked Estep Score: -1371921.250000 Penalty: 4431.816406 Iteration 15Q: 3 clusters Score -1371921 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -1372039.625000 Penalty: 4431.816406 Iteration 16Q: 3 clusters Score -1372040 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -1372160.000000 Penalty: 4431.816406 Iteration 17Q: 3 clusters Score -1372160 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -1372328.125000 Penalty: 4431.816406 Iteration 18Q: 3 clusters Score -1372328 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -1372493.250000 Penalty: 4431.816406 Iteration 19Q: 3 clusters Score -1372493 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -1372654.375000 Penalty: 4431.816406 Iteration 20F: 3 clusters Score -1372654 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 6140 members Entering Unmasked Estep Score: -1372764.625000 Penalty: 4431.816406 Iteration 21Q: 3 clusters Score -1372765 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 6255 members Entering Unmasked Estep Score: -1372862.750000 Penalty: 4431.816406 Iteration 22Q: 3 clusters Score -1372863 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 6349 members Entering Unmasked Estep Score: -1372933.125000 Penalty: 4431.816406 Iteration 23Q: 3 clusters Score -1372933 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 6430 members Entering Unmasked Estep Score: -1372986.000000 Penalty: 4431.816406 Iteration 24Q: 3 clusters Score -1372986 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 6490 members Entering Unmasked Estep Score: -1373024.000000 Penalty: 4431.816406 Iteration 25Q: 3 clusters Score -1373024 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 6538 members Entering Unmasked Estep Score: -1373054.125000 Penalty: 4431.816406 Iteration 26Q: 3 clusters Score -1373054 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 6580 members Entering Unmasked Estep Score: -1373074.250000 Penalty: 4431.816406 Iteration 27Q: 3 clusters Score -1373074 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -1373099.625000 Penalty: 4431.816406 Iteration 28Q: 3 clusters Score -1373100 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 6647 members Entering Unmasked Estep Score: -1373118.875000 Penalty: 4431.816406 Iteration 29Q: 3 clusters Score -1373119 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 6673 members Entering Unmasked Estep Score: -1373132.000000 Penalty: 4431.816406 Iteration 30Q: 3 clusters Score -1373132 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 6694 members Entering Unmasked Estep Score: -1373145.000000 Penalty: 4431.816406 Iteration 31Q: 3 clusters Score -1373145 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 6721 members Entering Unmasked Estep Score: -1373163.000000 Penalty: 4431.816406 Iteration 32Q: 3 clusters Score -1373163 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 6740 members Entering Unmasked Estep Score: -1373170.625000 Penalty: 4431.816406 Iteration 33Q: 3 clusters Score -1373171 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 6753 members Entering Unmasked Estep Score: -1373175.250000 Penalty: 4431.816406 Iteration 34Q: 3 clusters Score -1373175 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -1373179.625000 Penalty: 4431.816406 Iteration 35Q: 3 clusters Score -1373180 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 6771 members Entering Unmasked Estep Score: -1373183.250000 Penalty: 4431.816406 Iteration 36Q: 3 clusters Score -1373183 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -1373188.250000 Penalty: 4431.816406 Iteration 37Q: 3 clusters Score -1373188 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -1373193.875000 Penalty: 4431.816406 Iteration 38Q: 3 clusters Score -1373194 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 6805 members Entering Unmasked Estep Score: -1373199.375000 Penalty: 4431.816406 Iteration 39Q: 3 clusters Score -1373199 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 6818 members Entering Unmasked Estep Score: -1373208.375000 Penalty: 4431.816406 Iteration 40F: 3 clusters Score -1373208 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 6832 members Entering Unmasked Estep Score: -1373216.250000 Penalty: 4431.816406 Iteration 41Q: 3 clusters Score -1373216 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -1373218.625000 Penalty: 4431.816406 Iteration 42Q: 3 clusters Score -1373219 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -1373223.625000 Penalty: 4431.816406 Iteration 43Q: 3 clusters Score -1373224 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -1373227.250000 Penalty: 4431.816406 Iteration 44Q: 3 clusters Score -1373227 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -1373230.250000 Penalty: 4431.816406 Iteration 45Q: 3 clusters Score -1373230 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 6864 members Entering Unmasked Estep Score: -1373232.875000 Penalty: 4431.816406 Iteration 46Q: 3 clusters Score -1373233 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -1373238.000000 Penalty: 4431.816406 Iteration 47Q: 3 clusters Score -1373238 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 6881 members Entering Unmasked Estep Score: -1373240.000000 Penalty: 4431.816406 Iteration 48Q: 3 clusters Score -1373240 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -1373242.500000 Penalty: 4431.816406 Iteration 49Q: 3 clusters Score -1373242 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 6889 members Entering Unmasked Estep Score: -1373242.750000 Penalty: 4431.816406 Iteration 50Q: 3 clusters Score -1373243 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -1373245.250000 Penalty: 4431.816406 Iteration 51Q: 3 clusters Score -1373245 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -1373246.250000 Penalty: 4431.816406 Iteration 52Q: 3 clusters Score -1373246 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -1373247.625000 Penalty: 4431.816406 Iteration 53Q: 3 clusters Score -1373248 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -1373248.500000 Penalty: 4431.816406 Iteration 54Q: 3 clusters Score -1373248 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 6899 members Entering Unmasked Estep Score: -1373249.625000 Penalty: 4431.816406 Iteration 55Q: 3 clusters Score -1373250 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -1373249.750000 Penalty: 4431.816406 Iteration 56Q: 3 clusters Score -1373250 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 6902 members Entering Unmasked Estep Score: -1373249.500000 Penalty: 4431.816406 Iteration 57Q: 3 clusters Score -1373250 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 6903 members Entering Unmasked Estep Score: -1373250.750000 Penalty: 4431.816406 Iteration 58Q: 3 clusters Score -1373251 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 6906 members Entering Unmasked Estep Score: -1373251.500000 Penalty: 4431.816406 Iteration 59Q: 3 clusters Score -1373252 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 6910 members Entering Unmasked Estep Score: -1373255.625000 Penalty: 4431.816406 Iteration 60F: 3 clusters Score -1373256 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 6914 members Entering Unmasked Estep Score: -1373258.250000 Penalty: 4431.816406 Iteration 61Q: 3 clusters Score -1373258 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 6921 members Entering Unmasked Estep Score: -1373260.625000 Penalty: 4431.816406 Iteration 62Q: 3 clusters Score -1373261 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -1373261.500000 Penalty: 4431.816406 Iteration 63Q: 3 clusters Score -1373262 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -1373265.375000 Penalty: 4431.816406 Iteration 64Q: 3 clusters Score -1373265 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 6930 members Entering Unmasked Estep Score: -1373266.500000 Penalty: 4431.816406 Iteration 65Q: 3 clusters Score -1373266 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 6930 members Entering Unmasked Estep Score: -1373266.500000 Penalty: 4431.816406 Iteration 66F: 3 clusters Score -1373266 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (24661 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24661 members Entering Unmasked Estep Score: -4814182.000000 Penalty: 2508.018555 Iteration 0F: 2 clusters Score -4814182 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12401 members Mstep: Class 2 contains 12260 members Entering Unmasked Estep Score: -4797338.500000 Penalty: 5016.037109 Iteration 0F: 3 clusters Score -4797338 nChanged 11040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12765 members Mstep: Class 2 contains 11896 members Entering Unmasked Estep Score: -4803401.500000 Penalty: 5016.037109 Iteration 1F: 3 clusters Score -4803402 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13109 members Mstep: Class 2 contains 11552 members Entering Unmasked Estep Score: -4803848.500000 Penalty: 5016.037109 Iteration 2F: 3 clusters Score -4803848 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13581 members Mstep: Class 2 contains 11080 members Entering Unmasked Estep Score: -4804210.000000 Penalty: 5016.037109 Iteration 3Q: 3 clusters Score -4804210 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14189 members Mstep: Class 2 contains 10472 members Entering Unmasked Estep Score: -4804573.000000 Penalty: 5016.037109 Iteration 4Q: 3 clusters Score -4804573 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14997 members Mstep: Class 2 contains 9664 members Entering Unmasked Estep Score: -4805053.000000 Penalty: 5016.037109 Iteration 5Q: 3 clusters Score -4805053 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16016 members Mstep: Class 2 contains 8645 members Entering Unmasked Estep Score: -4805693.500000 Penalty: 5016.037109 Iteration 6F: 3 clusters Score -4805694 nChanged 1502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17234 members Mstep: Class 2 contains 7427 members Entering Unmasked Estep Score: -4806575.000000 Penalty: 5016.037109 Iteration 7F: 3 clusters Score -4806575 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18502 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -4807588.500000 Penalty: 5016.037109 Iteration 8F: 3 clusters Score -4807588 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19704 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -4808616.500000 Penalty: 5016.037109 Iteration 9F: 3 clusters Score -4808616 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20695 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -4809624.500000 Penalty: 5016.037109 Iteration 10F: 3 clusters Score -4809624 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21372 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -4810523.500000 Penalty: 5016.037109 Iteration 11Q: 3 clusters Score -4810524 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21763 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -4811280.000000 Penalty: 5016.037109 Iteration 12Q: 3 clusters Score -4811280 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21909 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -4811710.000000 Penalty: 5016.037109 Iteration 13Q: 3 clusters Score -4811710 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21922 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -4811872.000000 Penalty: 5016.037109 Iteration 14Q: 3 clusters Score -4811872 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21917 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -4811929.500000 Penalty: 5016.037109 Iteration 15Q: 3 clusters Score -4811930 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21899 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -4811965.000000 Penalty: 5016.037109 Iteration 16Q: 3 clusters Score -4811965 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21881 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -4811968.000000 Penalty: 5016.037109 Iteration 17Q: 3 clusters Score -4811968 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21862 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -4811994.500000 Penalty: 5016.037109 Iteration 18Q: 3 clusters Score -4811994 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21851 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -4811999.000000 Penalty: 5016.037109 Iteration 19Q: 3 clusters Score -4811999 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21835 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -4812014.500000 Penalty: 5016.037109 Iteration 20F: 3 clusters Score -4812014 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21827 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -4812013.000000 Penalty: 5016.037109 Iteration 21Q: 3 clusters Score -4812013 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21824 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -4812016.000000 Penalty: 5016.037109 Iteration 22Q: 3 clusters Score -4812016 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21816 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -4812012.000000 Penalty: 5016.037109 Iteration 23Q: 3 clusters Score -4812012 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21812 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -4812009.000000 Penalty: 5016.037109 Iteration 24Q: 3 clusters Score -4812009 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21808 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -4812007.500000 Penalty: 5016.037109 Iteration 25Q: 3 clusters Score -4812008 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21805 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -4812009.000000 Penalty: 5016.037109 Iteration 26Q: 3 clusters Score -4812009 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21804 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -4812008.000000 Penalty: 5016.037109 Iteration 27Q: 3 clusters Score -4812008 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21804 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -4812013.000000 Penalty: 5016.037109 Iteration 28Q: 3 clusters Score -4812013 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21803 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -4812013.000000 Penalty: 5016.037109 Iteration 29Q: 3 clusters Score -4812013 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21803 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -4812013.000000 Penalty: 5016.037109 Iteration 30F: 3 clusters Score -4812013 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (751 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Entering Unmasked Estep Score: -122278.023438 Penalty: 1642.108643 Iteration 0F: 2 clusters Score -122278 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -120545.875000 Penalty: 3284.217285 Iteration 0F: 3 clusters Score -120545.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -120935.351562 Penalty: 3284.217285 Iteration 1F: 3 clusters Score -120935.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -121387.382812 Penalty: 3284.217285 Iteration 2F: 3 clusters Score -121387.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -121636.351562 Penalty: 3284.217285 Iteration 3F: 3 clusters Score -121636.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -121738.281250 Penalty: 3284.217285 Iteration 4F: 3 clusters Score -121738.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -121797.671875 Penalty: 3284.217285 Iteration 5Q: 3 clusters Score -121797.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -121838.140625 Penalty: 3284.217285 Iteration 6Q: 3 clusters Score -121838.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -121888.695312 Penalty: 3284.217285 Iteration 7Q: 3 clusters Score -121888.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -121919.312500 Penalty: 3284.217285 Iteration 8Q: 3 clusters Score -121919.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -121937.234375 Penalty: 3284.217285 Iteration 9Q: 3 clusters Score -121937.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -121941.281250 Penalty: 3284.217285 Iteration 10Q: 3 clusters Score -121941.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -121945.828125 Penalty: 3284.217285 Iteration 11Q: 3 clusters Score -121945.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -121945.828125 Penalty: 3284.217285 Iteration 12F: 3 clusters Score -121945.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Entering Unmasked Estep Score: -143073.437500 Penalty: 1681.983643 Iteration 0F: 2 clusters Score -143073.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -141293.328125 Penalty: 3363.967285 Iteration 0F: 3 clusters Score -141293.3 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -141607.250000 Penalty: 3363.967285 Iteration 1F: 3 clusters Score -141607.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -141717.421875 Penalty: 3363.967285 Iteration 2F: 3 clusters Score -141717.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -141788.812500 Penalty: 3363.967285 Iteration 3Q: 3 clusters Score -141788.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -141836.625000 Penalty: 3363.967285 Iteration 4Q: 3 clusters Score -141836.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -141902.578125 Penalty: 3363.967285 Iteration 5Q: 3 clusters Score -141902.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -141956.953125 Penalty: 3363.967285 Iteration 6Q: 3 clusters Score -141957 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -142007.796875 Penalty: 3363.967285 Iteration 7Q: 3 clusters Score -142007.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -142062.609375 Penalty: 3363.967285 Iteration 8Q: 3 clusters Score -142062.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -142120.000000 Penalty: 3363.967285 Iteration 9Q: 3 clusters Score -142120 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -142154.140625 Penalty: 3363.967285 Iteration 10Q: 3 clusters Score -142154.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -142192.906250 Penalty: 3363.967285 Iteration 11Q: 3 clusters Score -142192.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -142222.531250 Penalty: 3363.967285 Iteration 12Q: 3 clusters Score -142222.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -142257.109375 Penalty: 3363.967285 Iteration 13Q: 3 clusters Score -142257.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -142273.250000 Penalty: 3363.967285 Iteration 14Q: 3 clusters Score -142273.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -142281.078125 Penalty: 3363.967285 Iteration 15Q: 3 clusters Score -142281.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -142286.968750 Penalty: 3363.967285 Iteration 16Q: 3 clusters Score -142287 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -142287.984375 Penalty: 3363.967285 Iteration 17Q: 3 clusters Score -142288 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -142290.187500 Penalty: 3363.967285 Iteration 18Q: 3 clusters Score -142290.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -142290.187500 Penalty: 3363.967285 Iteration 19F: 3 clusters Score -142290.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27140 members Mstep: Class 2 contains 25741 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52380 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25158 members Mstep: Class 7 contains 23853 members Mstep: Class 8 contains 1707 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1222 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19367 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63383 members Mstep: Class 16 contains 1033 members Mstep: Class 17 contains 56438 members Mstep: Class 18 contains 13676 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 940 members Mstep: Class 21 contains 7594 members Mstep: Class 22 contains 24661 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648140.000000 Penalty: 75971.281250 Iteration 119Q: 25 clusters Score -6.364814e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27130 members Mstep: Class 2 contains 25734 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52373 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25149 members Mstep: Class 7 contains 23856 members Mstep: Class 8 contains 1712 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19367 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63394 members Mstep: Class 16 contains 1032 members Mstep: Class 17 contains 56444 members Mstep: Class 18 contains 13678 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 942 members Mstep: Class 21 contains 7594 members Mstep: Class 22 contains 24671 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648244.000000 Penalty: 75971.281250 Iteration 120F: 25 clusters Score -6.364824e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27122 members Mstep: Class 2 contains 25722 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52360 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25139 members Mstep: Class 7 contains 23852 members Mstep: Class 8 contains 1714 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1215 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19370 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63405 members Mstep: Class 16 contains 1033 members Mstep: Class 17 contains 56457 members Mstep: Class 18 contains 13678 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 945 members Mstep: Class 21 contains 7594 members Mstep: Class 22 contains 24687 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648216.000000 Penalty: 75971.281250 Iteration 121Q: 25 clusters Score -6.364822e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27118 members Mstep: Class 2 contains 25718 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52335 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25130 members Mstep: Class 7 contains 23837 members Mstep: Class 8 contains 1715 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1214 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19379 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63410 members Mstep: Class 16 contains 1034 members Mstep: Class 17 contains 56477 members Mstep: Class 18 contains 13675 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 947 members Mstep: Class 21 contains 7593 members Mstep: Class 22 contains 24711 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648156.000000 Penalty: 75971.281250 Iteration 122Q: 25 clusters Score -6.364816e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27112 members Mstep: Class 2 contains 25705 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52316 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25110 members Mstep: Class 7 contains 23836 members Mstep: Class 8 contains 1719 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1210 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19392 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63412 members Mstep: Class 16 contains 1036 members Mstep: Class 17 contains 56487 members Mstep: Class 18 contains 13678 members Mstep: Class 19 contains 1520 members Mstep: Class 20 contains 948 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 24738 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648208.000000 Penalty: 75971.281250 Iteration 123Q: 25 clusters Score -6.364821e+07 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27109 members Mstep: Class 2 contains 25703 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52288 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25091 members Mstep: Class 7 contains 23844 members Mstep: Class 8 contains 1724 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1207 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19399 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63404 members Mstep: Class 16 contains 1037 members Mstep: Class 17 contains 56521 members Mstep: Class 18 contains 13677 members Mstep: Class 19 contains 1520 members Mstep: Class 20 contains 949 members Mstep: Class 21 contains 7597 members Mstep: Class 22 contains 24744 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648224.000000 Penalty: 75971.281250 Iteration 124Q: 25 clusters Score -6.364822e+07 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27125 members Mstep: Class 2 contains 25701 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52268 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25063 members Mstep: Class 7 contains 23835 members Mstep: Class 8 contains 1727 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1206 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19410 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63413 members Mstep: Class 16 contains 1037 members Mstep: Class 17 contains 56544 members Mstep: Class 18 contains 13680 members Mstep: Class 19 contains 1519 members Mstep: Class 20 contains 950 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 24739 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648172.000000 Penalty: 75971.281250 Iteration 125Q: 25 clusters Score -6.364817e+07 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27126 members Mstep: Class 2 contains 25689 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52259 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 25039 members Mstep: Class 7 contains 23838 members Mstep: Class 8 contains 1729 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1204 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19416 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63414 members Mstep: Class 16 contains 1037 members Mstep: Class 17 contains 56565 members Mstep: Class 18 contains 13687 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 952 members Mstep: Class 21 contains 7597 members Mstep: Class 22 contains 24744 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648172.000000 Penalty: 75971.281250 Iteration 126Q: 25 clusters Score -6.364817e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27126 members Mstep: Class 2 contains 25680 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52264 members Mstep: Class 5 contains 377 members Mstep: Class 6 contains 25012 members Mstep: Class 7 contains 23850 members Mstep: Class 8 contains 1733 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1200 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19423 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63416 members Mstep: Class 16 contains 1036 members Mstep: Class 17 contains 56581 members Mstep: Class 18 contains 13697 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 953 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 24731 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648172.000000 Penalty: 75971.281250 Iteration 127Q: 25 clusters Score -6.364817e+07 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27144 members Mstep: Class 2 contains 25662 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52276 members Mstep: Class 5 contains 376 members Mstep: Class 6 contains 24999 members Mstep: Class 7 contains 23863 members Mstep: Class 8 contains 1735 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1199 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19433 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63421 members Mstep: Class 16 contains 1035 members Mstep: Class 17 contains 56570 members Mstep: Class 18 contains 13702 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 954 members Mstep: Class 21 contains 7594 members Mstep: Class 22 contains 24711 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648196.000000 Penalty: 75971.281250 Iteration 128Q: 25 clusters Score -6.36482e+07 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27152 members Mstep: Class 2 contains 25642 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52289 members Mstep: Class 5 contains 374 members Mstep: Class 6 contains 24990 members Mstep: Class 7 contains 23853 members Mstep: Class 8 contains 1735 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1200 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19448 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63425 members Mstep: Class 16 contains 1034 members Mstep: Class 17 contains 56556 members Mstep: Class 18 contains 13709 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 954 members Mstep: Class 21 contains 7594 members Mstep: Class 22 contains 24719 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648260.000000 Penalty: 75971.281250 Iteration 129Q: 25 clusters Score -6.364826e+07 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27160 members Mstep: Class 2 contains 25632 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52284 members Mstep: Class 5 contains 374 members Mstep: Class 6 contains 24982 members Mstep: Class 7 contains 23845 members Mstep: Class 8 contains 1737 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1198 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19460 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63424 members Mstep: Class 16 contains 1034 members Mstep: Class 17 contains 56561 members Mstep: Class 18 contains 13712 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 954 members Mstep: Class 21 contains 7597 members Mstep: Class 22 contains 24720 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648156.000000 Penalty: 75971.281250 Iteration 130Q: 25 clusters Score -6.364816e+07 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27169 members Mstep: Class 2 contains 25622 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52261 members Mstep: Class 5 contains 374 members Mstep: Class 6 contains 24968 members Mstep: Class 7 contains 23842 members Mstep: Class 8 contains 1738 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1195 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19469 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63433 members Mstep: Class 16 contains 1034 members Mstep: Class 17 contains 56582 members Mstep: Class 18 contains 13711 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 954 members Mstep: Class 21 contains 7600 members Mstep: Class 22 contains 24722 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648160.000000 Penalty: 75971.281250 Iteration 131Q: 25 clusters Score -6.364816e+07 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27191 members Mstep: Class 2 contains 25614 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52248 members Mstep: Class 5 contains 374 members Mstep: Class 6 contains 24957 members Mstep: Class 7 contains 23847 members Mstep: Class 8 contains 1740 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1192 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19480 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63431 members Mstep: Class 16 contains 1034 members Mstep: Class 17 contains 56587 members Mstep: Class 18 contains 13719 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 954 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 24710 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648192.000000 Penalty: 75971.281250 Iteration 132Q: 25 clusters Score -6.364819e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27220 members Mstep: Class 2 contains 25611 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52247 members Mstep: Class 5 contains 374 members Mstep: Class 6 contains 24946 members Mstep: Class 7 contains 23831 members Mstep: Class 8 contains 1743 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19491 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63432 members Mstep: Class 16 contains 1034 members Mstep: Class 17 contains 56586 members Mstep: Class 18 contains 13718 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 954 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 24702 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648072.000000 Penalty: 75971.281250 Iteration 133Q: 25 clusters Score -6.364807e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27241 members Mstep: Class 2 contains 25598 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52248 members Mstep: Class 5 contains 374 members Mstep: Class 6 contains 24939 members Mstep: Class 7 contains 23835 members Mstep: Class 8 contains 1745 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1188 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19494 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63430 members Mstep: Class 16 contains 1034 members Mstep: Class 17 contains 56586 members Mstep: Class 18 contains 13722 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 954 members Mstep: Class 21 contains 7594 members Mstep: Class 22 contains 24692 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648000.000000 Penalty: 75971.281250 Iteration 134Q: 25 clusters Score -6.3648e+07 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27259 members Mstep: Class 2 contains 25603 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52250 members Mstep: Class 5 contains 374 members Mstep: Class 6 contains 24934 members Mstep: Class 7 contains 23836 members Mstep: Class 8 contains 1747 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1186 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19497 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63431 members Mstep: Class 16 contains 1034 members Mstep: Class 17 contains 56579 members Mstep: Class 18 contains 13723 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 955 members Mstep: Class 21 contains 7594 members Mstep: Class 22 contains 24672 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648016.000000 Penalty: 75971.281250 Iteration 135Q: 25 clusters Score -6.364802e+07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27228 members Mstep: Class 2 contains 25600 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52254 members Mstep: Class 5 contains 374 members Mstep: Class 6 contains 24927 members Mstep: Class 7 contains 23850 members Mstep: Class 8 contains 1751 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1182 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19502 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63429 members Mstep: Class 16 contains 1034 members Mstep: Class 17 contains 56576 members Mstep: Class 18 contains 13724 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 955 members Mstep: Class 21 contains 7594 members Mstep: Class 22 contains 24694 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648008.000000 Penalty: 75971.281250 Iteration 136Q: 25 clusters Score -6.364801e+07 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27210 members Mstep: Class 2 contains 25595 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52238 members Mstep: Class 5 contains 374 members Mstep: Class 6 contains 24920 members Mstep: Class 7 contains 23851 members Mstep: Class 8 contains 1754 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1178 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19508 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63426 members Mstep: Class 16 contains 1034 members Mstep: Class 17 contains 56589 members Mstep: Class 18 contains 13729 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 955 members Mstep: Class 21 contains 7594 members Mstep: Class 22 contains 24719 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648076.000000 Penalty: 75971.281250 Iteration 137Q: 25 clusters Score -6.364808e+07 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27192 members Mstep: Class 2 contains 25586 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52231 members Mstep: Class 5 contains 374 members Mstep: Class 6 contains 24910 members Mstep: Class 7 contains 23863 members Mstep: Class 8 contains 1755 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1175 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19517 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63425 members Mstep: Class 16 contains 1034 members Mstep: Class 17 contains 56589 members Mstep: Class 18 contains 13731 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 956 members Mstep: Class 21 contains 7593 members Mstep: Class 22 contains 24743 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648020.000000 Penalty: 75971.281250 Iteration 138Q: 25 clusters Score -6.364802e+07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27187 members Mstep: Class 2 contains 25578 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52227 members Mstep: Class 5 contains 373 members Mstep: Class 6 contains 24896 members Mstep: Class 7 contains 23856 members Mstep: Class 8 contains 1756 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1175 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19521 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63428 members Mstep: Class 16 contains 1034 members Mstep: Class 17 contains 56591 members Mstep: Class 18 contains 13736 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 957 members Mstep: Class 21 contains 7592 members Mstep: Class 22 contains 24767 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648000.000000 Penalty: 75971.281250 Iteration 139Q: 25 clusters Score -6.3648e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27174 members Mstep: Class 2 contains 25554 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52237 members Mstep: Class 5 contains 372 members Mstep: Class 6 contains 24889 members Mstep: Class 7 contains 23877 members Mstep: Class 8 contains 1757 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1176 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19526 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63429 members Mstep: Class 16 contains 1035 members Mstep: Class 17 contains 56577 members Mstep: Class 18 contains 13736 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 958 members Mstep: Class 21 contains 7593 members Mstep: Class 22 contains 24785 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648040.000000 Penalty: 75971.281250 Iteration 140F: 25 clusters Score -6.364804e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27179 members Mstep: Class 2 contains 25545 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52243 members Mstep: Class 5 contains 369 members Mstep: Class 6 contains 24882 members Mstep: Class 7 contains 23898 members Mstep: Class 8 contains 1760 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1175 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19526 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63422 members Mstep: Class 16 contains 1035 members Mstep: Class 17 contains 56570 members Mstep: Class 18 contains 13736 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 959 members Mstep: Class 21 contains 7592 members Mstep: Class 22 contains 24784 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648080.000000 Penalty: 75971.281250 Iteration 141Q: 25 clusters Score -6.364808e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27170 members Mstep: Class 2 contains 25532 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52240 members Mstep: Class 5 contains 368 members Mstep: Class 6 contains 24876 members Mstep: Class 7 contains 23922 members Mstep: Class 8 contains 1762 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1174 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19527 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63419 members Mstep: Class 16 contains 1035 members Mstep: Class 17 contains 56571 members Mstep: Class 18 contains 13742 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 959 members Mstep: Class 21 contains 7593 members Mstep: Class 22 contains 24785 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648068.000000 Penalty: 75971.281250 Iteration 142Q: 25 clusters Score -6.364807e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27183 members Mstep: Class 2 contains 25529 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 52229 members Mstep: Class 5 contains 367 members Mstep: Class 6 contains 24869 members Mstep: Class 7 contains 23924 members Mstep: Class 8 contains 1763 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1174 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19530 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63418 members Mstep: Class 16 contains 1035 members Mstep: Class 17 contains 56573 members Mstep: Class 18 contains 13746 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 961 members Mstep: Class 21 contains 7593 members Mstep: Class 22 contains 24781 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648076.000000 Penalty: 75971.281250 Iteration 143Q: 25 clusters Score -6.364808e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27193 members Mstep: Class 2 contains 25510 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52239 members Mstep: Class 5 contains 367 members Mstep: Class 6 contains 24862 members Mstep: Class 7 contains 23937 members Mstep: Class 8 contains 1764 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1173 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19532 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63425 members Mstep: Class 16 contains 1035 members Mstep: Class 17 contains 56558 members Mstep: Class 18 contains 13748 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 960 members Mstep: Class 21 contains 7592 members Mstep: Class 22 contains 24779 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648188.000000 Penalty: 75971.281250 Iteration 144Q: 25 clusters Score -6.364819e+07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27200 members Mstep: Class 2 contains 25486 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52242 members Mstep: Class 5 contains 367 members Mstep: Class 6 contains 24859 members Mstep: Class 7 contains 23959 members Mstep: Class 8 contains 1766 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1171 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19532 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63429 members Mstep: Class 16 contains 1035 members Mstep: Class 17 contains 56551 members Mstep: Class 18 contains 13748 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 964 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24774 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648228.000000 Penalty: 75971.281250 Iteration 145Q: 25 clusters Score -6.364823e+07 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27199 members Mstep: Class 2 contains 25476 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52246 members Mstep: Class 5 contains 367 members Mstep: Class 6 contains 24856 members Mstep: Class 7 contains 23967 members Mstep: Class 8 contains 1768 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1169 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19535 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63440 members Mstep: Class 16 contains 1036 members Mstep: Class 17 contains 56540 members Mstep: Class 18 contains 13746 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 966 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24773 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648176.000000 Penalty: 75971.281250 Iteration 146Q: 25 clusters Score -6.364818e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27180 members Mstep: Class 2 contains 25469 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52235 members Mstep: Class 5 contains 366 members Mstep: Class 6 contains 24858 members Mstep: Class 7 contains 23989 members Mstep: Class 8 contains 1769 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1169 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19537 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63439 members Mstep: Class 16 contains 1037 members Mstep: Class 17 contains 56545 members Mstep: Class 18 contains 13745 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 968 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24778 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648176.000000 Penalty: 75971.281250 Iteration 147Q: 25 clusters Score -6.364818e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27156 members Mstep: Class 2 contains 25463 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52247 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24848 members Mstep: Class 7 contains 24001 members Mstep: Class 8 contains 1771 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19541 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63444 members Mstep: Class 16 contains 1040 members Mstep: Class 17 contains 56532 members Mstep: Class 18 contains 13745 members Mstep: Class 19 contains 1515 members Mstep: Class 20 contains 969 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24796 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648224.000000 Penalty: 75971.281250 Iteration 148Q: 25 clusters Score -6.364822e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27130 members Mstep: Class 2 contains 25451 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52259 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24840 members Mstep: Class 7 contains 24008 members Mstep: Class 8 contains 1771 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19544 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63448 members Mstep: Class 16 contains 1040 members Mstep: Class 17 contains 56519 members Mstep: Class 18 contains 13750 members Mstep: Class 19 contains 1514 members Mstep: Class 20 contains 969 members Mstep: Class 21 contains 7593 members Mstep: Class 22 contains 24823 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648188.000000 Penalty: 75971.281250 Iteration 149Q: 25 clusters Score -6.364819e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27137 members Mstep: Class 2 contains 25441 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52268 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24836 members Mstep: Class 7 contains 24006 members Mstep: Class 8 contains 1771 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19548 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63458 members Mstep: Class 16 contains 1040 members Mstep: Class 17 contains 56502 members Mstep: Class 18 contains 13752 members Mstep: Class 19 contains 1514 members Mstep: Class 20 contains 969 members Mstep: Class 21 contains 7593 members Mstep: Class 22 contains 24824 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648252.000000 Penalty: 75971.281250 Iteration 150Q: 25 clusters Score -6.364825e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27134 members Mstep: Class 2 contains 25427 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52274 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24834 members Mstep: Class 7 contains 24021 members Mstep: Class 8 contains 1772 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19552 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63458 members Mstep: Class 16 contains 1040 members Mstep: Class 17 contains 56490 members Mstep: Class 18 contains 13754 members Mstep: Class 19 contains 1514 members Mstep: Class 20 contains 969 members Mstep: Class 21 contains 7592 members Mstep: Class 22 contains 24828 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648292.000000 Penalty: 75971.281250 Iteration 151Q: 25 clusters Score -6.364829e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27123 members Mstep: Class 2 contains 25411 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52286 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24828 members Mstep: Class 7 contains 24045 members Mstep: Class 8 contains 1772 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19553 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63457 members Mstep: Class 16 contains 1040 members Mstep: Class 17 contains 56474 members Mstep: Class 18 contains 13758 members Mstep: Class 19 contains 1514 members Mstep: Class 20 contains 969 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24839 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648240.000000 Penalty: 75971.281250 Iteration 152Q: 25 clusters Score -6.364824e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27143 members Mstep: Class 2 contains 25401 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52292 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24827 members Mstep: Class 7 contains 24062 members Mstep: Class 8 contains 1772 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19551 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63455 members Mstep: Class 16 contains 1040 members Mstep: Class 17 contains 56464 members Mstep: Class 18 contains 13761 members Mstep: Class 19 contains 1514 members Mstep: Class 20 contains 969 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24818 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648272.000000 Penalty: 75971.281250 Iteration 153Q: 25 clusters Score -6.364827e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27178 members Mstep: Class 2 contains 25398 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52301 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24828 members Mstep: Class 7 contains 24056 members Mstep: Class 8 contains 1772 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19554 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63458 members Mstep: Class 16 contains 1040 members Mstep: Class 17 contains 56449 members Mstep: Class 18 contains 13760 members Mstep: Class 19 contains 1514 members Mstep: Class 20 contains 969 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24791 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648120.000000 Penalty: 75971.281250 Iteration 154Q: 25 clusters Score -6.364812e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27204 members Mstep: Class 2 contains 25392 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52300 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24825 members Mstep: Class 7 contains 24074 members Mstep: Class 8 contains 1772 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19556 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63459 members Mstep: Class 16 contains 1040 members Mstep: Class 17 contains 56440 members Mstep: Class 18 contains 13766 members Mstep: Class 19 contains 1514 members Mstep: Class 20 contains 969 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24757 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648136.000000 Penalty: 75971.281250 Iteration 155Q: 25 clusters Score -6.364814e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27205 members Mstep: Class 2 contains 25394 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52299 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24815 members Mstep: Class 7 contains 24081 members Mstep: Class 8 contains 1772 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19558 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63455 members Mstep: Class 16 contains 1040 members Mstep: Class 17 contains 56442 members Mstep: Class 18 contains 13765 members Mstep: Class 19 contains 1514 members Mstep: Class 20 contains 969 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24759 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648148.000000 Penalty: 75971.281250 Iteration 156Q: 25 clusters Score -6.364815e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27196 members Mstep: Class 2 contains 25399 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52302 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24805 members Mstep: Class 7 contains 24077 members Mstep: Class 8 contains 1773 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19562 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63457 members Mstep: Class 16 contains 1040 members Mstep: Class 17 contains 56439 members Mstep: Class 18 contains 13765 members Mstep: Class 19 contains 1514 members Mstep: Class 20 contains 969 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24770 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648240.000000 Penalty: 75971.281250 Iteration 157Q: 25 clusters Score -6.364824e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27174 members Mstep: Class 2 contains 25399 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52307 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24801 members Mstep: Class 7 contains 24084 members Mstep: Class 8 contains 1774 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19567 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63451 members Mstep: Class 16 contains 1041 members Mstep: Class 17 contains 56435 members Mstep: Class 18 contains 13763 members Mstep: Class 19 contains 1514 members Mstep: Class 20 contains 969 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24789 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648264.000000 Penalty: 75971.281250 Iteration 158Q: 25 clusters Score -6.364826e+07 nChanged 248 Entering ConstructFrom: Score: -63648264.000000 Penalty: 75971.281250 Entering ConstructFrom: Trying to split cluster 1 (27160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27160 members Entering Unmasked Estep Score: -5362497.000000 Penalty: 2531.956055 Iteration 0F: 2 clusters Score -5362497 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13583 members Mstep: Class 2 contains 13577 members Entering Unmasked Estep Score: -5345077.000000 Penalty: 5063.912109 Iteration 0F: 3 clusters Score -5345077 nChanged 12280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13667 members Mstep: Class 2 contains 13493 members Entering Unmasked Estep Score: -5351530.000000 Penalty: 5063.912109 Iteration 1F: 3 clusters Score -5351530 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13761 members Mstep: Class 2 contains 13399 members Entering Unmasked Estep Score: -5351957.500000 Penalty: 5063.912109 Iteration 2Q: 3 clusters Score -5351958 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13926 members Mstep: Class 2 contains 13234 members Entering Unmasked Estep Score: -5352277.000000 Penalty: 5063.912109 Iteration 3Q: 3 clusters Score -5352277 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14165 members Mstep: Class 2 contains 12995 members Entering Unmasked Estep Score: -5352585.000000 Penalty: 5063.912109 Iteration 4Q: 3 clusters Score -5352585 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14528 members Mstep: Class 2 contains 12632 members Entering Unmasked Estep Score: -5352927.000000 Penalty: 5063.912109 Iteration 5Q: 3 clusters Score -5352927 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14972 members Mstep: Class 2 contains 12188 members Entering Unmasked Estep Score: -5353265.000000 Penalty: 5063.912109 Iteration 6Q: 3 clusters Score -5353265 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15572 members Mstep: Class 2 contains 11588 members Entering Unmasked Estep Score: -5353744.000000 Penalty: 5063.912109 Iteration 7Q: 3 clusters Score -5353744 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16339 members Mstep: Class 2 contains 10821 members Entering Unmasked Estep Score: -5354401.500000 Penalty: 5063.912109 Iteration 8Q: 3 clusters Score -5354402 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17169 members Mstep: Class 2 contains 9991 members Entering Unmasked Estep Score: -5355221.500000 Penalty: 5063.912109 Iteration 9F: 3 clusters Score -5355222 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17998 members Mstep: Class 2 contains 9162 members Entering Unmasked Estep Score: -5356209.500000 Penalty: 5063.912109 Iteration 10F: 3 clusters Score -5356210 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18700 members Mstep: Class 2 contains 8460 members Entering Unmasked Estep Score: -5357209.500000 Penalty: 5063.912109 Iteration 11F: 3 clusters Score -5357210 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19233 members Mstep: Class 2 contains 7927 members Entering Unmasked Estep Score: -5358178.000000 Penalty: 5063.912109 Iteration 12Q: 3 clusters Score -5358178 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19578 members Mstep: Class 2 contains 7582 members Entering Unmasked Estep Score: -5358849.500000 Penalty: 5063.912109 Iteration 13Q: 3 clusters Score -5358850 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19765 members Mstep: Class 2 contains 7395 members Entering Unmasked Estep Score: -5359148.500000 Penalty: 5063.912109 Iteration 14Q: 3 clusters Score -5359148 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19870 members Mstep: Class 2 contains 7290 members Entering Unmasked Estep Score: -5359321.500000 Penalty: 5063.912109 Iteration 15Q: 3 clusters Score -5359322 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19966 members Mstep: Class 2 contains 7194 members Entering Unmasked Estep Score: -5359495.500000 Penalty: 5063.912109 Iteration 16Q: 3 clusters Score -5359496 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20074 members Mstep: Class 2 contains 7086 members Entering Unmasked Estep Score: -5359630.000000 Penalty: 5063.912109 Iteration 17Q: 3 clusters Score -5359630 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20153 members Mstep: Class 2 contains 7007 members Entering Unmasked Estep Score: -5359750.000000 Penalty: 5063.912109 Iteration 18Q: 3 clusters Score -5359750 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20227 members Mstep: Class 2 contains 6933 members Entering Unmasked Estep Score: -5359867.000000 Penalty: 5063.912109 Iteration 19Q: 3 clusters Score -5359867 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20318 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -5359998.500000 Penalty: 5063.912109 Iteration 20F: 3 clusters Score -5359998 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20402 members Mstep: Class 2 contains 6758 members Entering Unmasked Estep Score: -5360106.000000 Penalty: 5063.912109 Iteration 21Q: 3 clusters Score -5360106 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20482 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -5360194.500000 Penalty: 5063.912109 Iteration 22Q: 3 clusters Score -5360194 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20541 members Mstep: Class 2 contains 6619 members Entering Unmasked Estep Score: -5360243.000000 Penalty: 5063.912109 Iteration 23Q: 3 clusters Score -5360243 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20586 members Mstep: Class 2 contains 6574 members Entering Unmasked Estep Score: -5360288.000000 Penalty: 5063.912109 Iteration 24Q: 3 clusters Score -5360288 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20611 members Mstep: Class 2 contains 6549 members Entering Unmasked Estep Score: -5360323.000000 Penalty: 5063.912109 Iteration 25Q: 3 clusters Score -5360323 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20621 members Mstep: Class 2 contains 6539 members Entering Unmasked Estep Score: -5360350.000000 Penalty: 5063.912109 Iteration 26Q: 3 clusters Score -5360350 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20631 members Mstep: Class 2 contains 6529 members Entering Unmasked Estep Score: -5360378.500000 Penalty: 5063.912109 Iteration 27Q: 3 clusters Score -5360378 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20634 members Mstep: Class 2 contains 6526 members Entering Unmasked Estep Score: -5360402.500000 Penalty: 5063.912109 Iteration 28Q: 3 clusters Score -5360402 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20632 members Mstep: Class 2 contains 6528 members Entering Unmasked Estep Score: -5360414.000000 Penalty: 5063.912109 Iteration 29Q: 3 clusters Score -5360414 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20640 members Mstep: Class 2 contains 6520 members Entering Unmasked Estep Score: -5360417.500000 Penalty: 5063.912109 Iteration 30Q: 3 clusters Score -5360418 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20651 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -5360424.000000 Penalty: 5063.912109 Iteration 31Q: 3 clusters Score -5360424 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20671 members Mstep: Class 2 contains 6489 members Entering Unmasked Estep Score: -5360430.500000 Penalty: 5063.912109 Iteration 32Q: 3 clusters Score -5360430 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20689 members Mstep: Class 2 contains 6471 members Entering Unmasked Estep Score: -5360421.500000 Penalty: 5063.912109 Iteration 33Q: 3 clusters Score -5360422 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20714 members Mstep: Class 2 contains 6446 members Entering Unmasked Estep Score: -5360430.500000 Penalty: 5063.912109 Iteration 34Q: 3 clusters Score -5360430 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20736 members Mstep: Class 2 contains 6424 members Entering Unmasked Estep Score: -5360433.000000 Penalty: 5063.912109 Iteration 35Q: 3 clusters Score -5360433 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20762 members Mstep: Class 2 contains 6398 members Entering Unmasked Estep Score: -5360448.500000 Penalty: 5063.912109 Iteration 36Q: 3 clusters Score -5360448 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20791 members Mstep: Class 2 contains 6369 members Entering Unmasked Estep Score: -5360456.500000 Penalty: 5063.912109 Iteration 37Q: 3 clusters Score -5360456 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20818 members Mstep: Class 2 contains 6342 members Entering Unmasked Estep Score: -5360466.500000 Penalty: 5063.912109 Iteration 38Q: 3 clusters Score -5360466 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20847 members Mstep: Class 2 contains 6313 members Entering Unmasked Estep Score: -5360472.000000 Penalty: 5063.912109 Iteration 39Q: 3 clusters Score -5360472 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20868 members Mstep: Class 2 contains 6292 members Entering Unmasked Estep Score: -5360471.000000 Penalty: 5063.912109 Iteration 40F: 3 clusters Score -5360471 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20881 members Mstep: Class 2 contains 6279 members Entering Unmasked Estep Score: -5360468.500000 Penalty: 5063.912109 Iteration 41Q: 3 clusters Score -5360468 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20893 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -5360463.500000 Penalty: 5063.912109 Iteration 42Q: 3 clusters Score -5360464 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20911 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -5360468.500000 Penalty: 5063.912109 Iteration 43Q: 3 clusters Score -5360468 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20927 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -5360471.500000 Penalty: 5063.912109 Iteration 44Q: 3 clusters Score -5360472 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20936 members Mstep: Class 2 contains 6224 members Entering Unmasked Estep Score: -5360476.000000 Penalty: 5063.912109 Iteration 45Q: 3 clusters Score -5360476 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20953 members Mstep: Class 2 contains 6207 members Entering Unmasked Estep Score: -5360483.000000 Penalty: 5063.912109 Iteration 46Q: 3 clusters Score -5360483 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20967 members Mstep: Class 2 contains 6193 members Entering Unmasked Estep Score: -5360494.500000 Penalty: 5063.912109 Iteration 47Q: 3 clusters Score -5360494 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20972 members Mstep: Class 2 contains 6188 members Entering Unmasked Estep Score: -5360491.500000 Penalty: 5063.912109 Iteration 48Q: 3 clusters Score -5360492 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20979 members Mstep: Class 2 contains 6181 members Entering Unmasked Estep Score: -5360491.000000 Penalty: 5063.912109 Iteration 49Q: 3 clusters Score -5360491 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20986 members Mstep: Class 2 contains 6174 members Entering Unmasked Estep Score: -5360498.500000 Penalty: 5063.912109 Iteration 50Q: 3 clusters Score -5360498 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20995 members Mstep: Class 2 contains 6165 members Entering Unmasked Estep Score: -5360505.500000 Penalty: 5063.912109 Iteration 51Q: 3 clusters Score -5360506 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21009 members Mstep: Class 2 contains 6151 members Entering Unmasked Estep Score: -5360512.000000 Penalty: 5063.912109 Iteration 52Q: 3 clusters Score -5360512 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21023 members Mstep: Class 2 contains 6137 members Entering Unmasked Estep Score: -5360505.500000 Penalty: 5063.912109 Iteration 53Q: 3 clusters Score -5360506 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21036 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -5360509.000000 Penalty: 5063.912109 Iteration 54Q: 3 clusters Score -5360509 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21045 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -5360515.500000 Penalty: 5063.912109 Iteration 55Q: 3 clusters Score -5360516 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21051 members Mstep: Class 2 contains 6109 members Entering Unmasked Estep Score: -5360518.500000 Penalty: 5063.912109 Iteration 56Q: 3 clusters Score -5360518 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21055 members Mstep: Class 2 contains 6105 members Entering Unmasked Estep Score: -5360522.000000 Penalty: 5063.912109 Iteration 57Q: 3 clusters Score -5360522 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21054 members Mstep: Class 2 contains 6106 members Entering Unmasked Estep Score: -5360530.500000 Penalty: 5063.912109 Iteration 58Q: 3 clusters Score -5360530 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21056 members Mstep: Class 2 contains 6104 members Entering Unmasked Estep Score: -5360524.500000 Penalty: 5063.912109 Iteration 59Q: 3 clusters Score -5360524 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21061 members Mstep: Class 2 contains 6099 members Entering Unmasked Estep Score: -5360521.000000 Penalty: 5063.912109 Iteration 60F: 3 clusters Score -5360521 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21064 members Mstep: Class 2 contains 6096 members Entering Unmasked Estep Score: -5360526.000000 Penalty: 5063.912109 Iteration 61Q: 3 clusters Score -5360526 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21065 members Mstep: Class 2 contains 6095 members Entering Unmasked Estep Score: -5360529.000000 Penalty: 5063.912109 Iteration 62Q: 3 clusters Score -5360529 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21065 members Mstep: Class 2 contains 6095 members Entering Unmasked Estep Score: -5360522.500000 Penalty: 5063.912109 Iteration 63Q: 3 clusters Score -5360522 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21062 members Mstep: Class 2 contains 6098 members Entering Unmasked Estep Score: -5360525.500000 Penalty: 5063.912109 Iteration 64Q: 3 clusters Score -5360526 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21062 members Mstep: Class 2 contains 6098 members Entering Unmasked Estep Score: -5360522.500000 Penalty: 5063.912109 Iteration 65Q: 3 clusters Score -5360522 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21065 members Mstep: Class 2 contains 6095 members Entering Unmasked Estep Score: -5360526.500000 Penalty: 5063.912109 Iteration 66Q: 3 clusters Score -5360526 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21067 members Mstep: Class 2 contains 6093 members Entering Unmasked Estep Score: -5360515.500000 Penalty: 5063.912109 Iteration 67Q: 3 clusters Score -5360516 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21066 members Mstep: Class 2 contains 6094 members Entering Unmasked Estep Score: -5360516.000000 Penalty: 5063.912109 Iteration 68Q: 3 clusters Score -5360516 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21067 members Mstep: Class 2 contains 6093 members Entering Unmasked Estep Score: -5360517.500000 Penalty: 5063.912109 Iteration 69Q: 3 clusters Score -5360518 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21069 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -5360518.000000 Penalty: 5063.912109 Iteration 70Q: 3 clusters Score -5360518 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21071 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -5360515.000000 Penalty: 5063.912109 Iteration 71Q: 3 clusters Score -5360515 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21071 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -5360515.000000 Penalty: 5063.912109 Iteration 72F: 3 clusters Score -5360515 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (25395 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25395 members Entering Unmasked Estep Score: -4689216.000000 Penalty: 2515.292236 Iteration 0F: 2 clusters Score -4689216 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12657 members Mstep: Class 2 contains 12738 members Entering Unmasked Estep Score: -4671670.000000 Penalty: 5030.584473 Iteration 0F: 3 clusters Score -4671670 nChanged 11374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12497 members Mstep: Class 2 contains 12898 members Entering Unmasked Estep Score: -4678275.500000 Penalty: 5030.584473 Iteration 1F: 3 clusters Score -4678276 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12585 members Mstep: Class 2 contains 12810 members Entering Unmasked Estep Score: -4678989.000000 Penalty: 5030.584473 Iteration 2F: 3 clusters Score -4678989 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12746 members Mstep: Class 2 contains 12649 members Entering Unmasked Estep Score: -4679640.000000 Penalty: 5030.584473 Iteration 3F: 3 clusters Score -4679640 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13021 members Mstep: Class 2 contains 12374 members Entering Unmasked Estep Score: -4680320.000000 Penalty: 5030.584473 Iteration 4F: 3 clusters Score -4680320 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13476 members Mstep: Class 2 contains 11919 members Entering Unmasked Estep Score: -4680964.500000 Penalty: 5030.584473 Iteration 5F: 3 clusters Score -4680964 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14106 members Mstep: Class 2 contains 11289 members Entering Unmasked Estep Score: -4681601.500000 Penalty: 5030.584473 Iteration 6F: 3 clusters Score -4681602 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14872 members Mstep: Class 2 contains 10523 members Entering Unmasked Estep Score: -4682294.000000 Penalty: 5030.584473 Iteration 7F: 3 clusters Score -4682294 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15742 members Mstep: Class 2 contains 9653 members Entering Unmasked Estep Score: -4683068.000000 Penalty: 5030.584473 Iteration 8F: 3 clusters Score -4683068 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16626 members Mstep: Class 2 contains 8769 members Entering Unmasked Estep Score: -4683771.000000 Penalty: 5030.584473 Iteration 9Q: 3 clusters Score -4683771 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17543 members Mstep: Class 2 contains 7852 members Entering Unmasked Estep Score: -4684442.000000 Penalty: 5030.584473 Iteration 10Q: 3 clusters Score -4684442 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18411 members Mstep: Class 2 contains 6984 members Entering Unmasked Estep Score: -4685000.000000 Penalty: 5030.584473 Iteration 11Q: 3 clusters Score -4685000 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19236 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -4685521.500000 Penalty: 5030.584473 Iteration 12Q: 3 clusters Score -4685522 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19988 members Mstep: Class 2 contains 5407 members Entering Unmasked Estep Score: -4685942.500000 Penalty: 5030.584473 Iteration 13Q: 3 clusters Score -4685942 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20683 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -4686336.500000 Penalty: 5030.584473 Iteration 14Q: 3 clusters Score -4686336 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21344 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -4686724.000000 Penalty: 5030.584473 Iteration 15Q: 3 clusters Score -4686724 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21936 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -4687063.500000 Penalty: 5030.584473 Iteration 16Q: 3 clusters Score -4687064 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22468 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -4687386.000000 Penalty: 5030.584473 Iteration 17Q: 3 clusters Score -4687386 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22937 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -4687678.500000 Penalty: 5030.584473 Iteration 18Q: 3 clusters Score -4687678 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23308 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -4687924.000000 Penalty: 5030.584473 Iteration 19Q: 3 clusters Score -4687924 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23615 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -4688182.000000 Penalty: 5030.584473 Iteration 20F: 3 clusters Score -4688182 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23861 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -4688372.500000 Penalty: 5030.584473 Iteration 21Q: 3 clusters Score -4688372 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24034 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -4688519.000000 Penalty: 5030.584473 Iteration 22Q: 3 clusters Score -4688519 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24155 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -4688692.000000 Penalty: 5030.584473 Iteration 23Q: 3 clusters Score -4688692 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24252 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -4688854.000000 Penalty: 5030.584473 Iteration 24Q: 3 clusters Score -4688854 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24315 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -4688934.500000 Penalty: 5030.584473 Iteration 25Q: 3 clusters Score -4688934 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24345 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -4688963.500000 Penalty: 5030.584473 Iteration 26Q: 3 clusters Score -4688964 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24362 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -4688971.000000 Penalty: 5030.584473 Iteration 27Q: 3 clusters Score -4688971 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24377 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -4688985.500000 Penalty: 5030.584473 Iteration 28Q: 3 clusters Score -4688986 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24386 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -4688987.500000 Penalty: 5030.584473 Iteration 29Q: 3 clusters Score -4688988 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24396 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -4689002.500000 Penalty: 5030.584473 Iteration 30Q: 3 clusters Score -4689002 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24404 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -4689005.000000 Penalty: 5030.584473 Iteration 31Q: 3 clusters Score -4689005 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24409 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -4689013.500000 Penalty: 5030.584473 Iteration 32Q: 3 clusters Score -4689014 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24410 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -4689017.000000 Penalty: 5030.584473 Iteration 33Q: 3 clusters Score -4689017 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24412 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -4689016.000000 Penalty: 5030.584473 Iteration 34Q: 3 clusters Score -4689016 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24415 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -4689014.000000 Penalty: 5030.584473 Iteration 35Q: 3 clusters Score -4689014 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24416 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -4689014.500000 Penalty: 5030.584473 Iteration 36Q: 3 clusters Score -4689014 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24418 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -4689012.500000 Penalty: 5030.584473 Iteration 37Q: 3 clusters Score -4689012 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24421 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -4689016.000000 Penalty: 5030.584473 Iteration 38Q: 3 clusters Score -4689016 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24423 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -4689020.500000 Penalty: 5030.584473 Iteration 39Q: 3 clusters Score -4689020 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24423 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -4689020.500000 Penalty: 5030.584473 Iteration 40F: 3 clusters Score -4689020 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Entering Unmasked Estep Score: -34272.835938 Penalty: 1399.192993 Iteration 0F: 2 clusters Score -34272.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -33267.476562 Penalty: 2798.385986 Iteration 0F: 3 clusters Score -33267.48 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -33534.703125 Penalty: 2798.385986 Iteration 1F: 3 clusters Score -33534.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -33721.332031 Penalty: 2798.385986 Iteration 2F: 3 clusters Score -33721.33 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -33831.851562 Penalty: 2798.385986 Iteration 3F: 3 clusters Score -33831.85 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -33998.652344 Penalty: 2798.385986 Iteration 4F: 3 clusters Score -33998.65 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -34171.679688 Penalty: 2798.385986 Iteration 5Q: 3 clusters Score -34171.68 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -34214.566406 Penalty: 2798.385986 Iteration 6Q: 3 clusters Score -34214.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -34224.742188 Penalty: 2798.385986 Iteration 7Q: 3 clusters Score -34224.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -34229.425781 Penalty: 2798.385986 Iteration 8Q: 3 clusters Score -34229.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -34229.425781 Penalty: 2798.385986 Iteration 9F: 3 clusters Score -34229.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (52309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52309 members Entering Unmasked Estep Score: -9665188.000000 Penalty: 2694.500977 Iteration 0F: 2 clusters Score -9665188 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26215 members Mstep: Class 2 contains 26094 members Entering Unmasked Estep Score: -9631520.000000 Penalty: 5389.001953 Iteration 0F: 3 clusters Score -9631520 nChanged 24116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25633 members Mstep: Class 2 contains 26676 members Entering Unmasked Estep Score: -9645005.000000 Penalty: 5389.001953 Iteration 1F: 3 clusters Score -9645005 nChanged 2236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25229 members Mstep: Class 2 contains 27080 members Entering Unmasked Estep Score: -9645680.000000 Penalty: 5389.001953 Iteration 2Q: 3 clusters Score -9645680 nChanged 2118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24691 members Mstep: Class 2 contains 27618 members Entering Unmasked Estep Score: -9646331.000000 Penalty: 5389.001953 Iteration 3Q: 3 clusters Score -9646331 nChanged 2081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24018 members Mstep: Class 2 contains 28291 members Entering Unmasked Estep Score: -9646953.000000 Penalty: 5389.001953 Iteration 4Q: 3 clusters Score -9646953 nChanged 2016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23220 members Mstep: Class 2 contains 29089 members Entering Unmasked Estep Score: -9647565.000000 Penalty: 5389.001953 Iteration 5Q: 3 clusters Score -9647565 nChanged 1983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22217 members Mstep: Class 2 contains 30092 members Entering Unmasked Estep Score: -9648179.000000 Penalty: 5389.001953 Iteration 6Q: 3 clusters Score -9648179 nChanged 2075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21000 members Mstep: Class 2 contains 31309 members Entering Unmasked Estep Score: -9648997.000000 Penalty: 5389.001953 Iteration 7Q: 3 clusters Score -9648997 nChanged 2279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19373 members Mstep: Class 2 contains 32936 members Entering Unmasked Estep Score: -9649964.000000 Penalty: 5389.001953 Iteration 8Q: 3 clusters Score -9649964 nChanged 2469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17416 members Mstep: Class 2 contains 34893 members Entering Unmasked Estep Score: -9651274.000000 Penalty: 5389.001953 Iteration 9Q: 3 clusters Score -9651274 nChanged 2764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15032 members Mstep: Class 2 contains 37277 members Entering Unmasked Estep Score: -9653019.000000 Penalty: 5389.001953 Iteration 10F: 3 clusters Score -9653019 nChanged 2879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12457 members Mstep: Class 2 contains 39852 members Entering Unmasked Estep Score: -9655181.000000 Penalty: 5389.001953 Iteration 11F: 3 clusters Score -9655181 nChanged 2702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9943 members Mstep: Class 2 contains 42366 members Entering Unmasked Estep Score: -9657462.000000 Penalty: 5389.001953 Iteration 12F: 3 clusters Score -9657462 nChanged 2274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7815 members Mstep: Class 2 contains 44494 members Entering Unmasked Estep Score: -9659470.000000 Penalty: 5389.001953 Iteration 13Q: 3 clusters Score -9659470 nChanged 1662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 46046 members Entering Unmasked Estep Score: -9660710.000000 Penalty: 5389.001953 Iteration 14Q: 3 clusters Score -9660710 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5148 members Mstep: Class 2 contains 47161 members Entering Unmasked Estep Score: -9661550.000000 Penalty: 5389.001953 Iteration 15Q: 3 clusters Score -9661550 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 48048 members Entering Unmasked Estep Score: -9662054.000000 Penalty: 5389.001953 Iteration 16Q: 3 clusters Score -9662054 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 48773 members Entering Unmasked Estep Score: -9662362.000000 Penalty: 5389.001953 Iteration 17Q: 3 clusters Score -9662362 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 49337 members Entering Unmasked Estep Score: -9662654.000000 Penalty: 5389.001953 Iteration 18Q: 3 clusters Score -9662654 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 49793 members Entering Unmasked Estep Score: -9662886.000000 Penalty: 5389.001953 Iteration 19Q: 3 clusters Score -9662886 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 50139 members Entering Unmasked Estep Score: -9662988.000000 Penalty: 5389.001953 Iteration 20F: 3 clusters Score -9662988 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 50408 members Entering Unmasked Estep Score: -9663061.000000 Penalty: 5389.001953 Iteration 21Q: 3 clusters Score -9663061 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 50621 members Entering Unmasked Estep Score: -9663077.000000 Penalty: 5389.001953 Iteration 22Q: 3 clusters Score -9663077 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 50774 members Entering Unmasked Estep Score: -9663110.000000 Penalty: 5389.001953 Iteration 23Q: 3 clusters Score -9663110 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 50894 members Entering Unmasked Estep Score: -9663133.000000 Penalty: 5389.001953 Iteration 24Q: 3 clusters Score -9663133 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 50985 members Entering Unmasked Estep Score: -9663152.000000 Penalty: 5389.001953 Iteration 25Q: 3 clusters Score -9663152 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 51060 members Entering Unmasked Estep Score: -9663147.000000 Penalty: 5389.001953 Iteration 26Q: 3 clusters Score -9663147 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 51128 members Entering Unmasked Estep Score: -9663152.000000 Penalty: 5389.001953 Iteration 27Q: 3 clusters Score -9663152 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 51185 members Entering Unmasked Estep Score: -9663136.000000 Penalty: 5389.001953 Iteration 28Q: 3 clusters Score -9663136 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 51231 members Entering Unmasked Estep Score: -9663149.000000 Penalty: 5389.001953 Iteration 29Q: 3 clusters Score -9663149 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 51274 members Entering Unmasked Estep Score: -9663151.000000 Penalty: 5389.001953 Iteration 30Q: 3 clusters Score -9663151 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 51312 members Entering Unmasked Estep Score: -9663147.000000 Penalty: 5389.001953 Iteration 31Q: 3 clusters Score -9663147 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 51339 members Entering Unmasked Estep Score: -9663146.000000 Penalty: 5389.001953 Iteration 32Q: 3 clusters Score -9663146 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 51360 members Entering Unmasked Estep Score: -9663151.000000 Penalty: 5389.001953 Iteration 33Q: 3 clusters Score -9663151 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 51377 members Entering Unmasked Estep Score: -9663155.000000 Penalty: 5389.001953 Iteration 34Q: 3 clusters Score -9663155 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 51389 members Entering Unmasked Estep Score: -9663156.000000 Penalty: 5389.001953 Iteration 35Q: 3 clusters Score -9663156 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 51398 members Entering Unmasked Estep Score: -9663155.000000 Penalty: 5389.001953 Iteration 36Q: 3 clusters Score -9663155 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 51407 members Entering Unmasked Estep Score: -9663156.000000 Penalty: 5389.001953 Iteration 37Q: 3 clusters Score -9663156 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 51416 members Entering Unmasked Estep Score: -9663162.000000 Penalty: 5389.001953 Iteration 38Q: 3 clusters Score -9663162 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 51426 members Entering Unmasked Estep Score: -9663164.000000 Penalty: 5389.001953 Iteration 39Q: 3 clusters Score -9663164 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 51436 members Entering Unmasked Estep Score: -9663150.000000 Penalty: 5389.001953 Iteration 40F: 3 clusters Score -9663150 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 51444 members Entering Unmasked Estep Score: -9663159.000000 Penalty: 5389.001953 Iteration 41Q: 3 clusters Score -9663159 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 51453 members Entering Unmasked Estep Score: -9663164.000000 Penalty: 5389.001953 Iteration 42Q: 3 clusters Score -9663164 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 51466 members Entering Unmasked Estep Score: -9663162.000000 Penalty: 5389.001953 Iteration 43Q: 3 clusters Score -9663162 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 51474 members Entering Unmasked Estep Score: -9663157.000000 Penalty: 5389.001953 Iteration 44Q: 3 clusters Score -9663157 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 51487 members Entering Unmasked Estep Score: -9663170.000000 Penalty: 5389.001953 Iteration 45Q: 3 clusters Score -9663170 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 51504 members Entering Unmasked Estep Score: -9663161.000000 Penalty: 5389.001953 Iteration 46Q: 3 clusters Score -9663161 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 51514 members Entering Unmasked Estep Score: -9663176.000000 Penalty: 5389.001953 Iteration 47Q: 3 clusters Score -9663176 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 51525 members Entering Unmasked Estep Score: -9663178.000000 Penalty: 5389.001953 Iteration 48Q: 3 clusters Score -9663178 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 51533 members Entering Unmasked Estep Score: -9663185.000000 Penalty: 5389.001953 Iteration 49Q: 3 clusters Score -9663185 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 51539 members Entering Unmasked Estep Score: -9663188.000000 Penalty: 5389.001953 Iteration 50Q: 3 clusters Score -9663188 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 51545 members Entering Unmasked Estep Score: -9663180.000000 Penalty: 5389.001953 Iteration 51Q: 3 clusters Score -9663180 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 51550 members Entering Unmasked Estep Score: -9663185.000000 Penalty: 5389.001953 Iteration 52Q: 3 clusters Score -9663185 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 51557 members Entering Unmasked Estep Score: -9663195.000000 Penalty: 5389.001953 Iteration 53Q: 3 clusters Score -9663195 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 51562 members Entering Unmasked Estep Score: -9663193.000000 Penalty: 5389.001953 Iteration 54Q: 3 clusters Score -9663193 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 51569 members Entering Unmasked Estep Score: -9663198.000000 Penalty: 5389.001953 Iteration 55Q: 3 clusters Score -9663198 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 51576 members Entering Unmasked Estep Score: -9663197.000000 Penalty: 5389.001953 Iteration 56Q: 3 clusters Score -9663197 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 51580 members Entering Unmasked Estep Score: -9663196.000000 Penalty: 5389.001953 Iteration 57Q: 3 clusters Score -9663196 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 51583 members Entering Unmasked Estep Score: -9663202.000000 Penalty: 5389.001953 Iteration 58Q: 3 clusters Score -9663202 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 51585 members Entering Unmasked Estep Score: -9663200.000000 Penalty: 5389.001953 Iteration 59Q: 3 clusters Score -9663200 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 51588 members Entering Unmasked Estep Score: -9663204.000000 Penalty: 5389.001953 Iteration 60F: 3 clusters Score -9663204 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Entering Unmasked Estep Score: -56275.394531 Penalty: 1462.494141 Iteration 0F: 2 clusters Score -56275.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -55064.488281 Penalty: 2924.988281 Iteration 0F: 3 clusters Score -55064.49 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -55213.738281 Penalty: 2924.988281 Iteration 1F: 3 clusters Score -55213.74 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -55277.648438 Penalty: 2924.988281 Iteration 2F: 3 clusters Score -55277.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -55295.261719 Penalty: 2924.988281 Iteration 3Q: 3 clusters Score -55295.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -55309.406250 Penalty: 2924.988281 Iteration 4Q: 3 clusters Score -55309.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -55321.335938 Penalty: 2924.988281 Iteration 5Q: 3 clusters Score -55321.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -55357.167969 Penalty: 2924.988281 Iteration 6Q: 3 clusters Score -55357.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -55361.347656 Penalty: 2924.988281 Iteration 7Q: 3 clusters Score -55361.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -55377.734375 Penalty: 2924.988281 Iteration 8Q: 3 clusters Score -55377.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -55399.070312 Penalty: 2924.988281 Iteration 9Q: 3 clusters Score -55399.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -55412.285156 Penalty: 2924.988281 Iteration 10Q: 3 clusters Score -55412.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -55419.937500 Penalty: 2924.988281 Iteration 11Q: 3 clusters Score -55419.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -55423.949219 Penalty: 2924.988281 Iteration 12Q: 3 clusters Score -55423.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -55425.699219 Penalty: 2924.988281 Iteration 13Q: 3 clusters Score -55425.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -55425.699219 Penalty: 2924.988281 Iteration 14F: 3 clusters Score -55425.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (24796 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24796 members Entering Unmasked Estep Score: -4564978.000000 Penalty: 2509.372559 Iteration 0F: 2 clusters Score -4564978 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12444 members Mstep: Class 2 contains 12352 members Entering Unmasked Estep Score: -4547785.500000 Penalty: 5018.745117 Iteration 0F: 3 clusters Score -4547786 nChanged 10955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12455 members Mstep: Class 2 contains 12341 members Entering Unmasked Estep Score: -4553699.000000 Penalty: 5018.745117 Iteration 1F: 3 clusters Score -4553699 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12394 members Mstep: Class 2 contains 12402 members Entering Unmasked Estep Score: -4554155.000000 Penalty: 5018.745117 Iteration 2F: 3 clusters Score -4554155 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12320 members Mstep: Class 2 contains 12476 members Entering Unmasked Estep Score: -4554523.500000 Penalty: 5018.745117 Iteration 3Q: 3 clusters Score -4554524 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12262 members Mstep: Class 2 contains 12534 members Entering Unmasked Estep Score: -4554891.000000 Penalty: 5018.745117 Iteration 4Q: 3 clusters Score -4554891 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12233 members Mstep: Class 2 contains 12563 members Entering Unmasked Estep Score: -4555273.500000 Penalty: 5018.745117 Iteration 5Q: 3 clusters Score -4555274 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12273 members Mstep: Class 2 contains 12523 members Entering Unmasked Estep Score: -4555738.000000 Penalty: 5018.745117 Iteration 6Q: 3 clusters Score -4555738 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12345 members Mstep: Class 2 contains 12451 members Entering Unmasked Estep Score: -4556216.000000 Penalty: 5018.745117 Iteration 7Q: 3 clusters Score -4556216 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12544 members Mstep: Class 2 contains 12252 members Entering Unmasked Estep Score: -4556820.000000 Penalty: 5018.745117 Iteration 8Q: 3 clusters Score -4556820 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12865 members Mstep: Class 2 contains 11931 members Entering Unmasked Estep Score: -4557519.500000 Penalty: 5018.745117 Iteration 9Q: 3 clusters Score -4557520 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13340 members Mstep: Class 2 contains 11456 members Entering Unmasked Estep Score: -4558449.500000 Penalty: 5018.745117 Iteration 10F: 3 clusters Score -4558450 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13874 members Mstep: Class 2 contains 10922 members Entering Unmasked Estep Score: -4559467.000000 Penalty: 5018.745117 Iteration 11F: 3 clusters Score -4559467 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14408 members Mstep: Class 2 contains 10388 members Entering Unmasked Estep Score: -4560300.500000 Penalty: 5018.745117 Iteration 12F: 3 clusters Score -4560300 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14919 members Mstep: Class 2 contains 9877 members Entering Unmasked Estep Score: -4560848.000000 Penalty: 5018.745117 Iteration 13Q: 3 clusters Score -4560848 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15355 members Mstep: Class 2 contains 9441 members Entering Unmasked Estep Score: -4561181.000000 Penalty: 5018.745117 Iteration 14Q: 3 clusters Score -4561181 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15715 members Mstep: Class 2 contains 9081 members Entering Unmasked Estep Score: -4561401.000000 Penalty: 5018.745117 Iteration 15Q: 3 clusters Score -4561401 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16061 members Mstep: Class 2 contains 8735 members Entering Unmasked Estep Score: -4561565.500000 Penalty: 5018.745117 Iteration 16Q: 3 clusters Score -4561566 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16393 members Mstep: Class 2 contains 8403 members Entering Unmasked Estep Score: -4561745.500000 Penalty: 5018.745117 Iteration 17Q: 3 clusters Score -4561746 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16675 members Mstep: Class 2 contains 8121 members Entering Unmasked Estep Score: -4561853.000000 Penalty: 5018.745117 Iteration 18Q: 3 clusters Score -4561853 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16934 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -4561946.500000 Penalty: 5018.745117 Iteration 19Q: 3 clusters Score -4561946 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17178 members Mstep: Class 2 contains 7618 members Entering Unmasked Estep Score: -4562032.500000 Penalty: 5018.745117 Iteration 20F: 3 clusters Score -4562032 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17388 members Mstep: Class 2 contains 7408 members Entering Unmasked Estep Score: -4562088.500000 Penalty: 5018.745117 Iteration 21Q: 3 clusters Score -4562088 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17585 members Mstep: Class 2 contains 7211 members Entering Unmasked Estep Score: -4562133.500000 Penalty: 5018.745117 Iteration 22Q: 3 clusters Score -4562134 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17774 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -4562182.500000 Penalty: 5018.745117 Iteration 23Q: 3 clusters Score -4562182 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17957 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -4562252.000000 Penalty: 5018.745117 Iteration 24Q: 3 clusters Score -4562252 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18134 members Mstep: Class 2 contains 6662 members Entering Unmasked Estep Score: -4562311.500000 Penalty: 5018.745117 Iteration 25Q: 3 clusters Score -4562312 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18299 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -4562349.000000 Penalty: 5018.745117 Iteration 26Q: 3 clusters Score -4562349 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18461 members Mstep: Class 2 contains 6335 members Entering Unmasked Estep Score: -4562390.000000 Penalty: 5018.745117 Iteration 27Q: 3 clusters Score -4562390 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18609 members Mstep: Class 2 contains 6187 members Entering Unmasked Estep Score: -4562434.000000 Penalty: 5018.745117 Iteration 28Q: 3 clusters Score -4562434 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18746 members Mstep: Class 2 contains 6050 members Entering Unmasked Estep Score: -4562444.000000 Penalty: 5018.745117 Iteration 29Q: 3 clusters Score -4562444 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18877 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -4562475.500000 Penalty: 5018.745117 Iteration 30Q: 3 clusters Score -4562476 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 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Class 0 contains 0 members Mstep: Class 1 contains 19426 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -4562581.000000 Penalty: 5018.745117 Iteration 35Q: 3 clusters Score -4562581 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19517 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -4562602.000000 Penalty: 5018.745117 Iteration 36Q: 3 clusters Score -4562602 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19576 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -4562611.000000 Penalty: 5018.745117 Iteration 37Q: 3 clusters Score -4562611 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19635 members Mstep: Class 2 contains 5161 members Entering Unmasked Estep Score: -4562615.000000 Penalty: 5018.745117 Iteration 38Q: 3 clusters Score -4562615 nChanged 59 Entering 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members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -4562961.000000 Penalty: 5018.745117 Iteration 129Q: 3 clusters Score -4562961 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21880 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -4562958.500000 Penalty: 5018.745117 Iteration 130Q: 3 clusters Score -4562958 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21886 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -4562962.000000 Penalty: 5018.745117 Iteration 131Q: 3 clusters Score -4562962 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21893 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -4562965.500000 Penalty: 5018.745117 Iteration 132Q: 3 clusters Score -4562966 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21902 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -4562960.500000 Penalty: 5018.745117 Iteration 133Q: 3 clusters Score -4562960 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21913 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -4562958.000000 Penalty: 5018.745117 Iteration 134Q: 3 clusters Score -4562958 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21925 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -4562961.000000 Penalty: 5018.745117 Iteration 135Q: 3 clusters Score -4562961 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21939 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -4562962.500000 Penalty: 5018.745117 Iteration 136Q: 3 clusters Score -4562962 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21949 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -4562973.500000 Penalty: 5018.745117 Iteration 137Q: 3 clusters Score -4562974 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21958 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -4562978.000000 Penalty: 5018.745117 Iteration 138Q: 3 clusters Score -4562978 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21966 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -4562982.500000 Penalty: 5018.745117 Iteration 139Q: 3 clusters Score -4562982 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21975 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -4562984.000000 Penalty: 5018.745117 Iteration 140F: 3 clusters Score -4562984 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21982 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -4562983.500000 Penalty: 5018.745117 Iteration 141Q: 3 clusters Score -4562984 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21994 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -4562992.500000 Penalty: 5018.745117 Iteration 142Q: 3 clusters Score -4562992 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22011 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -4562996.000000 Penalty: 5018.745117 Iteration 143Q: 3 clusters Score -4562996 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22027 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -4562996.000000 Penalty: 5018.745117 Iteration 144Q: 3 clusters Score -4562996 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22037 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -4562983.000000 Penalty: 5018.745117 Iteration 145Q: 3 clusters Score -4562983 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22049 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -4562993.000000 Penalty: 5018.745117 Iteration 146Q: 3 clusters Score -4562993 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22060 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -4562985.000000 Penalty: 5018.745117 Iteration 147Q: 3 clusters Score -4562985 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22064 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -4562985.000000 Penalty: 5018.745117 Iteration 148Q: 3 clusters Score -4562985 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22066 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -4562980.500000 Penalty: 5018.745117 Iteration 149Q: 3 clusters Score -4562980 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22070 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -4562983.000000 Penalty: 5018.745117 Iteration 150Q: 3 clusters Score -4562983 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22072 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -4562985.500000 Penalty: 5018.745117 Iteration 151Q: 3 clusters Score -4562986 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22074 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -4562987.500000 Penalty: 5018.745117 Iteration 152Q: 3 clusters Score -4562988 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22076 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -4562987.500000 Penalty: 5018.745117 Iteration 153Q: 3 clusters Score -4562988 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22078 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -4562987.000000 Penalty: 5018.745117 Iteration 154Q: 3 clusters Score -4562987 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22079 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -4562985.500000 Penalty: 5018.745117 Iteration 155Q: 3 clusters Score -4562986 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22080 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -4562984.500000 Penalty: 5018.745117 Iteration 156Q: 3 clusters Score -4562984 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22080 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -4562984.500000 Penalty: 5018.745117 Iteration 157F: 3 clusters Score -4562984 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (24075 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24075 members Entering Unmasked Estep Score: -4655899.000000 Penalty: 2502.054443 Iteration 0F: 2 clusters Score -4655899 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12101 members Mstep: Class 2 contains 11974 members Entering Unmasked Estep Score: -4639158.000000 Penalty: 5004.108887 Iteration 0F: 3 clusters Score -4639158 nChanged 10674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12307 members Mstep: Class 2 contains 11768 members Entering Unmasked Estep Score: -4644900.500000 Penalty: 5004.108887 Iteration 1F: 3 clusters Score -4644900 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12462 members Mstep: Class 2 contains 11613 members Entering Unmasked Estep Score: -4645303.000000 Penalty: 5004.108887 Iteration 2Q: 3 clusters Score -4645303 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12669 members Mstep: Class 2 contains 11406 members Entering Unmasked Estep Score: -4645601.000000 Penalty: 5004.108887 Iteration 3Q: 3 clusters Score -4645601 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12940 members Mstep: Class 2 contains 11135 members Entering Unmasked Estep Score: -4645864.500000 Penalty: 5004.108887 Iteration 4Q: 3 clusters Score -4645864 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13298 members Mstep: Class 2 contains 10777 members Entering Unmasked Estep Score: -4646162.000000 Penalty: 5004.108887 Iteration 5Q: 3 clusters Score -4646162 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13763 members Mstep: Class 2 contains 10312 members Entering Unmasked Estep Score: -4646459.000000 Penalty: 5004.108887 Iteration 6Q: 3 clusters Score -4646459 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14318 members Mstep: Class 2 contains 9757 members Entering Unmasked Estep Score: -4646740.500000 Penalty: 5004.108887 Iteration 7Q: 3 clusters Score -4646740 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15054 members Mstep: Class 2 contains 9021 members Entering Unmasked Estep Score: -4647101.000000 Penalty: 5004.108887 Iteration 8Q: 3 clusters Score -4647101 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15951 members Mstep: Class 2 contains 8124 members Entering Unmasked Estep Score: -4647579.500000 Penalty: 5004.108887 Iteration 9Q: 3 clusters Score -4647580 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17096 members Mstep: Class 2 contains 6979 members Entering Unmasked Estep Score: -4648275.500000 Penalty: 5004.108887 Iteration 10Q: 3 clusters Score -4648276 nChanged 1430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18512 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -4649267.500000 Penalty: 5004.108887 Iteration 11F: 3 clusters Score -4649268 nChanged 1523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20021 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -4650499.000000 Penalty: 5004.108887 Iteration 12F: 3 clusters Score -4650499 nChanged 1359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21372 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -4651713.500000 Penalty: 5004.108887 Iteration 13F: 3 clusters Score -4651714 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22394 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -4652643.500000 Penalty: 5004.108887 Iteration 14Q: 3 clusters Score -4652644 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22998 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -4653244.500000 Penalty: 5004.108887 Iteration 15Q: 3 clusters Score -4653244 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23301 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -4653586.500000 Penalty: 5004.108887 Iteration 16Q: 3 clusters Score -4653586 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23438 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -4653749.000000 Penalty: 5004.108887 Iteration 17Q: 3 clusters Score -4653749 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23505 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -4653819.500000 Penalty: 5004.108887 Iteration 18Q: 3 clusters Score -4653820 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23539 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -4653862.000000 Penalty: 5004.108887 Iteration 19Q: 3 clusters Score -4653862 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23572 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -4653895.000000 Penalty: 5004.108887 Iteration 20F: 3 clusters Score -4653895 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23593 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -4653916.500000 Penalty: 5004.108887 Iteration 21Q: 3 clusters Score -4653916 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23601 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -4653926.500000 Penalty: 5004.108887 Iteration 22Q: 3 clusters Score -4653926 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23609 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -4653941.500000 Penalty: 5004.108887 Iteration 23Q: 3 clusters Score -4653942 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23621 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -4653956.000000 Penalty: 5004.108887 Iteration 24Q: 3 clusters Score -4653956 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23633 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -4653966.000000 Penalty: 5004.108887 Iteration 25Q: 3 clusters Score -4653966 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23640 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -4653979.500000 Penalty: 5004.108887 Iteration 26Q: 3 clusters Score -4653980 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23644 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -4653995.000000 Penalty: 5004.108887 Iteration 27Q: 3 clusters Score -4653995 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23651 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -4653999.500000 Penalty: 5004.108887 Iteration 28Q: 3 clusters Score -4654000 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23658 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -4654007.500000 Penalty: 5004.108887 Iteration 29Q: 3 clusters Score -4654008 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23660 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -4654016.500000 Penalty: 5004.108887 Iteration 30Q: 3 clusters Score -4654016 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23664 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -4654033.500000 Penalty: 5004.108887 Iteration 31Q: 3 clusters Score -4654034 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23666 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -4654037.500000 Penalty: 5004.108887 Iteration 32Q: 3 clusters Score -4654038 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23668 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -4654044.500000 Penalty: 5004.108887 Iteration 33Q: 3 clusters Score -4654044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23669 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -4654047.000000 Penalty: 5004.108887 Iteration 34Q: 3 clusters Score -4654047 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23670 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -4654042.500000 Penalty: 5004.108887 Iteration 35Q: 3 clusters Score -4654042 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23670 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -4654042.500000 Penalty: 5004.108887 Iteration 36F: 3 clusters Score -4654042 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1774 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Entering Unmasked Estep Score: -306368.437500 Penalty: 1855.286133 Iteration 0F: 2 clusters Score -306368.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -303986.531250 Penalty: 3710.572266 Iteration 0F: 3 clusters Score -303986.5 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -304784.937500 Penalty: 3710.572266 Iteration 1F: 3 clusters Score -304784.9 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -305223.000000 Penalty: 3710.572266 Iteration 2F: 3 clusters Score -305223 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -305690.312500 Penalty: 3710.572266 Iteration 3F: 3 clusters Score -305690.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -306005.750000 Penalty: 3710.572266 Iteration 4F: 3 clusters Score -306005.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -306127.750000 Penalty: 3710.572266 Iteration 5Q: 3 clusters Score -306127.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -306200.625000 Penalty: 3710.572266 Iteration 6Q: 3 clusters Score -306200.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -306251.406250 Penalty: 3710.572266 Iteration 7Q: 3 clusters Score -306251.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -306279.312500 Penalty: 3710.572266 Iteration 8Q: 3 clusters Score -306279.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -306302.343750 Penalty: 3710.572266 Iteration 9Q: 3 clusters Score -306302.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -306305.093750 Penalty: 3710.572266 Iteration 10Q: 3 clusters Score -306305.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -306308.312500 Penalty: 3710.572266 Iteration 11Q: 3 clusters Score -306308.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -306309.562500 Penalty: 3710.572266 Iteration 12Q: 3 clusters Score -306309.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -306310.062500 Penalty: 3710.572266 Iteration 13Q: 3 clusters Score -306310.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -306310.062500 Penalty: 3710.572266 Iteration 14F: 3 clusters Score -306310.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Entering Unmasked Estep Score: -14050.183594 Penalty: 1247.548584 Iteration 0F: 2 clusters Score -14050.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -13264.893555 Penalty: 2495.097168 Iteration 0F: 3 clusters Score -13264.89 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -13401.525391 Penalty: 2495.097168 Iteration 1F: 3 clusters Score -13401.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -13455.862305 Penalty: 2495.097168 Iteration 2Q: 3 clusters Score -13455.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -13527.741211 Penalty: 2495.097168 Iteration 3Q: 3 clusters Score -13527.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -13528.687500 Penalty: 2495.097168 Iteration 4Q: 3 clusters Score -13528.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -13528.687500 Penalty: 2495.097168 Iteration 5F: 3 clusters Score -13528.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Entering Unmasked Estep Score: -207804.406250 Penalty: 1751.635986 Iteration 0F: 2 clusters Score -207804.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -205739.062500 Penalty: 3503.271973 Iteration 0F: 3 clusters Score -205739.1 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -206078.406250 Penalty: 3503.271973 Iteration 1F: 3 clusters Score -206078.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -206230.343750 Penalty: 3503.271973 Iteration 2F: 3 clusters Score -206230.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -206401.968750 Penalty: 3503.271973 Iteration 3F: 3 clusters Score -206402 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -206589.906250 Penalty: 3503.271973 Iteration 4F: 3 clusters Score -206589.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -206730.531250 Penalty: 3503.271973 Iteration 5Q: 3 clusters Score -206730.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -206809.000000 Penalty: 3503.271973 Iteration 6Q: 3 clusters Score -206809 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -206872.125000 Penalty: 3503.271973 Iteration 7Q: 3 clusters Score -206872.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -206916.984375 Penalty: 3503.271973 Iteration 8Q: 3 clusters Score -206917 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -206947.656250 Penalty: 3503.271973 Iteration 9Q: 3 clusters Score -206947.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -206988.703125 Penalty: 3503.271973 Iteration 10Q: 3 clusters Score -206988.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -207023.375000 Penalty: 3503.271973 Iteration 11Q: 3 clusters Score -207023.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -207057.000000 Penalty: 3503.271973 Iteration 12Q: 3 clusters Score -207057 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -207100.453125 Penalty: 3503.271973 Iteration 13Q: 3 clusters Score -207100.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -207126.140625 Penalty: 3503.271973 Iteration 14Q: 3 clusters Score -207126.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -207169.093750 Penalty: 3503.271973 Iteration 15Q: 3 clusters Score -207169.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -207201.578125 Penalty: 3503.271973 Iteration 16Q: 3 clusters Score -207201.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -207225.625000 Penalty: 3503.271973 Iteration 17Q: 3 clusters Score -207225.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -207236.281250 Penalty: 3503.271973 Iteration 18Q: 3 clusters Score -207236.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -207241.484375 Penalty: 3503.271973 Iteration 19Q: 3 clusters Score -207241.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -207245.187500 Penalty: 3503.271973 Iteration 20F: 3 clusters Score -207245.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -207247.046875 Penalty: 3503.271973 Iteration 21Q: 3 clusters Score -207247 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -207249.187500 Penalty: 3503.271973 Iteration 22Q: 3 clusters Score -207249.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -207250.937500 Penalty: 3503.271973 Iteration 23Q: 3 clusters Score -207250.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -207250.937500 Penalty: 3503.271973 Iteration 24F: 3 clusters Score -207250.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Entering Unmasked Estep Score: -48623.027344 Penalty: 1406.984131 Iteration 0F: 2 clusters Score -48623.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -47361.101562 Penalty: 2813.968262 Iteration 0F: 3 clusters Score -47361.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -47481.539062 Penalty: 2813.968262 Iteration 1F: 3 clusters Score -47481.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -47518.070312 Penalty: 2813.968262 Iteration 2Q: 3 clusters Score -47518.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -47528.472656 Penalty: 2813.968262 Iteration 3Q: 3 clusters Score -47528.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -47528.472656 Penalty: 2813.968262 Iteration 4F: 3 clusters Score -47528.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (19572 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19572 members Entering Unmasked Estep Score: -3520213.500000 Penalty: 2450.699951 Iteration 0F: 2 clusters Score -3520214 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9784 members Mstep: Class 2 contains 9788 members Entering Unmasked Estep Score: -3506395.000000 Penalty: 4901.399902 Iteration 0F: 3 clusters Score -3506395 nChanged 8579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9901 members Mstep: Class 2 contains 9671 members Entering Unmasked Estep Score: -3511070.500000 Penalty: 4901.399902 Iteration 1F: 3 clusters Score -3511070 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10064 members Mstep: Class 2 contains 9508 members Entering Unmasked Estep Score: -3511727.000000 Penalty: 4901.399902 Iteration 2F: 3 clusters Score -3511727 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10283 members Mstep: Class 2 contains 9289 members Entering Unmasked Estep Score: -3512495.500000 Penalty: 4901.399902 Iteration 3F: 3 clusters Score -3512496 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10642 members Mstep: Class 2 contains 8930 members Entering Unmasked Estep Score: -3513208.750000 Penalty: 4901.399902 Iteration 4F: 3 clusters Score -3513209 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11033 members Mstep: Class 2 contains 8539 members Entering Unmasked Estep Score: -3513854.750000 Penalty: 4901.399902 Iteration 5F: 3 clusters Score -3513855 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11542 members Mstep: Class 2 contains 8030 members Entering Unmasked Estep Score: -3514439.750000 Penalty: 4901.399902 Iteration 6F: 3 clusters Score -3514440 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12070 members Mstep: Class 2 contains 7502 members Entering Unmasked Estep Score: -3514901.000000 Penalty: 4901.399902 Iteration 7Q: 3 clusters Score -3514901 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12606 members Mstep: Class 2 contains 6966 members Entering Unmasked Estep Score: -3515299.500000 Penalty: 4901.399902 Iteration 8Q: 3 clusters Score -3515300 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13152 members Mstep: Class 2 contains 6420 members Entering Unmasked Estep Score: -3515611.250000 Penalty: 4901.399902 Iteration 9Q: 3 clusters Score -3515611 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13684 members Mstep: Class 2 contains 5888 members Entering Unmasked Estep Score: -3515885.000000 Penalty: 4901.399902 Iteration 10Q: 3 clusters Score -3515885 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14229 members Mstep: Class 2 contains 5343 members Entering Unmasked Estep Score: -3516147.750000 Penalty: 4901.399902 Iteration 11Q: 3 clusters Score -3516148 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14727 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -3516380.500000 Penalty: 4901.399902 Iteration 12Q: 3 clusters Score -3516380 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15199 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -3516612.500000 Penalty: 4901.399902 Iteration 13Q: 3 clusters Score -3516612 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15683 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -3516836.250000 Penalty: 4901.399902 Iteration 14Q: 3 clusters Score -3516836 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16144 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -3517064.500000 Penalty: 4901.399902 Iteration 15Q: 3 clusters Score -3517064 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16591 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -3517319.750000 Penalty: 4901.399902 Iteration 16Q: 3 clusters Score -3517320 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17015 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -3517565.000000 Penalty: 4901.399902 Iteration 17Q: 3 clusters Score -3517565 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17358 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -3517778.750000 Penalty: 4901.399902 Iteration 18Q: 3 clusters Score -3517779 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17662 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -3518014.000000 Penalty: 4901.399902 Iteration 19Q: 3 clusters Score -3518014 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17902 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -3518257.250000 Penalty: 4901.399902 Iteration 20F: 3 clusters Score -3518257 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18073 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -3518470.000000 Penalty: 4901.399902 Iteration 21Q: 3 clusters Score -3518470 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18179 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -3518596.750000 Penalty: 4901.399902 Iteration 22Q: 3 clusters Score -3518597 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18246 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -3518641.250000 Penalty: 4901.399902 Iteration 23Q: 3 clusters Score -3518641 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18293 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -3518669.250000 Penalty: 4901.399902 Iteration 24Q: 3 clusters Score -3518669 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18327 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -3518692.750000 Penalty: 4901.399902 Iteration 25Q: 3 clusters Score -3518693 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18356 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -3518701.250000 Penalty: 4901.399902 Iteration 26Q: 3 clusters Score -3518701 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18382 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -3518721.000000 Penalty: 4901.399902 Iteration 27Q: 3 clusters Score -3518721 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18395 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -3518721.750000 Penalty: 4901.399902 Iteration 28Q: 3 clusters Score -3518722 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18405 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -3518727.500000 Penalty: 4901.399902 Iteration 29Q: 3 clusters Score -3518728 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18419 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -3518727.500000 Penalty: 4901.399902 Iteration 30Q: 3 clusters Score -3518728 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18427 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -3518731.500000 Penalty: 4901.399902 Iteration 31Q: 3 clusters Score -3518732 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18434 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -3518738.500000 Penalty: 4901.399902 Iteration 32Q: 3 clusters Score -3518738 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18442 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -3518743.500000 Penalty: 4901.399902 Iteration 33Q: 3 clusters Score -3518744 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18450 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -3518746.500000 Penalty: 4901.399902 Iteration 34Q: 3 clusters Score -3518746 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18459 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -3518749.750000 Penalty: 4901.399902 Iteration 35Q: 3 clusters Score -3518750 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18461 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -3518747.000000 Penalty: 4901.399902 Iteration 36Q: 3 clusters Score -3518747 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18463 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -3518750.750000 Penalty: 4901.399902 Iteration 37Q: 3 clusters Score -3518751 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18462 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -3518750.750000 Penalty: 4901.399902 Iteration 38Q: 3 clusters Score -3518751 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18463 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -3518750.250000 Penalty: 4901.399902 Iteration 39Q: 3 clusters Score -3518750 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18467 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -3518745.500000 Penalty: 4901.399902 Iteration 40F: 3 clusters Score -3518746 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18469 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -3518749.000000 Penalty: 4901.399902 Iteration 41Q: 3 clusters Score -3518749 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18472 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -3518746.500000 Penalty: 4901.399902 Iteration 42Q: 3 clusters Score -3518746 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18472 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -3518746.500000 Penalty: 4901.399902 Iteration 43F: 3 clusters Score -3518746 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Entering Unmasked Estep Score: -75539.914062 Penalty: 1520.004517 Iteration 0F: 2 clusters Score -75539.91 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 219 members Entering Unmasked Estep Score: -74045.359375 Penalty: 3040.009033 Iteration 0F: 3 clusters Score -74045.36 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -74266.789062 Penalty: 3040.009033 Iteration 1F: 3 clusters Score -74266.79 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -74392.281250 Penalty: 3040.009033 Iteration 2F: 3 clusters Score -74392.28 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -74479.992188 Penalty: 3040.009033 Iteration 3Q: 3 clusters Score -74479.99 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -74553.398438 Penalty: 3040.009033 Iteration 4Q: 3 clusters Score -74553.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -74605.789062 Penalty: 3040.009033 Iteration 5Q: 3 clusters Score -74605.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -74658.320312 Penalty: 3040.009033 Iteration 6Q: 3 clusters Score -74658.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -74691.007812 Penalty: 3040.009033 Iteration 7Q: 3 clusters Score -74691.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -74724.429688 Penalty: 3040.009033 Iteration 8Q: 3 clusters Score -74724.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -74751.835938 Penalty: 3040.009033 Iteration 9Q: 3 clusters Score -74751.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -74782.406250 Penalty: 3040.009033 Iteration 10Q: 3 clusters Score -74782.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -74842.632812 Penalty: 3040.009033 Iteration 11Q: 3 clusters Score -74842.63 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -74885.820312 Penalty: 3040.009033 Iteration 12Q: 3 clusters Score -74885.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -74893.000000 Penalty: 3040.009033 Iteration 13Q: 3 clusters Score -74893 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -74893.000000 Penalty: 3040.009033 Iteration 14F: 3 clusters Score -74893 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Entering Unmasked Estep Score: -49756.726562 Penalty: 1440.419434 Iteration 0F: 2 clusters Score -49756.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -48584.257812 Penalty: 2880.838867 Iteration 0F: 3 clusters Score -48584.26 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -48783.777344 Penalty: 2880.838867 Iteration 1F: 3 clusters Score -48783.78 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -48915.179688 Penalty: 2880.838867 Iteration 2F: 3 clusters Score -48915.18 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -49023.906250 Penalty: 2880.838867 Iteration 3F: 3 clusters Score -49023.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -49119.914062 Penalty: 2880.838867 Iteration 4Q: 3 clusters Score -49119.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -49206.093750 Penalty: 2880.838867 Iteration 5Q: 3 clusters Score -49206.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -49213.230469 Penalty: 2880.838867 Iteration 6Q: 3 clusters Score -49213.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -49227.242188 Penalty: 2880.838867 Iteration 7Q: 3 clusters Score -49227.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -49232.527344 Penalty: 2880.838867 Iteration 8Q: 3 clusters Score -49232.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -49238.328125 Penalty: 2880.838867 Iteration 9Q: 3 clusters Score -49238.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -49238.328125 Penalty: 2880.838867 Iteration 10F: 3 clusters Score -49238.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (63450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63450 members Entering Unmasked Estep Score: -11417840.000000 Penalty: 2742.385742 Iteration 0F: 2 clusters Score -1.141784e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31745 members Mstep: Class 2 contains 31705 members Entering Unmasked Estep Score: -11383856.000000 Penalty: 5484.771484 Iteration 0F: 3 clusters Score -1.138386e+07 nChanged 29505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31998 members Mstep: Class 2 contains 31452 members Entering Unmasked Estep Score: -11399814.000000 Penalty: 5484.771484 Iteration 1F: 3 clusters Score -1.139981e+07 nChanged 2296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32076 members Mstep: Class 2 contains 31374 members Entering Unmasked Estep Score: -11400373.000000 Penalty: 5484.771484 Iteration 2Q: 3 clusters Score -1.140037e+07 nChanged 2121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32229 members Mstep: Class 2 contains 31221 members Entering Unmasked Estep Score: -11400828.000000 Penalty: 5484.771484 Iteration 3Q: 3 clusters Score -1.140083e+07 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32342 members Mstep: Class 2 contains 31108 members Entering Unmasked Estep Score: -11401281.000000 Penalty: 5484.771484 Iteration 4Q: 3 clusters Score -1.140128e+07 nChanged 2022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32468 members Mstep: Class 2 contains 30982 members Entering Unmasked Estep Score: -11401767.000000 Penalty: 5484.771484 Iteration 5Q: 3 clusters Score -1.140177e+07 nChanged 2051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32615 members Mstep: Class 2 contains 30835 members Entering Unmasked Estep Score: -11402355.000000 Penalty: 5484.771484 Iteration 6Q: 3 clusters Score -1.140236e+07 nChanged 2159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32878 members Mstep: Class 2 contains 30572 members Entering Unmasked Estep Score: -11403120.000000 Penalty: 5484.771484 Iteration 7Q: 3 clusters Score -1.140312e+07 nChanged 2368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33256 members Mstep: Class 2 contains 30194 members Entering Unmasked Estep Score: -11403956.000000 Penalty: 5484.771484 Iteration 8Q: 3 clusters Score -1.140396e+07 nChanged 2609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33779 members Mstep: Class 2 contains 29671 members Entering Unmasked Estep Score: -11405045.000000 Penalty: 5484.771484 Iteration 9Q: 3 clusters Score -1.140504e+07 nChanged 2978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34479 members Mstep: Class 2 contains 28971 members Entering Unmasked Estep Score: -11406677.000000 Penalty: 5484.771484 Iteration 10Q: 3 clusters Score -1.140668e+07 nChanged 3312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35167 members Mstep: Class 2 contains 28283 members Entering Unmasked Estep Score: -11408797.000000 Penalty: 5484.771484 Iteration 11F: 3 clusters Score -1.14088e+07 nChanged 3422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35797 members Mstep: Class 2 contains 27653 members Entering Unmasked Estep Score: -11410981.000000 Penalty: 5484.771484 Iteration 12F: 3 clusters Score -1.141098e+07 nChanged 3019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36414 members Mstep: Class 2 contains 27036 members Entering Unmasked Estep Score: -11412432.000000 Penalty: 5484.771484 Iteration 13Q: 3 clusters Score -1.141243e+07 nChanged 2153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36923 members Mstep: Class 2 contains 26527 members Entering Unmasked Estep Score: -11413041.000000 Penalty: 5484.771484 Iteration 14Q: 3 clusters Score -1.141304e+07 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37426 members Mstep: Class 2 contains 26024 members Entering Unmasked Estep Score: -11413263.000000 Penalty: 5484.771484 Iteration 15Q: 3 clusters Score -1.141326e+07 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37935 members Mstep: Class 2 contains 25515 members Entering Unmasked Estep Score: -11413404.000000 Penalty: 5484.771484 Iteration 16Q: 3 clusters Score -1.14134e+07 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38411 members Mstep: Class 2 contains 25039 members Entering Unmasked Estep Score: -11413478.000000 Penalty: 5484.771484 Iteration 17Q: 3 clusters Score -1.141348e+07 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38916 members Mstep: Class 2 contains 24534 members Entering Unmasked Estep Score: -11413525.000000 Penalty: 5484.771484 Iteration 18Q: 3 clusters Score -1.141352e+07 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39467 members Mstep: Class 2 contains 23983 members Entering Unmasked Estep Score: -11413665.000000 Penalty: 5484.771484 Iteration 19Q: 3 clusters Score -1.141366e+07 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40094 members Mstep: Class 2 contains 23356 members Entering Unmasked Estep Score: -11413779.000000 Penalty: 5484.771484 Iteration 20F: 3 clusters Score -1.141378e+07 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40774 members Mstep: Class 2 contains 22676 members Entering Unmasked Estep Score: -11413848.000000 Penalty: 5484.771484 Iteration 21Q: 3 clusters Score -1.141385e+07 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41481 members Mstep: Class 2 contains 21969 members Entering Unmasked Estep Score: -11413969.000000 Penalty: 5484.771484 Iteration 22Q: 3 clusters Score -1.141397e+07 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42229 members Mstep: Class 2 contains 21221 members Entering Unmasked Estep Score: -11414093.000000 Penalty: 5484.771484 Iteration 23Q: 3 clusters Score -1.141409e+07 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43071 members Mstep: Class 2 contains 20379 members Entering Unmasked Estep Score: -11414348.000000 Penalty: 5484.771484 Iteration 24Q: 3 clusters Score -1.141435e+07 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44044 members Mstep: Class 2 contains 19406 members Entering Unmasked Estep Score: -11414488.000000 Penalty: 5484.771484 Iteration 25Q: 3 clusters Score -1.141449e+07 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45126 members Mstep: Class 2 contains 18324 members Entering Unmasked Estep Score: -11414587.000000 Penalty: 5484.771484 Iteration 26Q: 3 clusters Score -1.141459e+07 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46383 members Mstep: Class 2 contains 17067 members Entering Unmasked Estep Score: -11414675.000000 Penalty: 5484.771484 Iteration 27Q: 3 clusters Score -1.141468e+07 nChanged 1507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47884 members Mstep: Class 2 contains 15566 members Entering Unmasked Estep Score: -11414721.000000 Penalty: 5484.771484 Iteration 28Q: 3 clusters Score -1.141472e+07 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49649 members Mstep: Class 2 contains 13801 members Entering Unmasked Estep Score: -11414791.000000 Penalty: 5484.771484 Iteration 29Q: 3 clusters Score -1.141479e+07 nChanged 2080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51719 members Mstep: Class 2 contains 11731 members Entering Unmasked Estep Score: -11414895.000000 Penalty: 5484.771484 Iteration 30Q: 3 clusters Score -1.14149e+07 nChanged 2192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53893 members Mstep: Class 2 contains 9557 members Entering Unmasked Estep Score: -11414644.000000 Penalty: 5484.771484 Iteration 31Q: 3 clusters Score -1.141464e+07 nChanged 2122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55979 members Mstep: Class 2 contains 7471 members Entering Unmasked Estep Score: -11414612.000000 Penalty: 5484.771484 Iteration 32Q: 3 clusters Score -1.141461e+07 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57713 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -11414497.000000 Penalty: 5484.771484 Iteration 33Q: 3 clusters Score -1.14145e+07 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59002 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -11414357.000000 Penalty: 5484.771484 Iteration 34Q: 3 clusters Score -1.141436e+07 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59929 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -11414398.000000 Penalty: 5484.771484 Iteration 35Q: 3 clusters Score -1.14144e+07 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60598 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -11414469.000000 Penalty: 5484.771484 Iteration 36Q: 3 clusters Score -1.141447e+07 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61119 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -11414548.000000 Penalty: 5484.771484 Iteration 37Q: 3 clusters Score -1.141455e+07 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61505 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -11414627.000000 Penalty: 5484.771484 Iteration 38Q: 3 clusters Score -1.141463e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61803 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -11414704.000000 Penalty: 5484.771484 Iteration 39Q: 3 clusters Score -1.14147e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62042 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -11415006.000000 Penalty: 5484.771484 Iteration 40F: 3 clusters Score -1.141501e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62354 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -11415103.000000 Penalty: 5484.771484 Iteration 41Q: 3 clusters Score -1.14151e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62561 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -11415186.000000 Penalty: 5484.771484 Iteration 42Q: 3 clusters Score -1.141519e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62708 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -11415261.000000 Penalty: 5484.771484 Iteration 43Q: 3 clusters Score -1.141526e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62795 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -11415274.000000 Penalty: 5484.771484 Iteration 44Q: 3 clusters Score -1.141527e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62845 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -11415329.000000 Penalty: 5484.771484 Iteration 45Q: 3 clusters Score -1.141533e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62886 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -11415348.000000 Penalty: 5484.771484 Iteration 46Q: 3 clusters Score -1.141535e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62915 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -11415394.000000 Penalty: 5484.771484 Iteration 47Q: 3 clusters Score -1.141539e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62940 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -11415401.000000 Penalty: 5484.771484 Iteration 48Q: 3 clusters Score -1.14154e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62954 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -11415422.000000 Penalty: 5484.771484 Iteration 49Q: 3 clusters Score -1.141542e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62963 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -11415425.000000 Penalty: 5484.771484 Iteration 50Q: 3 clusters Score -1.141542e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62973 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -11415437.000000 Penalty: 5484.771484 Iteration 51Q: 3 clusters Score -1.141544e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62982 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -11415439.000000 Penalty: 5484.771484 Iteration 52Q: 3 clusters Score -1.141544e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62990 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -11415446.000000 Penalty: 5484.771484 Iteration 53Q: 3 clusters Score -1.141545e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62996 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -11415448.000000 Penalty: 5484.771484 Iteration 54Q: 3 clusters Score -1.141545e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62997 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -11415469.000000 Penalty: 5484.771484 Iteration 55Q: 3 clusters Score -1.141547e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63001 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -11415457.000000 Penalty: 5484.771484 Iteration 56Q: 3 clusters Score -1.141546e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63002 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -11415454.000000 Penalty: 5484.771484 Iteration 57Q: 3 clusters Score -1.141545e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63006 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -11415460.000000 Penalty: 5484.771484 Iteration 58Q: 3 clusters Score -1.141546e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63008 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -11415462.000000 Penalty: 5484.771484 Iteration 59Q: 3 clusters Score -1.141546e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63009 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -11415470.000000 Penalty: 5484.771484 Iteration 60F: 3 clusters Score -1.141547e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63010 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -11415471.000000 Penalty: 5484.771484 Iteration 61Q: 3 clusters Score -1.141547e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63010 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -11415471.000000 Penalty: 5484.771484 Iteration 62F: 3 clusters Score -1.141547e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1040 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Entering Unmasked Estep Score: -175859.171875 Penalty: 1722.850098 Iteration 0F: 2 clusters Score -175859.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -173923.125000 Penalty: 3445.700195 Iteration 0F: 3 clusters Score -173923.1 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -174181.140625 Penalty: 3445.700195 Iteration 1F: 3 clusters Score -174181.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -174255.343750 Penalty: 3445.700195 Iteration 2F: 3 clusters Score -174255.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -174300.046875 Penalty: 3445.700195 Iteration 3Q: 3 clusters Score -174300 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -174323.546875 Penalty: 3445.700195 Iteration 4Q: 3 clusters Score -174323.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -174345.812500 Penalty: 3445.700195 Iteration 5Q: 3 clusters Score -174345.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -174360.156250 Penalty: 3445.700195 Iteration 6Q: 3 clusters Score -174360.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -174366.609375 Penalty: 3445.700195 Iteration 7Q: 3 clusters Score -174366.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -174379.515625 Penalty: 3445.700195 Iteration 8Q: 3 clusters Score -174379.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -174386.296875 Penalty: 3445.700195 Iteration 9Q: 3 clusters Score -174386.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -174388.531250 Penalty: 3445.700195 Iteration 10Q: 3 clusters Score -174388.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -174392.906250 Penalty: 3445.700195 Iteration 11Q: 3 clusters Score -174392.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -174398.031250 Penalty: 3445.700195 Iteration 12Q: 3 clusters Score -174398 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -174406.890625 Penalty: 3445.700195 Iteration 13Q: 3 clusters Score -174406.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -174413.406250 Penalty: 3445.700195 Iteration 14Q: 3 clusters Score -174413.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -174416.765625 Penalty: 3445.700195 Iteration 15Q: 3 clusters Score -174416.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -174421.359375 Penalty: 3445.700195 Iteration 16Q: 3 clusters Score -174421.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -174428.687500 Penalty: 3445.700195 Iteration 17Q: 3 clusters Score -174428.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -174436.578125 Penalty: 3445.700195 Iteration 18Q: 3 clusters Score -174436.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -174438.328125 Penalty: 3445.700195 Iteration 19Q: 3 clusters Score -174438.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -174439.000000 Penalty: 3445.700195 Iteration 20F: 3 clusters Score -174439 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -174439.812500 Penalty: 3445.700195 Iteration 21Q: 3 clusters Score -174439.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -174441.031250 Penalty: 3445.700195 Iteration 22Q: 3 clusters Score -174441 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -174442.359375 Penalty: 3445.700195 Iteration 23Q: 3 clusters Score -174442.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -174442.953125 Penalty: 3445.700195 Iteration 24Q: 3 clusters Score -174443 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -174444.687500 Penalty: 3445.700195 Iteration 25Q: 3 clusters Score -174444.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -174446.968750 Penalty: 3445.700195 Iteration 26Q: 3 clusters Score -174447 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -174447.625000 Penalty: 3445.700195 Iteration 27Q: 3 clusters Score -174447.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -174447.625000 Penalty: 3445.700195 Iteration 28F: 3 clusters Score -174447.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (56432 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56432 members Entering Unmasked Estep Score: -10366464.000000 Penalty: 2713.316406 Iteration 0F: 2 clusters Score -1.036646e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28160 members Mstep: Class 2 contains 28272 members Entering Unmasked Estep Score: -10329380.000000 Penalty: 5426.632812 Iteration 0F: 3 clusters Score -1.032938e+07 nChanged 26150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28036 members Mstep: Class 2 contains 28396 members Entering Unmasked Estep Score: -10343763.000000 Penalty: 5426.632812 Iteration 1F: 3 clusters Score -1.034376e+07 nChanged 2045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28023 members Mstep: Class 2 contains 28409 members Entering Unmasked Estep Score: -10344236.000000 Penalty: 5426.632812 Iteration 2Q: 3 clusters Score -1.034424e+07 nChanged 1904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28001 members Mstep: Class 2 contains 28431 members Entering Unmasked Estep Score: -10344708.000000 Penalty: 5426.632812 Iteration 3Q: 3 clusters Score -1.034471e+07 nChanged 1769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27972 members Mstep: Class 2 contains 28460 members Entering Unmasked Estep Score: -10345062.000000 Penalty: 5426.632812 Iteration 4Q: 3 clusters Score -1.034506e+07 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27888 members Mstep: Class 2 contains 28544 members Entering Unmasked Estep Score: -10345475.000000 Penalty: 5426.632812 Iteration 5Q: 3 clusters Score -1.034548e+07 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27798 members Mstep: Class 2 contains 28634 members Entering Unmasked Estep Score: -10345909.000000 Penalty: 5426.632812 Iteration 6Q: 3 clusters Score -1.034591e+07 nChanged 1640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27562 members Mstep: Class 2 contains 28870 members Entering Unmasked Estep Score: -10346372.000000 Penalty: 5426.632812 Iteration 7Q: 3 clusters Score -1.034637e+07 nChanged 1743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27275 members Mstep: Class 2 contains 29157 members Entering Unmasked Estep Score: -10347016.000000 Penalty: 5426.632812 Iteration 8Q: 3 clusters Score -1.034702e+07 nChanged 1973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26890 members Mstep: Class 2 contains 29542 members Entering Unmasked Estep Score: -10347854.000000 Penalty: 5426.632812 Iteration 9Q: 3 clusters Score -1.034785e+07 nChanged 2328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26344 members Mstep: Class 2 contains 30088 members Entering Unmasked Estep Score: -10349230.000000 Penalty: 5426.632812 Iteration 10Q: 3 clusters Score -1.034923e+07 nChanged 2712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25730 members Mstep: Class 2 contains 30702 members Entering Unmasked Estep Score: -10351136.000000 Penalty: 5426.632812 Iteration 11Q: 3 clusters Score -1.035114e+07 nChanged 3092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25320 members Mstep: Class 2 contains 31112 members Entering Unmasked Estep Score: -10353402.000000 Penalty: 5426.632812 Iteration 12F: 3 clusters Score -1.03534e+07 nChanged 3216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25176 members Mstep: Class 2 contains 31256 members Entering Unmasked Estep Score: -10355529.000000 Penalty: 5426.632812 Iteration 13F: 3 clusters Score -1.035553e+07 nChanged 2992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25278 members Mstep: Class 2 contains 31154 members Entering Unmasked Estep Score: -10357351.000000 Penalty: 5426.632812 Iteration 14F: 3 clusters Score -1.035735e+07 nChanged 2464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25510 members Mstep: Class 2 contains 30922 members Entering Unmasked Estep Score: -10358466.000000 Penalty: 5426.632812 Iteration 15Q: 3 clusters Score -1.035847e+07 nChanged 1650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25712 members Mstep: Class 2 contains 30720 members Entering Unmasked Estep Score: -10358938.000000 Penalty: 5426.632812 Iteration 16Q: 3 clusters Score -1.035894e+07 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25937 members Mstep: Class 2 contains 30495 members Entering Unmasked Estep Score: -10359302.000000 Penalty: 5426.632812 Iteration 17Q: 3 clusters Score -1.03593e+07 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26190 members Mstep: Class 2 contains 30242 members Entering Unmasked Estep Score: -10359556.000000 Penalty: 5426.632812 Iteration 18Q: 3 clusters Score -1.035956e+07 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26544 members Mstep: Class 2 contains 29888 members Entering Unmasked Estep Score: -10359753.000000 Penalty: 5426.632812 Iteration 19Q: 3 clusters Score -1.035975e+07 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26927 members Mstep: Class 2 contains 29505 members Entering Unmasked Estep Score: -10359927.000000 Penalty: 5426.632812 Iteration 20F: 3 clusters Score -1.035993e+07 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27417 members Mstep: Class 2 contains 29015 members Entering Unmasked Estep Score: -10360155.000000 Penalty: 5426.632812 Iteration 21Q: 3 clusters Score -1.036016e+07 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27983 members Mstep: Class 2 contains 28449 members Entering Unmasked Estep Score: -10360466.000000 Penalty: 5426.632812 Iteration 22Q: 3 clusters Score -1.036047e+07 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28609 members Mstep: Class 2 contains 27823 members Entering Unmasked Estep Score: -10360777.000000 Penalty: 5426.632812 Iteration 23Q: 3 clusters Score -1.036078e+07 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29274 members Mstep: Class 2 contains 27158 members Entering Unmasked Estep Score: -10361177.000000 Penalty: 5426.632812 Iteration 24Q: 3 clusters Score -1.036118e+07 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29966 members Mstep: Class 2 contains 26466 members Entering Unmasked Estep Score: -10361613.000000 Penalty: 5426.632812 Iteration 25Q: 3 clusters Score -1.036161e+07 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30651 members Mstep: Class 2 contains 25781 members Entering Unmasked Estep Score: 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contains 23773 members Entering Unmasked Estep Score: -10362831.000000 Penalty: 5426.632812 Iteration 30Q: 3 clusters Score -1.036283e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33008 members Mstep: Class 2 contains 23424 members Entering Unmasked Estep Score: -10362895.000000 Penalty: 5426.632812 Iteration 31Q: 3 clusters Score -1.03629e+07 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33315 members Mstep: Class 2 contains 23117 members Entering Unmasked Estep Score: -10362989.000000 Penalty: 5426.632812 Iteration 32Q: 3 clusters Score -1.036299e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33588 members Mstep: Class 2 contains 22844 members Entering Unmasked Estep Score: -10363042.000000 Penalty: 5426.632812 Iteration 33Q: 3 clusters Score -1.036304e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33824 members Mstep: Class 2 contains 22608 members Entering Unmasked Estep Score: -10363133.000000 Penalty: 5426.632812 Iteration 34Q: 3 clusters Score -1.036313e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34053 members Mstep: Class 2 contains 22379 members Entering Unmasked Estep Score: -10363150.000000 Penalty: 5426.632812 Iteration 35Q: 3 clusters Score -1.036315e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34247 members Mstep: Class 2 contains 22185 members Entering Unmasked Estep Score: -10363156.000000 Penalty: 5426.632812 Iteration 36Q: 3 clusters Score -1.036316e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34402 members Mstep: Class 2 contains 22030 members Entering Unmasked Estep Score: -10363206.000000 Penalty: 5426.632812 Iteration 37Q: 3 clusters Score -1.036321e+07 nChanged 142 Entering Unmasked 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Score -1.036328e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35059 members Mstep: Class 2 contains 21373 members Entering Unmasked Estep Score: -10363295.000000 Penalty: 5426.632812 Iteration 42Q: 3 clusters Score -1.03633e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35175 members Mstep: Class 2 contains 21257 members Entering Unmasked Estep Score: -10363319.000000 Penalty: 5426.632812 Iteration 43Q: 3 clusters Score -1.036332e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35303 members Mstep: Class 2 contains 21129 members Entering Unmasked Estep Score: -10363341.000000 Penalty: 5426.632812 Iteration 44Q: 3 clusters Score -1.036334e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35435 members Mstep: Class 2 contains 20997 members Entering Unmasked Estep Score: -10363349.000000 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Entering Unmasked Estep Score: -10363444.000000 Penalty: 5426.632812 Iteration 49Q: 3 clusters Score -1.036344e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36087 members Mstep: Class 2 contains 20345 members Entering Unmasked Estep Score: -10363432.000000 Penalty: 5426.632812 Iteration 50Q: 3 clusters Score -1.036343e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36226 members Mstep: Class 2 contains 20206 members Entering Unmasked Estep Score: -10363466.000000 Penalty: 5426.632812 Iteration 51Q: 3 clusters Score -1.036347e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36381 members Mstep: Class 2 contains 20051 members Entering Unmasked Estep Score: -10363466.000000 Penalty: 5426.632812 Iteration 52Q: 3 clusters Score -1.036347e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36525 members Mstep: Class 2 contains 19907 members Entering Unmasked Estep Score: -10363490.000000 Penalty: 5426.632812 Iteration 53Q: 3 clusters Score -1.036349e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36682 members Mstep: Class 2 contains 19750 members Entering Unmasked Estep Score: -10363495.000000 Penalty: 5426.632812 Iteration 54Q: 3 clusters Score -1.03635e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36831 members Mstep: Class 2 contains 19601 members Entering Unmasked Estep Score: -10363548.000000 Penalty: 5426.632812 Iteration 55Q: 3 clusters Score -1.036355e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36993 members Mstep: Class 2 contains 19439 members Entering Unmasked Estep Score: -10363565.000000 Penalty: 5426.632812 Iteration 56Q: 3 clusters Score -1.036356e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37143 members Mstep: Class 2 contains 19289 members Entering Unmasked Estep Score: -10363575.000000 Penalty: 5426.632812 Iteration 57Q: 3 clusters Score -1.036358e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37285 members Mstep: Class 2 contains 19147 members Entering Unmasked Estep Score: -10363593.000000 Penalty: 5426.632812 Iteration 58Q: 3 clusters Score -1.036359e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37428 members Mstep: Class 2 contains 19004 members Entering Unmasked Estep Score: -10363625.000000 Penalty: 5426.632812 Iteration 59Q: 3 clusters Score -1.036362e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37579 members Mstep: Class 2 contains 18853 members Entering Unmasked Estep Score: -10363666.000000 Penalty: 5426.632812 Iteration 60F: 3 clusters Score -1.036367e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37749 members Mstep: Class 2 contains 18683 members Entering Unmasked Estep Score: -10363669.000000 Penalty: 5426.632812 Iteration 61Q: 3 clusters Score -1.036367e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37898 members Mstep: Class 2 contains 18534 members Entering Unmasked Estep Score: -10363647.000000 Penalty: 5426.632812 Iteration 62Q: 3 clusters Score -1.036365e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38047 members Mstep: Class 2 contains 18385 members Entering Unmasked Estep Score: -10363656.000000 Penalty: 5426.632812 Iteration 63Q: 3 clusters Score -1.036366e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38213 members Mstep: Class 2 contains 18219 members Entering Unmasked Estep Score: -10363690.000000 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Entering Unmasked Estep Score: -10363787.000000 Penalty: 5426.632812 Iteration 68Q: 3 clusters Score -1.036379e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39032 members Mstep: Class 2 contains 17400 members Entering Unmasked Estep Score: -10363823.000000 Penalty: 5426.632812 Iteration 69Q: 3 clusters Score -1.036382e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39193 members Mstep: Class 2 contains 17239 members Entering Unmasked Estep Score: -10363827.000000 Penalty: 5426.632812 Iteration 70Q: 3 clusters Score -1.036383e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39346 members Mstep: Class 2 contains 17086 members Entering Unmasked Estep Score: -10363853.000000 Penalty: 5426.632812 Iteration 71Q: 3 clusters Score -1.036385e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39518 members Mstep: Class 2 contains 16914 members Entering Unmasked Estep Score: -10363840.000000 Penalty: 5426.632812 Iteration 72Q: 3 clusters Score -1.036384e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39675 members Mstep: Class 2 contains 16757 members Entering Unmasked Estep Score: -10363847.000000 Penalty: 5426.632812 Iteration 73Q: 3 clusters Score -1.036385e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39833 members Mstep: Class 2 contains 16599 members Entering Unmasked Estep Score: -10363863.000000 Penalty: 5426.632812 Iteration 74Q: 3 clusters Score -1.036386e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40013 members Mstep: Class 2 contains 16419 members Entering Unmasked Estep Score: -10363874.000000 Penalty: 5426.632812 Iteration 75Q: 3 clusters Score -1.036387e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40191 members Mstep: Class 2 contains 16241 members Entering Unmasked Estep Score: -10363896.000000 Penalty: 5426.632812 Iteration 76Q: 3 clusters Score -1.03639e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40368 members Mstep: Class 2 contains 16064 members Entering Unmasked Estep Score: -10363936.000000 Penalty: 5426.632812 Iteration 77Q: 3 clusters Score -1.036394e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40548 members Mstep: Class 2 contains 15884 members Entering Unmasked Estep Score: -10363968.000000 Penalty: 5426.632812 Iteration 78Q: 3 clusters Score -1.036397e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40722 members Mstep: Class 2 contains 15710 members Entering Unmasked Estep Score: -10364000.000000 Penalty: 5426.632812 Iteration 79Q: 3 clusters Score -1.0364e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40901 members Mstep: Class 2 contains 15531 members Entering Unmasked Estep Score: -10364037.000000 Penalty: 5426.632812 Iteration 80F: 3 clusters Score -1.036404e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41067 members Mstep: Class 2 contains 15365 members Entering Unmasked Estep Score: -10364069.000000 Penalty: 5426.632812 Iteration 81Q: 3 clusters Score -1.036407e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41229 members Mstep: Class 2 contains 15203 members Entering Unmasked Estep Score: -10364091.000000 Penalty: 5426.632812 Iteration 82Q: 3 clusters Score -1.036409e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41380 members Mstep: Class 2 contains 15052 members Entering Unmasked Estep Score: -10364086.000000 Penalty: 5426.632812 Iteration 83Q: 3 clusters Score -1.036409e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41513 members Mstep: Class 2 contains 14919 members Entering Unmasked Estep Score: -10364099.000000 Penalty: 5426.632812 Iteration 84Q: 3 clusters Score -1.03641e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41647 members Mstep: Class 2 contains 14785 members Entering Unmasked Estep Score: -10364134.000000 Penalty: 5426.632812 Iteration 85Q: 3 clusters Score -1.036413e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41772 members Mstep: Class 2 contains 14660 members Entering Unmasked Estep Score: -10364166.000000 Penalty: 5426.632812 Iteration 86Q: 3 clusters Score -1.036417e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41880 members Mstep: Class 2 contains 14552 members Entering Unmasked Estep Score: -10364154.000000 Penalty: 5426.632812 Iteration 87Q: 3 clusters Score -1.036415e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41982 members Mstep: Class 2 contains 14450 members Entering Unmasked Estep Score: -10364160.000000 Penalty: 5426.632812 Iteration 88Q: 3 clusters Score -1.036416e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42089 members Mstep: Class 2 contains 14343 members Entering Unmasked Estep Score: -10364165.000000 Penalty: 5426.632812 Iteration 89Q: 3 clusters Score -1.036416e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42191 members Mstep: Class 2 contains 14241 members Entering Unmasked Estep Score: -10364221.000000 Penalty: 5426.632812 Iteration 90Q: 3 clusters Score -1.036422e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42313 members 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Class 2 contains 11141 members Entering Unmasked Estep Score: -10364701.000000 Penalty: 5426.632812 Iteration 110Q: 3 clusters Score -1.03647e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45438 members Mstep: Class 2 contains 10994 members Entering Unmasked Estep Score: -10364739.000000 Penalty: 5426.632812 Iteration 111Q: 3 clusters Score -1.036474e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45607 members Mstep: Class 2 contains 10825 members Entering Unmasked Estep Score: -10364767.000000 Penalty: 5426.632812 Iteration 112Q: 3 clusters Score -1.036477e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45776 members Mstep: Class 2 contains 10656 members Entering Unmasked Estep Score: -10364849.000000 Penalty: 5426.632812 Iteration 113Q: 3 clusters Score -1.036485e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45940 members Mstep: Class 2 contains 10492 members Entering Unmasked Estep Score: -10364906.000000 Penalty: 5426.632812 Iteration 114Q: 3 clusters Score -1.036491e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46101 members Mstep: Class 2 contains 10331 members Entering Unmasked Estep Score: -10364913.000000 Penalty: 5426.632812 Iteration 115Q: 3 clusters Score -1.036491e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46281 members Mstep: Class 2 contains 10151 members Entering Unmasked Estep Score: -10364904.000000 Penalty: 5426.632812 Iteration 116Q: 3 clusters Score -1.03649e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46470 members Mstep: Class 2 contains 9962 members Entering Unmasked Estep Score: -10364903.000000 Penalty: 5426.632812 Iteration 117Q: 3 clusters Score -1.03649e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46697 members Mstep: Class 2 contains 9735 members Entering Unmasked Estep Score: -10364963.000000 Penalty: 5426.632812 Iteration 118Q: 3 clusters Score -1.036496e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46923 members Mstep: Class 2 contains 9509 members Entering Unmasked Estep Score: -10364986.000000 Penalty: 5426.632812 Iteration 119Q: 3 clusters Score -1.036499e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47176 members Mstep: Class 2 contains 9256 members Entering Unmasked Estep Score: -10365007.000000 Penalty: 5426.632812 Iteration 120F: 3 clusters Score -1.036501e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47430 members Mstep: Class 2 contains 9002 members Entering Unmasked Estep Score: -10365061.000000 Penalty: 5426.632812 Iteration 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contains 7531 members Entering Unmasked Estep Score: -10365123.000000 Penalty: 5426.632812 Iteration 129Q: 3 clusters Score -1.036512e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49049 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: -10365137.000000 Penalty: 5426.632812 Iteration 130Q: 3 clusters Score -1.036514e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49185 members Mstep: Class 2 contains 7247 members Entering Unmasked Estep Score: -10365143.000000 Penalty: 5426.632812 Iteration 131Q: 3 clusters Score -1.036514e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49292 members Mstep: Class 2 contains 7140 members Entering Unmasked Estep Score: -10365131.000000 Penalty: 5426.632812 Iteration 132Q: 3 clusters Score -1.036513e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49405 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -10365127.000000 Penalty: 5426.632812 Iteration 133Q: 3 clusters Score -1.036513e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49523 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -10365115.000000 Penalty: 5426.632812 Iteration 134Q: 3 clusters Score -1.036512e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49641 members Mstep: Class 2 contains 6791 members Entering Unmasked Estep Score: -10365136.000000 Penalty: 5426.632812 Iteration 135Q: 3 clusters Score -1.036514e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49759 members Mstep: Class 2 contains 6673 members Entering Unmasked Estep Score: -10365135.000000 Penalty: 5426.632812 Iteration 136Q: 3 clusters Score -1.036514e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49867 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -10365120.000000 Penalty: 5426.632812 Iteration 137Q: 3 clusters Score -1.036512e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49974 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -10365109.000000 Penalty: 5426.632812 Iteration 138Q: 3 clusters Score -1.036511e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50068 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -10365107.000000 Penalty: 5426.632812 Iteration 139Q: 3 clusters Score -1.036511e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50157 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -10365102.000000 Penalty: 5426.632812 Iteration 140F: 3 clusters Score -1.03651e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50230 members Mstep: Class 2 contains 6202 members Entering Unmasked Estep Score: -10365109.000000 Penalty: 5426.632812 Iteration 141Q: 3 clusters Score -1.036511e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50291 members Mstep: Class 2 contains 6141 members Entering Unmasked Estep Score: -10365112.000000 Penalty: 5426.632812 Iteration 142Q: 3 clusters Score -1.036511e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50351 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -10365112.000000 Penalty: 5426.632812 Iteration 143Q: 3 clusters Score -1.036511e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50408 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: 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5788 members Entering Unmasked Estep Score: -10365119.000000 Penalty: 5426.632812 Iteration 148Q: 3 clusters Score -1.036512e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50690 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -10365121.000000 Penalty: 5426.632812 Iteration 149Q: 3 clusters Score -1.036512e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50725 members Mstep: Class 2 contains 5707 members Entering Unmasked Estep Score: -10365119.000000 Penalty: 5426.632812 Iteration 150Q: 3 clusters Score -1.036512e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50765 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -10365125.000000 Penalty: 5426.632812 Iteration 151Q: 3 clusters Score -1.036512e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50811 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -10365127.000000 Penalty: 5426.632812 Iteration 152Q: 3 clusters Score -1.036513e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50850 members Mstep: Class 2 contains 5582 members Entering Unmasked Estep Score: -10365132.000000 Penalty: 5426.632812 Iteration 153Q: 3 clusters Score -1.036513e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50888 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -10365117.000000 Penalty: 5426.632812 Iteration 154Q: 3 clusters Score -1.036512e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50909 members Mstep: Class 2 contains 5523 members Entering Unmasked Estep Score: -10365118.000000 Penalty: 5426.632812 Iteration 155Q: 3 clusters Score -1.036512e+07 nChanged 22 Entering Unmasked Mstep 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Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51319 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -10365142.000000 Penalty: 5426.632812 Iteration 179Q: 3 clusters Score -1.036514e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51330 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -10365134.000000 Penalty: 5426.632812 Iteration 180F: 3 clusters Score -1.036513e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51346 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -10365149.000000 Penalty: 5426.632812 Iteration 181Q: 3 clusters Score -1.036515e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51360 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -10365141.000000 Penalty: 5426.632812 Iteration 182Q: 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nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51561 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -10365159.000000 Penalty: 5426.632812 Iteration 202Q: 3 clusters Score -1.036516e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51564 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -10365163.000000 Penalty: 5426.632812 Iteration 203Q: 3 clusters Score -1.036516e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51567 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -10365162.000000 Penalty: 5426.632812 Iteration 204Q: 3 clusters Score -1.036516e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51575 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -10365162.000000 Penalty: 5426.632812 Iteration 205Q: 3 clusters Score -1.036516e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51584 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -10365156.000000 Penalty: 5426.632812 Iteration 206Q: 3 clusters Score -1.036516e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51597 members Mstep: Class 2 contains 4835 members Entering Unmasked Estep Score: -10365150.000000 Penalty: 5426.632812 Iteration 207Q: 3 clusters Score -1.036515e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51600 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -10365148.000000 Penalty: 5426.632812 Iteration 208Q: 3 clusters Score -1.036515e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51604 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -10365149.000000 Penalty: 5426.632812 Iteration 209Q: 3 clusters Score -1.036515e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51611 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -10365144.000000 Penalty: 5426.632812 Iteration 210Q: 3 clusters Score -1.036514e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51621 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -10365143.000000 Penalty: 5426.632812 Iteration 211Q: 3 clusters Score -1.036514e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51628 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -10365147.000000 Penalty: 5426.632812 Iteration 212Q: 3 clusters Score -1.036515e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51632 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -10365144.000000 Penalty: 5426.632812 Iteration 213Q: 3 clusters Score -1.036514e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51636 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -10365141.000000 Penalty: 5426.632812 Iteration 214Q: 3 clusters Score -1.036514e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51639 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -10365138.000000 Penalty: 5426.632812 Iteration 215Q: 3 clusters Score -1.036514e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51641 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -10365136.000000 Penalty: 5426.632812 Iteration 216Q: 3 clusters Score -1.036514e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51643 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -10365135.000000 Penalty: 5426.632812 Iteration 217Q: 3 clusters Score -1.036514e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51645 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -10365139.000000 Penalty: 5426.632812 Iteration 218Q: 3 clusters Score -1.036514e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51648 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -10365136.000000 Penalty: 5426.632812 Iteration 219Q: 3 clusters Score -1.036514e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51650 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -10365136.000000 Penalty: 5426.632812 Iteration 220F: 3 clusters Score -1.036514e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51653 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -10365127.000000 Penalty: 5426.632812 Iteration 221Q: 3 clusters Score -1.036513e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51659 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -10365126.000000 Penalty: 5426.632812 Iteration 222Q: 3 clusters Score -1.036513e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51665 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -10365121.000000 Penalty: 5426.632812 Iteration 223Q: 3 clusters Score -1.036512e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51673 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -10365116.000000 Penalty: 5426.632812 Iteration 224Q: 3 clusters Score -1.036512e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51679 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -10365123.000000 Penalty: 5426.632812 Iteration 225Q: 3 clusters Score -1.036512e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51685 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -10365136.000000 Penalty: 5426.632812 Iteration 226Q: 3 clusters Score -1.036514e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51686 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -10365136.000000 Penalty: 5426.632812 Iteration 227Q: 3 clusters Score -1.036514e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51687 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -10365128.000000 Penalty: 5426.632812 Iteration 228Q: 3 clusters Score -1.036513e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51688 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -10365135.000000 Penalty: 5426.632812 Iteration 229Q: 3 clusters Score -1.036514e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51691 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -10365123.000000 Penalty: 5426.632812 Iteration 230Q: 3 clusters Score -1.036512e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51695 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -10365127.000000 Penalty: 5426.632812 Iteration 231Q: 3 clusters Score -1.036513e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51703 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -10365113.000000 Penalty: 5426.632812 Iteration 232Q: 3 clusters Score -1.036511e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51710 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -10365115.000000 Penalty: 5426.632812 Iteration 233Q: 3 clusters Score -1.036512e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51716 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -10365110.000000 Penalty: 5426.632812 Iteration 234Q: 3 clusters Score -1.036511e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51721 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -10365124.000000 Penalty: 5426.632812 Iteration 235Q: 3 clusters Score -1.036512e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51727 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -10365121.000000 Penalty: 5426.632812 Iteration 236Q: 3 clusters Score -1.036512e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51735 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -10365118.000000 Penalty: 5426.632812 Iteration 237Q: 3 clusters Score -1.036512e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51742 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -10365119.000000 Penalty: 5426.632812 Iteration 238Q: 3 clusters Score -1.036512e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51746 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -10365119.000000 Penalty: 5426.632812 Iteration 239Q: 3 clusters Score -1.036512e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51756 members Mstep: Class 2 contains 4676 members Entering Unmasked Estep Score: -10365130.000000 Penalty: 5426.632812 Iteration 240F: 3 clusters Score -1.036513e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51764 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -10365124.000000 Penalty: 5426.632812 Iteration 241Q: 3 clusters Score -1.036512e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51772 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -10365112.000000 Penalty: 5426.632812 Iteration 242Q: 3 clusters Score -1.036511e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51778 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -10365117.000000 Penalty: 5426.632812 Iteration 243Q: 3 clusters Score -1.036512e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51783 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -10365114.000000 Penalty: 5426.632812 Iteration 244Q: 3 clusters Score -1.036511e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51788 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -10365116.000000 Penalty: 5426.632812 Iteration 245Q: 3 clusters Score -1.036512e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51795 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -10365123.000000 Penalty: 5426.632812 Iteration 246Q: 3 clusters Score -1.036512e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51804 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -10365109.000000 Penalty: 5426.632812 Iteration 247Q: 3 clusters Score -1.036511e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51816 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -10365113.000000 Penalty: 5426.632812 Iteration 248Q: 3 clusters Score -1.036511e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51828 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -10365125.000000 Penalty: 5426.632812 Iteration 249Q: 3 clusters Score -1.036512e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51841 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -10365108.000000 Penalty: 5426.632812 Iteration 250Q: 3 clusters Score -1.036511e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51857 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -10365124.000000 Penalty: 5426.632812 Iteration 251Q: 3 clusters Score -1.036512e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51865 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -10365115.000000 Penalty: 5426.632812 Iteration 252Q: 3 clusters Score -1.036512e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51872 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -10365119.000000 Penalty: 5426.632812 Iteration 253Q: 3 clusters Score -1.036512e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51876 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -10365130.000000 Penalty: 5426.632812 Iteration 254Q: 3 clusters Score -1.036513e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51881 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -10365122.000000 Penalty: 5426.632812 Iteration 255Q: 3 clusters Score -1.036512e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51894 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -10365119.000000 Penalty: 5426.632812 Iteration 256Q: 3 clusters Score -1.036512e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51908 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -10365109.000000 Penalty: 5426.632812 Iteration 257Q: 3 clusters Score -1.036511e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51922 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -10365104.000000 Penalty: 5426.632812 Iteration 258Q: 3 clusters Score -1.03651e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51939 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -10365099.000000 Penalty: 5426.632812 Iteration 259Q: 3 clusters Score -1.03651e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51951 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -10365093.000000 Penalty: 5426.632812 Iteration 260F: 3 clusters Score -1.036509e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51967 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -10365105.000000 Penalty: 5426.632812 Iteration 261Q: 3 clusters Score -1.03651e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51988 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -10365099.000000 Penalty: 5426.632812 Iteration 262Q: 3 clusters Score -1.03651e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52006 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -10365088.000000 Penalty: 5426.632812 Iteration 263Q: 3 clusters Score -1.036509e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52029 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -10365080.000000 Penalty: 5426.632812 Iteration 264Q: 3 clusters Score -1.036508e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52057 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -10365071.000000 Penalty: 5426.632812 Iteration 265Q: 3 clusters Score -1.036507e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52075 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -10365061.000000 Penalty: 5426.632812 Iteration 266Q: 3 clusters Score -1.036506e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52089 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -10365070.000000 Penalty: 5426.632812 Iteration 267Q: 3 clusters Score -1.036507e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52096 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -10365068.000000 Penalty: 5426.632812 Iteration 268Q: 3 clusters Score -1.036507e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52105 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -10365068.000000 Penalty: 5426.632812 Iteration 269Q: 3 clusters Score -1.036507e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52116 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -10365066.000000 Penalty: 5426.632812 Iteration 270Q: 3 clusters Score 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5426.632812 Iteration 274Q: 3 clusters Score -1.036507e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52148 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -10365070.000000 Penalty: 5426.632812 Iteration 275Q: 3 clusters Score -1.036507e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52154 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -10365066.000000 Penalty: 5426.632812 Iteration 276Q: 3 clusters Score -1.036507e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52157 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -10365057.000000 Penalty: 5426.632812 Iteration 277Q: 3 clusters Score -1.036506e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52162 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -10365058.000000 Penalty: 5426.632812 Iteration 278Q: 3 clusters Score -1.036506e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52174 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -10365070.000000 Penalty: 5426.632812 Iteration 279Q: 3 clusters Score -1.036507e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52189 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -10365063.000000 Penalty: 5426.632812 Iteration 280F: 3 clusters Score -1.036506e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52203 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -10365043.000000 Penalty: 5426.632812 Iteration 281Q: 3 clusters Score -1.036504e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52218 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -10365053.000000 Penalty: 5426.632812 Iteration 282Q: 3 clusters Score -1.036505e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52235 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -10365055.000000 Penalty: 5426.632812 Iteration 283Q: 3 clusters Score -1.036506e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52255 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -10365056.000000 Penalty: 5426.632812 Iteration 284Q: 3 clusters Score -1.036506e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52270 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -10365052.000000 Penalty: 5426.632812 Iteration 285Q: 3 clusters Score -1.036505e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members 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clusters Score -1.036504e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52374 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -10365045.000000 Penalty: 5426.632812 Iteration 294Q: 3 clusters Score -1.036504e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52380 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -10365040.000000 Penalty: 5426.632812 Iteration 295Q: 3 clusters Score -1.036504e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52385 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -10365042.000000 Penalty: 5426.632812 Iteration 296Q: 3 clusters Score -1.036504e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52389 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -10365043.000000 Penalty: 5426.632812 Iteration 297Q: 3 clusters Score -1.036504e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52393 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -10365039.000000 Penalty: 5426.632812 Iteration 298Q: 3 clusters Score -1.036504e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52396 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -10365031.000000 Penalty: 5426.632812 Iteration 299Q: 3 clusters Score -1.036503e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52398 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -10365034.000000 Penalty: 5426.632812 Iteration 300F: 3 clusters Score -1.036503e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52401 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -10365040.000000 Penalty: 5426.632812 Iteration 301Q: 3 clusters Score -1.036504e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52402 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -10365040.000000 Penalty: 5426.632812 Iteration 302Q: 3 clusters Score -1.036504e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52405 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -10365041.000000 Penalty: 5426.632812 Iteration 303Q: 3 clusters Score -1.036504e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52408 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -10365031.000000 Penalty: 5426.632812 Iteration 304Q: 3 clusters Score -1.036503e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52409 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -10365030.000000 Penalty: 5426.632812 Iteration 305Q: 3 clusters Score -1.036503e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52411 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -10365035.000000 Penalty: 5426.632812 Iteration 306Q: 3 clusters Score -1.036504e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52412 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -10365033.000000 Penalty: 5426.632812 Iteration 307Q: 3 clusters Score -1.036503e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52412 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -10365033.000000 Penalty: 5426.632812 Iteration 308F: 3 clusters Score -1.036503e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (13764 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13764 members Entering Unmasked Estep Score: -2383076.750000 Penalty: 2363.393311 Iteration 0F: 2 clusters Score -2383077 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6861 members Mstep: Class 2 contains 6903 members Entering Unmasked Estep Score: -2373068.250000 Penalty: 4726.786621 Iteration 0F: 3 clusters Score -2373068 nChanged 5864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6837 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -2376284.500000 Penalty: 4726.786621 Iteration 1F: 3 clusters Score -2376284 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 6905 members Entering Unmasked Estep Score: -2376621.250000 Penalty: 4726.786621 Iteration 2F: 3 clusters Score -2376621 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -2376849.750000 Penalty: 4726.786621 Iteration 3Q: 3 clusters Score -2376850 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6858 members Mstep: Class 2 contains 6906 members Entering Unmasked Estep Score: -2377040.000000 Penalty: 4726.786621 Iteration 4Q: 3 clusters Score -2377040 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 6907 members Entering Unmasked Estep Score: -2377196.000000 Penalty: 4726.786621 Iteration 5Q: 3 clusters Score -2377196 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6855 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -2377346.250000 Penalty: 4726.786621 Iteration 6Q: 3 clusters Score -2377346 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 6934 members Entering Unmasked Estep Score: -2377497.250000 Penalty: 4726.786621 Iteration 7Q: 3 clusters Score -2377497 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6796 members Mstep: Class 2 contains 6968 members Entering Unmasked Estep Score: -2377644.250000 Penalty: 4726.786621 Iteration 8Q: 3 clusters Score -2377644 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6736 members Mstep: Class 2 contains 7028 members Entering Unmasked Estep Score: -2377790.000000 Penalty: 4726.786621 Iteration 9Q: 3 clusters Score -2377790 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6643 members Mstep: Class 2 contains 7121 members Entering Unmasked Estep Score: -2377931.000000 Penalty: 4726.786621 Iteration 10Q: 3 clusters Score -2377931 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 7183 members Entering Unmasked Estep Score: -2378066.000000 Penalty: 4726.786621 Iteration 11Q: 3 clusters Score -2378066 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6487 members Mstep: Class 2 contains 7277 members Entering Unmasked Estep Score: -2378208.500000 Penalty: 4726.786621 Iteration 12Q: 3 clusters Score -2378208 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6391 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -2378340.750000 Penalty: 4726.786621 Iteration 13Q: 3 clusters Score -2378341 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 7523 members Entering Unmasked Estep Score: -2378478.500000 Penalty: 4726.786621 Iteration 14Q: 3 clusters Score -2378478 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 7678 members Entering Unmasked Estep Score: -2378602.500000 Penalty: 4726.786621 Iteration 15Q: 3 clusters Score -2378602 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 7886 members Entering Unmasked Estep Score: -2378758.750000 Penalty: 4726.786621 Iteration 16Q: 3 clusters Score -2378759 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 8089 members Entering Unmasked Estep Score: -2378894.750000 Penalty: 4726.786621 Iteration 17Q: 3 clusters Score -2378895 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 8325 members Entering Unmasked Estep Score: -2379055.750000 Penalty: 4726.786621 Iteration 18Q: 3 clusters Score -2379056 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5198 members Mstep: Class 2 contains 8566 members Entering Unmasked Estep Score: -2379206.250000 Penalty: 4726.786621 Iteration 19Q: 3 clusters Score -2379206 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 8794 members Entering Unmasked Estep Score: -2379343.500000 Penalty: 4726.786621 Iteration 20F: 3 clusters Score -2379344 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 9008 members Entering Unmasked Estep Score: -2379468.000000 Penalty: 4726.786621 Iteration 21Q: 3 clusters Score -2379468 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 9245 members Entering Unmasked Estep Score: -2379609.000000 Penalty: 4726.786621 Iteration 22Q: 3 clusters Score -2379609 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 9525 members Entering Unmasked Estep Score: -2379767.000000 Penalty: 4726.786621 Iteration 23Q: 3 clusters Score -2379767 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 9774 members Entering Unmasked Estep Score: -2379889.000000 Penalty: 4726.786621 Iteration 24Q: 3 clusters Score -2379889 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 10001 members Entering Unmasked Estep Score: -2379985.250000 Penalty: 4726.786621 Iteration 25Q: 3 clusters Score -2379985 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 10218 members Entering Unmasked Estep Score: -2380077.500000 Penalty: 4726.786621 Iteration 26Q: 3 clusters Score -2380078 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 10415 members Entering Unmasked Estep Score: -2380160.750000 Penalty: 4726.786621 Iteration 27Q: 3 clusters Score -2380161 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 10638 members Entering Unmasked Estep Score: -2380252.250000 Penalty: 4726.786621 Iteration 28Q: 3 clusters Score -2380252 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 10816 members Entering Unmasked Estep Score: -2380337.750000 Penalty: 4726.786621 Iteration 29Q: 3 clusters Score -2380338 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 10992 members Entering Unmasked Estep Score: -2380389.500000 Penalty: 4726.786621 Iteration 30Q: 3 clusters Score -2380390 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 11155 members Entering Unmasked Estep Score: -2380457.500000 Penalty: 4726.786621 Iteration 31Q: 3 clusters Score -2380458 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 11329 members Entering Unmasked Estep Score: -2380537.000000 Penalty: 4726.786621 Iteration 32Q: 3 clusters Score -2380537 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 11506 members Entering Unmasked Estep Score: -2380618.250000 Penalty: 4726.786621 Iteration 33Q: 3 clusters Score -2380618 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 11671 members Entering Unmasked Estep Score: -2380693.000000 Penalty: 4726.786621 Iteration 34Q: 3 clusters Score -2380693 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 11835 members Entering Unmasked Estep Score: -2380770.500000 Penalty: 4726.786621 Iteration 35Q: 3 clusters Score -2380770 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 12008 members Entering Unmasked Estep Score: -2380852.750000 Penalty: 4726.786621 Iteration 36Q: 3 clusters Score -2380853 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 12151 members Entering Unmasked Estep Score: -2380925.000000 Penalty: 4726.786621 Iteration 37Q: 3 clusters Score -2380925 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 12293 members Entering Unmasked Estep Score: -2381000.000000 Penalty: 4726.786621 Iteration 38Q: 3 clusters Score -2381000 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 12412 members Entering Unmasked Estep Score: -2381075.250000 Penalty: 4726.786621 Iteration 39Q: 3 clusters Score -2381075 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 12511 members Entering Unmasked Estep Score: -2381126.250000 Penalty: 4726.786621 Iteration 40F: 3 clusters Score -2381126 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 12604 members Entering Unmasked Estep Score: -2381184.750000 Penalty: 4726.786621 Iteration 41Q: 3 clusters Score -2381185 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 12681 members Entering Unmasked Estep Score: -2381222.000000 Penalty: 4726.786621 Iteration 42Q: 3 clusters Score -2381222 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 12741 members Entering Unmasked Estep Score: -2381260.750000 Penalty: 4726.786621 Iteration 43Q: 3 clusters Score -2381261 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 12791 members Entering Unmasked Estep Score: -2381284.250000 Penalty: 4726.786621 Iteration 44Q: 3 clusters Score -2381284 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 12820 members Entering Unmasked Estep Score: -2381292.750000 Penalty: 4726.786621 Iteration 45Q: 3 clusters Score -2381293 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 12845 members Entering Unmasked Estep Score: -2381300.500000 Penalty: 4726.786621 Iteration 46Q: 3 clusters Score -2381300 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 12863 members Entering Unmasked Estep Score: -2381312.000000 Penalty: 4726.786621 Iteration 47Q: 3 clusters Score -2381312 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 12878 members Entering Unmasked Estep Score: -2381318.000000 Penalty: 4726.786621 Iteration 48Q: 3 clusters Score -2381318 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 12890 members Entering Unmasked Estep Score: -2381323.000000 Penalty: 4726.786621 Iteration 49Q: 3 clusters Score -2381323 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 12900 members Entering Unmasked Estep Score: -2381327.000000 Penalty: 4726.786621 Iteration 50Q: 3 clusters Score -2381327 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 12911 members Entering Unmasked Estep Score: -2381335.750000 Penalty: 4726.786621 Iteration 51Q: 3 clusters Score -2381336 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 12928 members Entering Unmasked Estep Score: -2381338.250000 Penalty: 4726.786621 Iteration 52Q: 3 clusters Score -2381338 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 12937 members Entering Unmasked Estep Score: -2381346.750000 Penalty: 4726.786621 Iteration 53Q: 3 clusters Score -2381347 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 12942 members Entering Unmasked Estep Score: -2381346.250000 Penalty: 4726.786621 Iteration 54Q: 3 clusters Score -2381346 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 12948 members Entering Unmasked Estep Score: -2381349.000000 Penalty: 4726.786621 Iteration 55Q: 3 clusters Score -2381349 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 12952 members Entering Unmasked Estep Score: -2381352.500000 Penalty: 4726.786621 Iteration 56Q: 3 clusters Score -2381352 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 12955 members Entering Unmasked Estep Score: -2381351.750000 Penalty: 4726.786621 Iteration 57Q: 3 clusters Score -2381352 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 12958 members Entering Unmasked Estep Score: -2381352.750000 Penalty: 4726.786621 Iteration 58Q: 3 clusters Score -2381353 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 12961 members Entering Unmasked Estep Score: -2381357.750000 Penalty: 4726.786621 Iteration 59Q: 3 clusters Score -2381358 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 12965 members Entering Unmasked Estep Score: -2381357.000000 Penalty: 4726.786621 Iteration 60F: 3 clusters Score -2381357 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 12968 members Entering Unmasked Estep Score: -2381358.500000 Penalty: 4726.786621 Iteration 61Q: 3 clusters Score -2381358 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 12971 members Entering Unmasked Estep Score: -2381359.500000 Penalty: 4726.786621 Iteration 62Q: 3 clusters Score -2381360 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 12974 members Entering Unmasked Estep Score: -2381360.250000 Penalty: 4726.786621 Iteration 63Q: 3 clusters Score -2381360 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 12977 members Entering Unmasked Estep Score: -2381363.250000 Penalty: 4726.786621 Iteration 64Q: 3 clusters Score -2381363 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 12979 members Entering Unmasked Estep Score: -2381366.750000 Penalty: 4726.786621 Iteration 65Q: 3 clusters Score -2381367 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 12982 members Entering Unmasked Estep Score: -2381367.500000 Penalty: 4726.786621 Iteration 66Q: 3 clusters Score -2381368 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 12988 members Entering Unmasked Estep Score: -2381373.500000 Penalty: 4726.786621 Iteration 67Q: 3 clusters Score -2381374 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 12991 members Entering Unmasked Estep Score: -2381374.500000 Penalty: 4726.786621 Iteration 68Q: 3 clusters Score -2381374 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 12991 members Entering Unmasked Estep Score: -2381374.500000 Penalty: 4726.786621 Iteration 69F: 3 clusters Score -2381374 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1514 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Entering Unmasked Estep Score: -269483.625000 Penalty: 1815.982544 Iteration 0F: 2 clusters Score -269483.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -267159.000000 Penalty: 3631.965088 Iteration 0F: 3 clusters Score -267159 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -267531.625000 Penalty: 3631.965088 Iteration 1F: 3 clusters Score -267531.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -267614.156250 Penalty: 3631.965088 Iteration 2F: 3 clusters Score -267614.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -267663.687500 Penalty: 3631.965088 Iteration 3Q: 3 clusters Score -267663.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -267701.343750 Penalty: 3631.965088 Iteration 4Q: 3 clusters Score -267701.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -267731.968750 Penalty: 3631.965088 Iteration 5Q: 3 clusters Score -267732 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -267759.593750 Penalty: 3631.965088 Iteration 6Q: 3 clusters Score -267759.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -267775.093750 Penalty: 3631.965088 Iteration 7Q: 3 clusters Score -267775.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -267784.812500 Penalty: 3631.965088 Iteration 8Q: 3 clusters Score -267784.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -267792.343750 Penalty: 3631.965088 Iteration 9Q: 3 clusters Score -267792.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -267798.875000 Penalty: 3631.965088 Iteration 10Q: 3 clusters Score -267798.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -267802.062500 Penalty: 3631.965088 Iteration 11Q: 3 clusters Score -267802.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -267805.812500 Penalty: 3631.965088 Iteration 12Q: 3 clusters Score -267805.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -267806.531250 Penalty: 3631.965088 Iteration 13Q: 3 clusters Score -267806.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -267807.125000 Penalty: 3631.965088 Iteration 14Q: 3 clusters Score -267807.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -267808.687500 Penalty: 3631.965088 Iteration 15Q: 3 clusters Score -267808.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -267810.312500 Penalty: 3631.965088 Iteration 16Q: 3 clusters Score -267810.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -267810.312500 Penalty: 3631.965088 Iteration 17F: 3 clusters Score -267810.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (970 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Entering Unmasked Estep Score: -157325.265625 Penalty: 1705.569458 Iteration 0F: 2 clusters Score -157325.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -155520.375000 Penalty: 3411.138916 Iteration 0F: 3 clusters Score -155520.4 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -156015.828125 Penalty: 3411.138916 Iteration 1F: 3 clusters Score -156015.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -156256.078125 Penalty: 3411.138916 Iteration 2F: 3 clusters Score -156256.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -156443.843750 Penalty: 3411.138916 Iteration 3F: 3 clusters Score -156443.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -156605.078125 Penalty: 3411.138916 Iteration 4F: 3 clusters Score -156605.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -156693.906250 Penalty: 3411.138916 Iteration 5Q: 3 clusters Score -156693.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -156777.687500 Penalty: 3411.138916 Iteration 6Q: 3 clusters Score -156777.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -156836.984375 Penalty: 3411.138916 Iteration 7Q: 3 clusters Score -156837 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -156884.781250 Penalty: 3411.138916 Iteration 8Q: 3 clusters Score -156884.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -156912.328125 Penalty: 3411.138916 Iteration 9Q: 3 clusters Score -156912.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -156919.359375 Penalty: 3411.138916 Iteration 10Q: 3 clusters Score -156919.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -156928.250000 Penalty: 3411.138916 Iteration 11Q: 3 clusters Score -156928.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -156931.828125 Penalty: 3411.138916 Iteration 12Q: 3 clusters Score -156931.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -156931.828125 Penalty: 3411.138916 Iteration 13F: 3 clusters Score -156931.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7591 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7591 members Entering Unmasked Estep Score: -1374437.125000 Penalty: 2215.810303 Iteration 0F: 2 clusters Score -1374437 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -1368336.500000 Penalty: 4431.620605 Iteration 0F: 3 clusters Score -1368336 nChanged 3082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -1370005.125000 Penalty: 4431.620605 Iteration 1F: 3 clusters Score -1370005 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -1370339.125000 Penalty: 4431.620605 Iteration 2F: 3 clusters Score -1370339 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -1370588.125000 Penalty: 4431.620605 Iteration 3F: 3 clusters Score -1370588 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -1370775.750000 Penalty: 4431.620605 Iteration 4Q: 3 clusters Score -1370776 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -1370927.250000 Penalty: 4431.620605 Iteration 5Q: 3 clusters Score -1370927 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -1371060.875000 Penalty: 4431.620605 Iteration 6Q: 3 clusters Score -1371061 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -1371184.750000 Penalty: 4431.620605 Iteration 7Q: 3 clusters Score -1371185 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -1371308.625000 Penalty: 4431.620605 Iteration 8Q: 3 clusters Score -1371309 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -1371420.250000 Penalty: 4431.620605 Iteration 9Q: 3 clusters Score -1371420 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -1371504.750000 Penalty: 4431.620605 Iteration 10Q: 3 clusters Score -1371505 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -1371580.625000 Penalty: 4431.620605 Iteration 11Q: 3 clusters Score -1371581 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -1371637.250000 Penalty: 4431.620605 Iteration 12Q: 3 clusters Score -1371637 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -1371682.750000 Penalty: 4431.620605 Iteration 13Q: 3 clusters Score -1371683 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -1371718.500000 Penalty: 4431.620605 Iteration 14Q: 3 clusters Score -1371718 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -1371758.000000 Penalty: 4431.620605 Iteration 15Q: 3 clusters Score -1371758 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -1371797.875000 Penalty: 4431.620605 Iteration 16Q: 3 clusters Score -1371798 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -1371827.875000 Penalty: 4431.620605 Iteration 17Q: 3 clusters Score -1371828 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -1371860.250000 Penalty: 4431.620605 Iteration 18Q: 3 clusters Score -1371860 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -1371899.875000 Penalty: 4431.620605 Iteration 19Q: 3 clusters Score -1371900 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -1371933.875000 Penalty: 4431.620605 Iteration 20F: 3 clusters Score -1371934 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -1371965.250000 Penalty: 4431.620605 Iteration 21Q: 3 clusters Score -1371965 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -1371987.250000 Penalty: 4431.620605 Iteration 22Q: 3 clusters Score -1371987 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -1372008.625000 Penalty: 4431.620605 Iteration 23Q: 3 clusters Score -1372009 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -1372029.125000 Penalty: 4431.620605 Iteration 24Q: 3 clusters Score -1372029 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -1372055.500000 Penalty: 4431.620605 Iteration 25Q: 3 clusters Score -1372056 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5157 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -1372078.500000 Penalty: 4431.620605 Iteration 26Q: 3 clusters Score -1372078 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5206 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -1372107.375000 Penalty: 4431.620605 Iteration 27Q: 3 clusters Score -1372107 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5247 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -1372131.375000 Penalty: 4431.620605 Iteration 28Q: 3 clusters Score -1372131 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -1372154.250000 Penalty: 4431.620605 Iteration 29Q: 3 clusters Score -1372154 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -1372176.625000 Penalty: 4431.620605 Iteration 30Q: 3 clusters Score -1372177 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -1372201.250000 Penalty: 4431.620605 Iteration 31Q: 3 clusters Score -1372201 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -1372211.625000 Penalty: 4431.620605 Iteration 32Q: 3 clusters Score -1372212 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5451 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -1372228.250000 Penalty: 4431.620605 Iteration 33Q: 3 clusters Score -1372228 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -1372244.000000 Penalty: 4431.620605 Iteration 34Q: 3 clusters Score -1372244 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -1372258.625000 Penalty: 4431.620605 Iteration 35Q: 3 clusters Score -1372259 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5577 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -1372273.625000 Penalty: 4431.620605 Iteration 36Q: 3 clusters Score -1372274 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -1372297.375000 Penalty: 4431.620605 Iteration 37Q: 3 clusters Score -1372297 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -1372319.625000 Penalty: 4431.620605 Iteration 38Q: 3 clusters Score -1372320 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -1372336.625000 Penalty: 4431.620605 Iteration 39Q: 3 clusters Score -1372337 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -1372347.500000 Penalty: 4431.620605 Iteration 40F: 3 clusters Score -1372348 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -1372354.250000 Penalty: 4431.620605 Iteration 41Q: 3 clusters Score -1372354 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -1372363.750000 Penalty: 4431.620605 Iteration 42Q: 3 clusters Score -1372364 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5817 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -1372369.375000 Penalty: 4431.620605 Iteration 43Q: 3 clusters Score -1372369 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5835 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -1372374.625000 Penalty: 4431.620605 Iteration 44Q: 3 clusters Score -1372375 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -1372383.625000 Penalty: 4431.620605 Iteration 45Q: 3 clusters Score -1372384 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -1372392.625000 Penalty: 4431.620605 Iteration 46Q: 3 clusters Score -1372393 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5893 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -1372409.500000 Penalty: 4431.620605 Iteration 47Q: 3 clusters Score -1372410 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5914 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -1372418.500000 Penalty: 4431.620605 Iteration 48Q: 3 clusters Score -1372418 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5936 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -1372430.500000 Penalty: 4431.620605 Iteration 49Q: 3 clusters Score -1372430 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5961 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -1372439.125000 Penalty: 4431.620605 Iteration 50Q: 3 clusters Score -1372439 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5979 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -1372445.750000 Penalty: 4431.620605 Iteration 51Q: 3 clusters Score -1372446 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -1372447.125000 Penalty: 4431.620605 Iteration 52Q: 3 clusters Score -1372447 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6028 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -1372462.375000 Penalty: 4431.620605 Iteration 53Q: 3 clusters Score -1372462 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -1372468.875000 Penalty: 4431.620605 Iteration 54Q: 3 clusters Score -1372469 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6070 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -1372477.000000 Penalty: 4431.620605 Iteration 55Q: 3 clusters Score -1372477 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6088 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -1372489.625000 Penalty: 4431.620605 Iteration 56Q: 3 clusters Score -1372490 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -1372495.250000 Penalty: 4431.620605 Iteration 57Q: 3 clusters Score -1372495 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -1372501.750000 Penalty: 4431.620605 Iteration 58Q: 3 clusters Score -1372502 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6127 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -1372507.500000 Penalty: 4431.620605 Iteration 59Q: 3 clusters Score -1372508 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -1372510.875000 Penalty: 4431.620605 Iteration 60F: 3 clusters Score -1372511 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -1372520.000000 Penalty: 4431.620605 Iteration 61Q: 3 clusters Score -1372520 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6171 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -1372532.125000 Penalty: 4431.620605 Iteration 62Q: 3 clusters Score -1372532 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6191 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -1372545.500000 Penalty: 4431.620605 Iteration 63Q: 3 clusters Score -1372546 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6205 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -1372556.375000 Penalty: 4431.620605 Iteration 64Q: 3 clusters Score -1372556 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -1372561.500000 Penalty: 4431.620605 Iteration 65Q: 3 clusters Score -1372562 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6245 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -1372568.250000 Penalty: 4431.620605 Iteration 66Q: 3 clusters Score -1372568 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6257 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -1372574.250000 Penalty: 4431.620605 Iteration 67Q: 3 clusters Score -1372574 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6270 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -1372582.500000 Penalty: 4431.620605 Iteration 68Q: 3 clusters Score -1372582 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -1372583.000000 Penalty: 4431.620605 Iteration 69Q: 3 clusters Score -1372583 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -1372588.250000 Penalty: 4431.620605 Iteration 70Q: 3 clusters Score -1372588 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6300 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -1372597.625000 Penalty: 4431.620605 Iteration 71Q: 3 clusters Score -1372598 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -1372600.875000 Penalty: 4431.620605 Iteration 72Q: 3 clusters Score -1372601 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6327 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -1372603.875000 Penalty: 4431.620605 Iteration 73Q: 3 clusters Score -1372604 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -1372605.250000 Penalty: 4431.620605 Iteration 74Q: 3 clusters Score -1372605 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6339 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -1372606.125000 Penalty: 4431.620605 Iteration 75Q: 3 clusters Score -1372606 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -1372605.750000 Penalty: 4431.620605 Iteration 76Q: 3 clusters Score -1372606 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6353 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -1372614.250000 Penalty: 4431.620605 Iteration 77Q: 3 clusters Score -1372614 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -1372617.875000 Penalty: 4431.620605 Iteration 78Q: 3 clusters Score -1372618 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6376 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -1372618.750000 Penalty: 4431.620605 Iteration 79Q: 3 clusters Score -1372619 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6384 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -1372623.750000 Penalty: 4431.620605 Iteration 80F: 3 clusters Score -1372624 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6391 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -1372622.250000 Penalty: 4431.620605 Iteration 81Q: 3 clusters Score -1372622 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6396 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -1372625.000000 Penalty: 4431.620605 Iteration 82Q: 3 clusters Score -1372625 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6398 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -1372625.250000 Penalty: 4431.620605 Iteration 83Q: 3 clusters Score -1372625 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6398 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -1372625.250000 Penalty: 4431.620605 Iteration 84F: 3 clusters Score -1372625 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (24817 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24817 members Entering Unmasked Estep Score: -4846831.500000 Penalty: 2509.582520 Iteration 0F: 2 clusters Score -4846832 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12246 members Mstep: Class 2 contains 12571 members Entering Unmasked Estep Score: -4830133.500000 Penalty: 5019.165039 Iteration 0F: 3 clusters Score -4830134 nChanged 11037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11535 members Mstep: Class 2 contains 13282 members Entering Unmasked Estep Score: -4835925.500000 Penalty: 5019.165039 Iteration 1F: 3 clusters Score -4835926 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11056 members Mstep: Class 2 contains 13761 members Entering Unmasked Estep Score: -4836375.500000 Penalty: 5019.165039 Iteration 2Q: 3 clusters Score -4836376 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10405 members Mstep: Class 2 contains 14412 members Entering Unmasked Estep Score: -4836850.000000 Penalty: 5019.165039 Iteration 3Q: 3 clusters Score -4836850 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9524 members Mstep: Class 2 contains 15293 members Entering Unmasked Estep Score: -4837385.500000 Penalty: 5019.165039 Iteration 4Q: 3 clusters Score -4837386 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8409 members Mstep: Class 2 contains 16408 members Entering Unmasked Estep Score: -4838101.000000 Penalty: 5019.165039 Iteration 5F: 3 clusters Score -4838101 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 17728 members Entering Unmasked Estep Score: -4839001.500000 Penalty: 5019.165039 Iteration 6F: 3 clusters Score -4839002 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 19278 members Entering Unmasked Estep Score: -4840146.500000 Penalty: 5019.165039 Iteration 7F: 3 clusters Score -4840146 nChanged 1670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 20938 members Entering Unmasked Estep Score: -4841488.000000 Penalty: 5019.165039 Iteration 8F: 3 clusters Score -4841488 nChanged 1443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 22373 members Entering Unmasked Estep Score: -4842707.500000 Penalty: 5019.165039 Iteration 9F: 3 clusters Score -4842708 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 23419 members Entering Unmasked Estep Score: -4843649.500000 Penalty: 5019.165039 Iteration 10Q: 3 clusters Score -4843650 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 23976 members Entering Unmasked Estep Score: -4844122.000000 Penalty: 5019.165039 Iteration 11Q: 3 clusters Score -4844122 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 24217 members Entering Unmasked Estep Score: -4844315.000000 Penalty: 5019.165039 Iteration 12Q: 3 clusters Score -4844315 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 24336 members Entering Unmasked Estep Score: -4844428.500000 Penalty: 5019.165039 Iteration 13Q: 3 clusters Score -4844428 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 24398 members Entering Unmasked Estep Score: -4844525.500000 Penalty: 5019.165039 Iteration 14Q: 3 clusters Score -4844526 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 24436 members Entering Unmasked Estep Score: -4844586.500000 Penalty: 5019.165039 Iteration 15Q: 3 clusters Score -4844586 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 24456 members Entering Unmasked Estep Score: -4844635.000000 Penalty: 5019.165039 Iteration 16Q: 3 clusters Score -4844635 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 24473 members Entering Unmasked Estep Score: -4844655.500000 Penalty: 5019.165039 Iteration 17Q: 3 clusters Score -4844656 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 24484 members Entering Unmasked Estep Score: -4844673.500000 Penalty: 5019.165039 Iteration 18Q: 3 clusters Score -4844674 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 24493 members Entering Unmasked Estep Score: -4844686.000000 Penalty: 5019.165039 Iteration 19Q: 3 clusters Score -4844686 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 24500 members Entering Unmasked Estep Score: -4844700.500000 Penalty: 5019.165039 Iteration 20F: 3 clusters Score -4844700 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 24504 members Entering Unmasked Estep Score: -4844718.000000 Penalty: 5019.165039 Iteration 21Q: 3 clusters Score -4844718 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 24501 members Entering Unmasked Estep Score: -4844718.500000 Penalty: 5019.165039 Iteration 22Q: 3 clusters Score -4844718 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 24502 members Entering Unmasked Estep Score: -4844722.000000 Penalty: 5019.165039 Iteration 23Q: 3 clusters Score -4844722 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 24504 members Entering Unmasked Estep Score: -4844722.500000 Penalty: 5019.165039 Iteration 24Q: 3 clusters Score -4844722 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 24505 members Entering Unmasked Estep Score: -4844722.500000 Penalty: 5019.165039 Iteration 25Q: 3 clusters Score -4844722 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 24505 members Entering Unmasked Estep Score: -4844722.500000 Penalty: 5019.165039 Iteration 26F: 3 clusters Score -4844722 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (751 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Entering Unmasked Estep Score: -122278.023438 Penalty: 1642.108643 Iteration 0F: 2 clusters Score -122278 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 377 members Entering Unmasked Estep Score: -120536.359375 Penalty: 3284.217285 Iteration 0F: 3 clusters Score -120536.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -120834.937500 Penalty: 3284.217285 Iteration 1F: 3 clusters Score -120834.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -120952.875000 Penalty: 3284.217285 Iteration 2F: 3 clusters Score -120952.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -120983.656250 Penalty: 3284.217285 Iteration 3Q: 3 clusters Score -120983.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -120997.085938 Penalty: 3284.217285 Iteration 4Q: 3 clusters Score -120997.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -121009.976562 Penalty: 3284.217285 Iteration 5Q: 3 clusters Score -121010 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -121017.882812 Penalty: 3284.217285 Iteration 6Q: 3 clusters Score -121017.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -121017.882812 Penalty: 3284.217285 Iteration 7F: 3 clusters Score -121017.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Entering Unmasked Estep Score: -143073.437500 Penalty: 1681.983643 Iteration 0F: 2 clusters Score -143073.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -141272.375000 Penalty: 3363.967285 Iteration 0F: 3 clusters Score -141272.4 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -141618.125000 Penalty: 3363.967285 Iteration 1F: 3 clusters Score -141618.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -141794.234375 Penalty: 3363.967285 Iteration 2F: 3 clusters Score -141794.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -141910.000000 Penalty: 3363.967285 Iteration 3F: 3 clusters Score -141910 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -141999.109375 Penalty: 3363.967285 Iteration 4Q: 3 clusters Score -141999.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -142026.265625 Penalty: 3363.967285 Iteration 5Q: 3 clusters Score -142026.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -142049.546875 Penalty: 3363.967285 Iteration 6Q: 3 clusters Score -142049.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -142074.734375 Penalty: 3363.967285 Iteration 7Q: 3 clusters Score -142074.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -142107.875000 Penalty: 3363.967285 Iteration 8Q: 3 clusters Score -142107.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -142142.828125 Penalty: 3363.967285 Iteration 9Q: 3 clusters Score -142142.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -142157.375000 Penalty: 3363.967285 Iteration 10Q: 3 clusters Score -142157.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -142170.156250 Penalty: 3363.967285 Iteration 11Q: 3 clusters Score -142170.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -142184.546875 Penalty: 3363.967285 Iteration 12Q: 3 clusters Score -142184.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -142201.390625 Penalty: 3363.967285 Iteration 13Q: 3 clusters Score -142201.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -142220.875000 Penalty: 3363.967285 Iteration 14Q: 3 clusters Score -142220.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -142236.671875 Penalty: 3363.967285 Iteration 15Q: 3 clusters Score -142236.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -142248.328125 Penalty: 3363.967285 Iteration 16Q: 3 clusters Score -142248.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -142258.578125 Penalty: 3363.967285 Iteration 17Q: 3 clusters Score -142258.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -142264.781250 Penalty: 3363.967285 Iteration 18Q: 3 clusters Score -142264.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -142274.156250 Penalty: 3363.967285 Iteration 19Q: 3 clusters Score -142274.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -142284.906250 Penalty: 3363.967285 Iteration 20F: 3 clusters Score -142284.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -142303.406250 Penalty: 3363.967285 Iteration 21Q: 3 clusters Score -142303.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -142330.515625 Penalty: 3363.967285 Iteration 22Q: 3 clusters Score -142330.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -142342.484375 Penalty: 3363.967285 Iteration 23Q: 3 clusters Score -142342.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -142352.406250 Penalty: 3363.967285 Iteration 24Q: 3 clusters Score -142352.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -142355.218750 Penalty: 3363.967285 Iteration 25Q: 3 clusters Score -142355.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -142358.984375 Penalty: 3363.967285 Iteration 26Q: 3 clusters Score -142359 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -142363.593750 Penalty: 3363.967285 Iteration 27Q: 3 clusters Score -142363.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -142365.406250 Penalty: 3363.967285 Iteration 28Q: 3 clusters Score -142365.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -142366.640625 Penalty: 3363.967285 Iteration 29Q: 3 clusters Score -142366.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -142366.890625 Penalty: 3363.967285 Iteration 30Q: 3 clusters Score -142366.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -142366.890625 Penalty: 3363.967285 Iteration 31F: 3 clusters Score -142366.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27160 members Mstep: Class 2 contains 25395 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52309 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24796 members Mstep: Class 7 contains 24075 members Mstep: Class 8 contains 1774 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19572 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63450 members Mstep: Class 16 contains 1040 members Mstep: Class 17 contains 56432 members Mstep: Class 18 contains 13764 members Mstep: Class 19 contains 1514 members Mstep: Class 20 contains 970 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24817 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648276.000000 Penalty: 75971.281250 Iteration 159Q: 25 clusters Score -6.364828e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27155 members Mstep: Class 2 contains 25396 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52304 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24790 members Mstep: Class 7 contains 24081 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19576 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63449 members Mstep: Class 16 contains 1039 members Mstep: Class 17 contains 56433 members Mstep: Class 18 contains 13763 members Mstep: Class 19 contains 1514 members Mstep: Class 20 contains 970 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24823 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648264.000000 Penalty: 75971.281250 Iteration 160F: 25 clusters Score -6.364826e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27156 members Mstep: Class 2 contains 25397 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52294 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24787 members Mstep: Class 7 contains 24077 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19578 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63456 members Mstep: Class 16 contains 1038 members Mstep: Class 17 contains 56438 members Mstep: Class 18 contains 13762 members Mstep: Class 19 contains 1514 members Mstep: Class 20 contains 971 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24825 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648224.000000 Penalty: 75971.281250 Iteration 161Q: 25 clusters Score -6.364822e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27172 members Mstep: Class 2 contains 25384 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52297 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24786 members Mstep: Class 7 contains 24055 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19579 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63462 members Mstep: Class 16 contains 1039 members Mstep: Class 17 contains 56439 members Mstep: Class 18 contains 13762 members Mstep: Class 19 contains 1514 members Mstep: Class 20 contains 971 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24834 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648208.000000 Penalty: 75971.281250 Iteration 162Q: 25 clusters Score -6.364821e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27167 members Mstep: Class 2 contains 25392 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52281 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24786 members Mstep: Class 7 contains 24058 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19579 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63464 members Mstep: Class 16 contains 1038 members Mstep: Class 17 contains 56447 members Mstep: Class 18 contains 13762 members Mstep: Class 19 contains 1514 members Mstep: Class 20 contains 971 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24835 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648156.000000 Penalty: 75971.281250 Iteration 163Q: 25 clusters Score -6.364816e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27175 members Mstep: Class 2 contains 25400 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52271 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24784 members Mstep: Class 7 contains 24047 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19578 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63463 members Mstep: Class 16 contains 1038 members Mstep: Class 17 contains 56452 members Mstep: Class 18 contains 13762 members Mstep: Class 19 contains 1514 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7589 members Mstep: Class 22 contains 24839 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648260.000000 Penalty: 75971.281250 Iteration 164Q: 25 clusters Score -6.364826e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27180 members Mstep: Class 2 contains 25402 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52273 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24777 members Mstep: Class 7 contains 24032 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19578 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63463 members Mstep: Class 16 contains 1039 members Mstep: Class 17 contains 56444 members Mstep: Class 18 contains 13763 members Mstep: Class 19 contains 1513 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24858 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648248.000000 Penalty: 75971.281250 Iteration 165Q: 25 clusters Score -6.364825e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27188 members Mstep: Class 2 contains 25394 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52273 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24773 members Mstep: Class 7 contains 24004 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19579 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63468 members Mstep: Class 16 contains 1039 members Mstep: Class 17 contains 56440 members Mstep: Class 18 contains 13763 members Mstep: Class 19 contains 1513 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7589 members Mstep: Class 22 contains 24889 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648212.000000 Penalty: 75971.281250 Iteration 166Q: 25 clusters Score -6.364821e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27201 members Mstep: Class 2 contains 25403 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52272 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24773 members Mstep: Class 7 contains 23966 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19578 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63465 members Mstep: Class 16 contains 1041 members Mstep: Class 17 contains 56441 members Mstep: Class 18 contains 13762 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7588 members Mstep: Class 22 contains 24910 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648268.000000 Penalty: 75971.281250 Iteration 167Q: 25 clusters Score -6.364827e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27228 members Mstep: Class 2 contains 25409 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52266 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24773 members Mstep: Class 7 contains 23935 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19577 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63469 members Mstep: Class 16 contains 1041 members Mstep: Class 17 contains 56448 members Mstep: Class 18 contains 13760 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7588 members Mstep: Class 22 contains 24906 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648352.000000 Penalty: 75971.281250 Iteration 168Q: 25 clusters Score -6.364835e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27259 members Mstep: Class 2 contains 25413 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52264 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24775 members Mstep: Class 7 contains 23917 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19578 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63474 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56442 members Mstep: Class 18 contains 13759 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7588 members Mstep: Class 22 contains 24889 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648276.000000 Penalty: 75971.281250 Iteration 169Q: 25 clusters Score -6.364828e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27280 members Mstep: Class 2 contains 25405 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52265 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24773 members Mstep: Class 7 contains 23920 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19580 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63475 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56441 members Mstep: Class 18 contains 13757 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7588 members Mstep: Class 22 contains 24874 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648308.000000 Penalty: 75971.281250 Iteration 170Q: 25 clusters Score -6.364831e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27294 members Mstep: Class 2 contains 25405 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52268 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24768 members Mstep: Class 7 contains 23914 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19581 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63474 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56436 members Mstep: Class 18 contains 13758 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7588 members Mstep: Class 22 contains 24872 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648312.000000 Penalty: 75971.281250 Iteration 171Q: 25 clusters Score -6.364831e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27311 members Mstep: Class 2 contains 25401 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52271 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24764 members Mstep: Class 7 contains 23891 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19581 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63474 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56439 members Mstep: Class 18 contains 13757 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7588 members Mstep: Class 22 contains 24881 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648284.000000 Penalty: 75971.281250 Iteration 172Q: 25 clusters Score -6.364828e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27332 members Mstep: Class 2 contains 25395 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52278 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24758 members Mstep: Class 7 contains 23871 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19581 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63473 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56442 members Mstep: Class 18 contains 13756 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7588 members Mstep: Class 22 contains 24884 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648372.000000 Penalty: 75971.281250 Iteration 173Q: 25 clusters Score -6.364837e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27343 members Mstep: Class 2 contains 25384 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52282 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24754 members Mstep: Class 7 contains 23854 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19581 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63475 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56442 members Mstep: Class 18 contains 13756 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7588 members Mstep: Class 22 contains 24899 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648380.000000 Penalty: 75971.281250 Iteration 174Q: 25 clusters Score -6.364838e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27345 members Mstep: Class 2 contains 25384 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52277 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24749 members Mstep: Class 7 contains 23855 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19582 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63468 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56441 members Mstep: Class 18 contains 13758 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7588 members Mstep: Class 22 contains 24911 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648252.000000 Penalty: 75971.281250 Iteration 175Q: 25 clusters Score -6.364825e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27355 members Mstep: Class 2 contains 25374 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52284 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24740 members Mstep: Class 7 contains 23858 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19581 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63464 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56440 members Mstep: Class 18 contains 13759 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7588 members Mstep: Class 22 contains 24915 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648356.000000 Penalty: 75971.281250 Iteration 176Q: 25 clusters Score -6.364836e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27378 members Mstep: Class 2 contains 25367 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52291 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24737 members Mstep: Class 7 contains 23849 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19580 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63462 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56439 members Mstep: Class 18 contains 13761 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7588 members Mstep: Class 22 contains 24906 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648284.000000 Penalty: 75971.281250 Iteration 177Q: 25 clusters Score -6.364828e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27381 members Mstep: Class 2 contains 25359 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52282 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24733 members Mstep: Class 7 contains 23843 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19577 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63460 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56452 members Mstep: Class 18 contains 13760 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7588 members Mstep: Class 22 contains 24923 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648276.000000 Penalty: 75971.281250 Iteration 178Q: 25 clusters Score -6.364828e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27397 members Mstep: Class 2 contains 25353 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52270 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24732 members Mstep: Class 7 contains 23847 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19577 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63468 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56458 members Mstep: Class 18 contains 13760 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7589 members Mstep: Class 22 contains 24907 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648276.000000 Penalty: 75971.281250 Iteration 179Q: 25 clusters Score -6.364828e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27405 members Mstep: Class 2 contains 25350 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52254 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24731 members Mstep: Class 7 contains 23850 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19576 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63475 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56468 members Mstep: Class 18 contains 13759 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7589 members Mstep: Class 22 contains 24901 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648372.000000 Penalty: 75971.281250 Iteration 180F: 25 clusters Score -6.364837e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27416 members Mstep: Class 2 contains 25353 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52247 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24730 members Mstep: Class 7 contains 23840 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19576 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63480 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56469 members Mstep: Class 18 contains 13761 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7589 members Mstep: Class 22 contains 24897 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648356.000000 Penalty: 75971.281250 Iteration 181Q: 25 clusters Score -6.364836e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27434 members Mstep: Class 2 contains 25352 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52241 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24724 members Mstep: Class 7 contains 23829 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19578 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63490 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56473 members Mstep: Class 18 contains 13761 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7589 members Mstep: Class 22 contains 24887 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648396.000000 Penalty: 75971.281250 Iteration 182Q: 25 clusters Score -6.36484e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27441 members Mstep: Class 2 contains 25362 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52242 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24724 members Mstep: Class 7 contains 23817 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19578 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63485 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56471 members Mstep: Class 18 contains 13762 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7589 members Mstep: Class 22 contains 24887 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648356.000000 Penalty: 75971.281250 Iteration 183Q: 25 clusters Score -6.364836e+07 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27444 members Mstep: Class 2 contains 25360 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52254 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24721 members Mstep: Class 7 contains 23801 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1168 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19578 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63493 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56461 members Mstep: Class 18 contains 13762 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7589 members Mstep: Class 22 contains 24895 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648324.000000 Penalty: 75971.281250 Iteration 184Q: 25 clusters Score -6.364832e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27467 members Mstep: Class 2 contains 25360 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52263 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24718 members Mstep: Class 7 contains 23769 members Mstep: Class 8 contains 1775 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1167 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19577 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63497 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56459 members Mstep: Class 18 contains 13763 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7588 members Mstep: Class 22 contains 24898 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648356.000000 Penalty: 75971.281250 Iteration 185Q: 25 clusters Score -6.364836e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27469 members Mstep: Class 2 contains 25360 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52270 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24713 members Mstep: Class 7 contains 23770 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19577 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63501 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56450 members Mstep: Class 18 contains 13763 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7589 members Mstep: Class 22 contains 24897 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648360.000000 Penalty: 75971.281250 Iteration 186Q: 25 clusters Score -6.364836e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27482 members Mstep: Class 2 contains 25355 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52277 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24708 members Mstep: Class 7 contains 23750 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19579 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63511 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56442 members Mstep: Class 18 contains 13764 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7589 members Mstep: Class 22 contains 24902 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648328.000000 Penalty: 75971.281250 Iteration 187Q: 25 clusters Score -6.364833e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27486 members Mstep: Class 2 contains 25357 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52279 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24703 members Mstep: Class 7 contains 23738 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19581 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63513 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56434 members Mstep: Class 18 contains 13767 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7589 members Mstep: Class 22 contains 24912 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648352.000000 Penalty: 75971.281250 Iteration 188Q: 25 clusters Score -6.364835e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27494 members Mstep: Class 2 contains 25359 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52285 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24706 members Mstep: Class 7 contains 23725 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19581 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63512 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56424 members Mstep: Class 18 contains 13768 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7589 members Mstep: Class 22 contains 24916 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648448.000000 Penalty: 75971.281250 Iteration 189Q: 25 clusters Score -6.364845e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27487 members Mstep: Class 2 contains 25360 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52296 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24705 members Mstep: Class 7 contains 23723 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19580 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63516 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56412 members Mstep: Class 18 contains 13770 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7589 members Mstep: Class 22 contains 24921 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648448.000000 Penalty: 75971.281250 Iteration 190Q: 25 clusters Score -6.364845e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27486 members Mstep: Class 2 contains 25359 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52298 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24701 members Mstep: Class 7 contains 23734 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19581 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63520 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56406 members Mstep: Class 18 contains 13770 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24914 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648420.000000 Penalty: 75971.281250 Iteration 191Q: 25 clusters Score -6.364842e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27475 members Mstep: Class 2 contains 25368 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52295 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24697 members Mstep: Class 7 contains 23733 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19583 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63522 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56406 members Mstep: Class 18 contains 13774 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24916 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648364.000000 Penalty: 75971.281250 Iteration 192Q: 25 clusters Score -6.364836e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27469 members Mstep: Class 2 contains 25373 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52300 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24692 members Mstep: Class 7 contains 23739 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19582 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63524 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56405 members Mstep: Class 18 contains 13774 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24911 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648340.000000 Penalty: 75971.281250 Iteration 193Q: 25 clusters Score -6.364834e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27483 members Mstep: Class 2 contains 25377 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52305 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24683 members Mstep: Class 7 contains 23747 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19578 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63517 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56405 members Mstep: Class 18 contains 13777 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24897 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648380.000000 Penalty: 75971.281250 Iteration 194Q: 25 clusters Score -6.364838e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27488 members Mstep: Class 2 contains 25380 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52306 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24678 members Mstep: Class 7 contains 23743 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19576 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63526 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56404 members Mstep: Class 18 contains 13778 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24890 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648228.000000 Penalty: 75971.281250 Iteration 195Q: 25 clusters Score -6.364823e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27486 members Mstep: Class 2 contains 25377 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52316 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24673 members Mstep: Class 7 contains 23742 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19578 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63529 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56392 members Mstep: Class 18 contains 13781 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24894 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648252.000000 Penalty: 75971.281250 Iteration 196Q: 25 clusters Score -6.364825e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27491 members Mstep: Class 2 contains 25373 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52335 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24664 members Mstep: Class 7 contains 23743 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19578 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63535 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56381 members Mstep: Class 18 contains 13782 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24886 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648320.000000 Penalty: 75971.281250 Iteration 197Q: 25 clusters Score -6.364832e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27505 members Mstep: Class 2 contains 25367 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52347 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24655 members Mstep: Class 7 contains 23744 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19579 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63537 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56376 members Mstep: Class 18 contains 13785 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24873 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648296.000000 Penalty: 75971.281250 Iteration 198Q: 25 clusters Score -6.36483e+07 nChanged 226 Entering ConstructFrom: Score: -63648296.000000 Penalty: 75971.281250 Entering ConstructFrom: Trying to split cluster 1 (27528 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27528 members Entering Unmasked Estep Score: -5430141.000000 Penalty: 2535.293701 Iteration 0F: 2 clusters Score -5430141 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13600 members Mstep: Class 2 contains 13928 members Entering Unmasked Estep Score: -5412757.500000 Penalty: 5070.587402 Iteration 0F: 3 clusters Score -5412758 nChanged 12350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12538 members Mstep: Class 2 contains 14990 members Entering Unmasked Estep Score: -5419473.000000 Penalty: 5070.587402 Iteration 1F: 3 clusters Score -5419473 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11820 members Mstep: Class 2 contains 15708 members Entering Unmasked Estep Score: -5420013.000000 Penalty: 5070.587402 Iteration 2F: 3 clusters Score -5420013 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10856 members Mstep: Class 2 contains 16672 members Entering Unmasked Estep Score: -5420597.000000 Penalty: 5070.587402 Iteration 3Q: 3 clusters Score -5420597 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9601 members Mstep: Class 2 contains 17927 members Entering Unmasked Estep Score: -5421288.500000 Penalty: 5070.587402 Iteration 4F: 3 clusters Score -5421288 nChanged 1675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7994 members Mstep: Class 2 contains 19534 members Entering Unmasked Estep Score: -5422358.000000 Penalty: 5070.587402 Iteration 5F: 3 clusters Score -5422358 nChanged 1976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6038 members Mstep: Class 2 contains 21490 members Entering Unmasked Estep Score: -5423835.500000 Penalty: 5070.587402 Iteration 6F: 3 clusters Score -5423836 nChanged 2038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 23518 members Entering Unmasked Estep Score: -5425430.500000 Penalty: 5070.587402 Iteration 7F: 3 clusters Score -5425430 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 25245 members Entering Unmasked Estep Score: -5426618.000000 Penalty: 5070.587402 Iteration 8F: 3 clusters Score -5426618 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 26309 members Entering Unmasked Estep Score: -5427237.500000 Penalty: 5070.587402 Iteration 9Q: 3 clusters Score -5427238 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 26876 members Entering Unmasked Estep Score: -5427545.500000 Penalty: 5070.587402 Iteration 10Q: 3 clusters Score -5427546 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 27124 members Entering Unmasked Estep Score: -5427730.500000 Penalty: 5070.587402 Iteration 11Q: 3 clusters Score -5427730 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 27216 members Entering Unmasked Estep Score: -5427829.500000 Penalty: 5070.587402 Iteration 12Q: 3 clusters Score -5427830 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 27249 members Entering Unmasked Estep Score: -5427868.500000 Penalty: 5070.587402 Iteration 13Q: 3 clusters Score -5427868 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 27269 members Entering Unmasked Estep Score: -5427906.500000 Penalty: 5070.587402 Iteration 14Q: 3 clusters Score -5427906 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 27283 members Entering Unmasked Estep Score: -5427916.500000 Penalty: 5070.587402 Iteration 15Q: 3 clusters Score -5427916 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 27290 members Entering Unmasked Estep Score: -5427931.500000 Penalty: 5070.587402 Iteration 16Q: 3 clusters Score -5427932 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 27296 members Entering Unmasked Estep Score: -5427944.500000 Penalty: 5070.587402 Iteration 17Q: 3 clusters Score -5427944 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 27303 members Entering Unmasked Estep Score: -5427956.500000 Penalty: 5070.587402 Iteration 18Q: 3 clusters Score -5427956 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 27306 members Entering Unmasked Estep Score: -5427967.500000 Penalty: 5070.587402 Iteration 19Q: 3 clusters Score -5427968 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 27309 members Entering Unmasked Estep Score: -5427968.500000 Penalty: 5070.587402 Iteration 20F: 3 clusters Score -5427968 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (25364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25364 members Entering Unmasked Estep Score: -4684029.000000 Penalty: 2514.989502 Iteration 0F: 2 clusters Score -4684029 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12796 members Mstep: Class 2 contains 12568 members Entering Unmasked Estep Score: -4666580.500000 Penalty: 5029.979004 Iteration 0F: 3 clusters Score -4666580 nChanged 11334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13274 members Mstep: Class 2 contains 12090 members Entering Unmasked Estep Score: -4672958.000000 Penalty: 5029.979004 Iteration 1F: 3 clusters Score -4672958 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13610 members Mstep: Class 2 contains 11754 members Entering Unmasked Estep Score: -4673516.500000 Penalty: 5029.979004 Iteration 2F: 3 clusters Score -4673516 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13921 members Mstep: Class 2 contains 11443 members Entering Unmasked Estep Score: -4673936.500000 Penalty: 5029.979004 Iteration 3Q: 3 clusters Score -4673936 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14256 members Mstep: Class 2 contains 11108 members Entering Unmasked Estep Score: -4674334.000000 Penalty: 5029.979004 Iteration 4Q: 3 clusters Score -4674334 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14680 members Mstep: Class 2 contains 10684 members Entering Unmasked Estep Score: -4674727.500000 Penalty: 5029.979004 Iteration 5Q: 3 clusters Score -4674728 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15237 members Mstep: Class 2 contains 10127 members Entering Unmasked Estep Score: -4675159.500000 Penalty: 5029.979004 Iteration 6Q: 3 clusters Score -4675160 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15866 members Mstep: Class 2 contains 9498 members Entering Unmasked Estep Score: -4675564.500000 Penalty: 5029.979004 Iteration 7Q: 3 clusters Score -4675564 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16589 members Mstep: Class 2 contains 8775 members Entering Unmasked Estep Score: -4675970.000000 Penalty: 5029.979004 Iteration 8Q: 3 clusters Score -4675970 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17442 members Mstep: Class 2 contains 7922 members Entering Unmasked Estep Score: -4676504.000000 Penalty: 5029.979004 Iteration 9Q: 3 clusters Score -4676504 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18404 members Mstep: Class 2 contains 6960 members Entering Unmasked Estep Score: -4677068.500000 Penalty: 5029.979004 Iteration 10Q: 3 clusters Score -4677068 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19481 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -4677744.000000 Penalty: 5029.979004 Iteration 11Q: 3 clusters Score -4677744 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20612 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -4678565.500000 Penalty: 5029.979004 Iteration 12Q: 3 clusters Score -4678566 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21722 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -4679397.000000 Penalty: 5029.979004 Iteration 13Q: 3 clusters Score -4679397 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22670 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -4680114.500000 Penalty: 5029.979004 Iteration 14Q: 3 clusters Score -4680114 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23415 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -4680670.500000 Penalty: 5029.979004 Iteration 15Q: 3 clusters Score -4680670 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23970 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -4681084.500000 Penalty: 5029.979004 Iteration 16Q: 3 clusters Score -4681084 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24340 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -4681380.000000 Penalty: 5029.979004 Iteration 17Q: 3 clusters Score -4681380 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24571 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -4681523.000000 Penalty: 5029.979004 Iteration 18Q: 3 clusters Score -4681523 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24715 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -4681648.000000 Penalty: 5029.979004 Iteration 19Q: 3 clusters Score -4681648 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24814 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -4681746.500000 Penalty: 5029.979004 Iteration 20F: 3 clusters Score -4681746 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24883 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -4681805.000000 Penalty: 5029.979004 Iteration 21Q: 3 clusters Score -4681805 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24932 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -4681847.000000 Penalty: 5029.979004 Iteration 22Q: 3 clusters Score -4681847 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24963 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -4681879.500000 Penalty: 5029.979004 Iteration 23Q: 3 clusters Score -4681880 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24978 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -4681911.500000 Penalty: 5029.979004 Iteration 24Q: 3 clusters Score -4681912 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24994 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -4681930.000000 Penalty: 5029.979004 Iteration 25Q: 3 clusters Score -4681930 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25008 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -4681952.000000 Penalty: 5029.979004 Iteration 26Q: 3 clusters Score -4681952 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25018 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -4681958.500000 Penalty: 5029.979004 Iteration 27Q: 3 clusters Score -4681958 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25022 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -4681960.000000 Penalty: 5029.979004 Iteration 28Q: 3 clusters Score -4681960 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25026 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -4681965.000000 Penalty: 5029.979004 Iteration 29Q: 3 clusters Score -4681965 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25029 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -4681972.500000 Penalty: 5029.979004 Iteration 30Q: 3 clusters Score -4681972 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25030 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -4681972.500000 Penalty: 5029.979004 Iteration 31Q: 3 clusters Score -4681972 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25031 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -4681973.500000 Penalty: 5029.979004 Iteration 32Q: 3 clusters Score -4681974 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25031 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -4681973.500000 Penalty: 5029.979004 Iteration 33F: 3 clusters Score -4681974 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Entering Unmasked Estep Score: -34272.835938 Penalty: 1399.192993 Iteration 0F: 2 clusters Score -34272.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -33294.507812 Penalty: 2798.385986 Iteration 0F: 3 clusters Score -33294.51 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -33754.910156 Penalty: 2798.385986 Iteration 1F: 3 clusters Score -33754.91 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -33931.289062 Penalty: 2798.385986 Iteration 2F: 3 clusters Score -33931.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -33959.453125 Penalty: 2798.385986 Iteration 3Q: 3 clusters Score -33959.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -33975.753906 Penalty: 2798.385986 Iteration 4Q: 3 clusters Score -33975.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -33985.300781 Penalty: 2798.385986 Iteration 5Q: 3 clusters Score -33985.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -33987.796875 Penalty: 2798.385986 Iteration 6Q: 3 clusters Score -33987.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -33987.796875 Penalty: 2798.385986 Iteration 7F: 3 clusters Score -33987.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (52358 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52358 members Entering Unmasked Estep Score: -9673806.000000 Penalty: 2694.733398 Iteration 0F: 2 clusters Score -9673806 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26099 members Mstep: Class 2 contains 26259 members Entering Unmasked Estep Score: -9639910.000000 Penalty: 5389.466797 Iteration 0F: 3 clusters Score -9639910 nChanged 24190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25627 members Mstep: Class 2 contains 26731 members Entering Unmasked Estep Score: -9653191.000000 Penalty: 5389.466797 Iteration 1F: 3 clusters Score -9653191 nChanged 2177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25220 members Mstep: Class 2 contains 27138 members Entering Unmasked Estep Score: -9653868.000000 Penalty: 5389.466797 Iteration 2Q: 3 clusters Score -9653868 nChanged 2210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24606 members Mstep: Class 2 contains 27752 members Entering Unmasked Estep Score: -9654615.000000 Penalty: 5389.466797 Iteration 3Q: 3 clusters Score -9654615 nChanged 2217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23687 members Mstep: Class 2 contains 28671 members Entering Unmasked Estep Score: -9655450.000000 Penalty: 5389.466797 Iteration 4Q: 3 clusters Score -9655450 nChanged 2394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22387 members Mstep: Class 2 contains 29971 members Entering Unmasked Estep Score: -9656384.000000 Penalty: 5389.466797 Iteration 5Q: 3 clusters Score -9656384 nChanged 2561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20584 members Mstep: Class 2 contains 31774 members Entering Unmasked Estep Score: -9657602.000000 Penalty: 5389.466797 Iteration 6Q: 3 clusters Score -9657602 nChanged 3036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18102 members Mstep: Class 2 contains 34256 members Entering Unmasked Estep Score: -9659619.000000 Penalty: 5389.466797 Iteration 7F: 3 clusters Score -9659619 nChanged 3372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15214 members Mstep: Class 2 contains 37144 members Entering Unmasked Estep Score: -9662327.000000 Penalty: 5389.466797 Iteration 8F: 3 clusters Score -9662327 nChanged 3278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12522 members Mstep: Class 2 contains 39836 members Entering Unmasked Estep Score: -9665287.000000 Penalty: 5389.466797 Iteration 9F: 3 clusters Score -9665287 nChanged 2687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10467 members Mstep: Class 2 contains 41891 members Entering Unmasked Estep Score: -9667710.000000 Penalty: 5389.466797 Iteration 10F: 3 clusters Score -9667710 nChanged 1925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9020 members Mstep: Class 2 contains 43338 members Entering Unmasked Estep Score: -9669241.000000 Penalty: 5389.466797 Iteration 11Q: 3 clusters Score -9669241 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7965 members Mstep: Class 2 contains 44393 members Entering Unmasked Estep Score: -9670055.000000 Penalty: 5389.466797 Iteration 12Q: 3 clusters Score -9670055 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 45245 members Entering Unmasked Estep Score: -9670533.000000 Penalty: 5389.466797 Iteration 13Q: 3 clusters Score -9670533 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 45956 members Entering Unmasked Estep Score: -9670803.000000 Penalty: 5389.466797 Iteration 14Q: 3 clusters Score -9670803 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 46542 members Entering Unmasked Estep Score: -9670999.000000 Penalty: 5389.466797 Iteration 15Q: 3 clusters Score -9670999 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5302 members Mstep: Class 2 contains 47056 members Entering Unmasked Estep Score: -9671114.000000 Penalty: 5389.466797 Iteration 16Q: 3 clusters Score -9671114 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 47533 members Entering Unmasked Estep Score: -9671260.000000 Penalty: 5389.466797 Iteration 17Q: 3 clusters Score -9671260 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 47985 members Entering Unmasked Estep Score: -9671382.000000 Penalty: 5389.466797 Iteration 18Q: 3 clusters Score -9671382 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 48415 members Entering Unmasked Estep Score: -9671407.000000 Penalty: 5389.466797 Iteration 19Q: 3 clusters Score -9671407 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 48800 members Entering Unmasked Estep Score: -9671508.000000 Penalty: 5389.466797 Iteration 20F: 3 clusters Score -9671508 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 49120 members Entering Unmasked Estep Score: -9671539.000000 Penalty: 5389.466797 Iteration 21Q: 3 clusters Score -9671539 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 49417 members Entering Unmasked Estep Score: -9671582.000000 Penalty: 5389.466797 Iteration 22Q: 3 clusters Score -9671582 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 49700 members Entering Unmasked Estep Score: -9671638.000000 Penalty: 5389.466797 Iteration 23Q: 3 clusters Score -9671638 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 49936 members Entering Unmasked Estep Score: -9671662.000000 Penalty: 5389.466797 Iteration 24Q: 3 clusters Score -9671662 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 50160 members Entering Unmasked Estep Score: -9671688.000000 Penalty: 5389.466797 Iteration 25Q: 3 clusters Score -9671688 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 50372 members Entering Unmasked Estep Score: -9671731.000000 Penalty: 5389.466797 Iteration 26Q: 3 clusters Score -9671731 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 50531 members Entering Unmasked Estep Score: -9671761.000000 Penalty: 5389.466797 Iteration 27Q: 3 clusters Score -9671761 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 50661 members Entering Unmasked Estep Score: -9671770.000000 Penalty: 5389.466797 Iteration 28Q: 3 clusters Score -9671770 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 50774 members Entering Unmasked Estep Score: -9671768.000000 Penalty: 5389.466797 Iteration 29Q: 3 clusters Score -9671768 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 50878 members Entering Unmasked Estep Score: -9671770.000000 Penalty: 5389.466797 Iteration 30Q: 3 clusters Score -9671770 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 50945 members Entering Unmasked Estep Score: -9671770.000000 Penalty: 5389.466797 Iteration 31Q: 3 clusters Score -9671770 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 51002 members Entering Unmasked Estep Score: -9671773.000000 Penalty: 5389.466797 Iteration 32Q: 3 clusters Score -9671773 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 51054 members Entering Unmasked Estep Score: -9671778.000000 Penalty: 5389.466797 Iteration 33Q: 3 clusters Score -9671778 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 51106 members Entering Unmasked Estep Score: -9671780.000000 Penalty: 5389.466797 Iteration 34Q: 3 clusters Score -9671780 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 51152 members Entering Unmasked Estep Score: -9671778.000000 Penalty: 5389.466797 Iteration 35Q: 3 clusters Score -9671778 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 51196 members Entering Unmasked Estep Score: -9671759.000000 Penalty: 5389.466797 Iteration 36Q: 3 clusters Score -9671759 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 51240 members Entering Unmasked Estep Score: -9671762.000000 Penalty: 5389.466797 Iteration 37Q: 3 clusters Score -9671762 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 51290 members Entering Unmasked Estep Score: -9671745.000000 Penalty: 5389.466797 Iteration 38Q: 3 clusters Score -9671745 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 51335 members Entering Unmasked Estep Score: -9671761.000000 Penalty: 5389.466797 Iteration 39Q: 3 clusters Score -9671761 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 51370 members Entering Unmasked Estep Score: -9671764.000000 Penalty: 5389.466797 Iteration 40F: 3 clusters Score -9671764 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 51395 members Entering Unmasked Estep Score: -9671774.000000 Penalty: 5389.466797 Iteration 41Q: 3 clusters Score -9671774 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 51418 members Entering Unmasked Estep Score: -9671768.000000 Penalty: 5389.466797 Iteration 42Q: 3 clusters Score -9671768 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 51446 members Entering Unmasked Estep Score: -9671768.000000 Penalty: 5389.466797 Iteration 43Q: 3 clusters Score -9671768 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 51461 members Entering Unmasked Estep Score: -9671765.000000 Penalty: 5389.466797 Iteration 44Q: 3 clusters Score -9671765 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 51469 members Entering Unmasked Estep Score: -9671781.000000 Penalty: 5389.466797 Iteration 45Q: 3 clusters Score -9671781 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 51480 members Entering Unmasked Estep Score: -9671780.000000 Penalty: 5389.466797 Iteration 46Q: 3 clusters Score -9671780 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 51491 members Entering Unmasked Estep Score: -9671778.000000 Penalty: 5389.466797 Iteration 47Q: 3 clusters Score -9671778 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 51500 members Entering Unmasked Estep Score: -9671765.000000 Penalty: 5389.466797 Iteration 48Q: 3 clusters Score -9671765 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 51509 members Entering Unmasked Estep Score: -9671782.000000 Penalty: 5389.466797 Iteration 49Q: 3 clusters Score -9671782 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 51514 members Entering Unmasked Estep Score: -9671775.000000 Penalty: 5389.466797 Iteration 50Q: 3 clusters Score -9671775 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 51520 members Entering Unmasked Estep Score: -9671769.000000 Penalty: 5389.466797 Iteration 51Q: 3 clusters Score -9671769 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 51527 members Entering Unmasked Estep Score: -9671771.000000 Penalty: 5389.466797 Iteration 52Q: 3 clusters Score -9671771 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 51531 members Entering Unmasked Estep Score: -9671784.000000 Penalty: 5389.466797 Iteration 53Q: 3 clusters Score -9671784 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 51540 members Entering Unmasked Estep Score: -9671768.000000 Penalty: 5389.466797 Iteration 54Q: 3 clusters Score -9671768 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 51551 members Entering Unmasked Estep Score: -9671779.000000 Penalty: 5389.466797 Iteration 55Q: 3 clusters Score -9671779 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 51556 members Entering Unmasked Estep Score: -9671778.000000 Penalty: 5389.466797 Iteration 56Q: 3 clusters Score -9671778 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 51561 members Entering Unmasked Estep Score: -9671783.000000 Penalty: 5389.466797 Iteration 57Q: 3 clusters Score -9671783 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 51567 members Entering Unmasked Estep Score: -9671776.000000 Penalty: 5389.466797 Iteration 58Q: 3 clusters Score -9671776 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 51571 members Entering Unmasked Estep Score: -9671778.000000 Penalty: 5389.466797 Iteration 59Q: 3 clusters Score -9671778 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 51579 members Entering Unmasked Estep Score: -9671776.000000 Penalty: 5389.466797 Iteration 60F: 3 clusters Score -9671776 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 51585 members Entering Unmasked Estep Score: -9671770.000000 Penalty: 5389.466797 Iteration 61Q: 3 clusters Score -9671770 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 51591 members Entering Unmasked Estep Score: -9671779.000000 Penalty: 5389.466797 Iteration 62Q: 3 clusters Score -9671779 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 51596 members Entering Unmasked Estep Score: -9671779.000000 Penalty: 5389.466797 Iteration 63Q: 3 clusters Score -9671779 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 51600 members Entering Unmasked Estep Score: -9671771.000000 Penalty: 5389.466797 Iteration 64Q: 3 clusters Score -9671771 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 51602 members Entering Unmasked Estep Score: -9671766.000000 Penalty: 5389.466797 Iteration 65Q: 3 clusters Score -9671766 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 51605 members Entering Unmasked Estep Score: -9671775.000000 Penalty: 5389.466797 Iteration 66Q: 3 clusters Score -9671775 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 51604 members Entering Unmasked Estep Score: -9671778.000000 Penalty: 5389.466797 Iteration 67Q: 3 clusters Score -9671778 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 51605 members Entering Unmasked Estep Score: -9671777.000000 Penalty: 5389.466797 Iteration 68Q: 3 clusters Score -9671777 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 51606 members Entering Unmasked Estep Score: -9671780.000000 Penalty: 5389.466797 Iteration 69Q: 3 clusters Score -9671780 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 51606 members Entering Unmasked Estep Score: -9671780.000000 Penalty: 5389.466797 Iteration 70F: 3 clusters Score -9671780 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Entering Unmasked Estep Score: -56275.394531 Penalty: 1462.494141 Iteration 0F: 2 clusters Score -56275.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -55012.617188 Penalty: 2924.988281 Iteration 0F: 3 clusters Score -55012.62 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -55203.039062 Penalty: 2924.988281 Iteration 1F: 3 clusters Score -55203.04 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -55265.222656 Penalty: 2924.988281 Iteration 2F: 3 clusters Score -55265.22 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -55310.425781 Penalty: 2924.988281 Iteration 3Q: 3 clusters Score -55310.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -55364.425781 Penalty: 2924.988281 Iteration 4Q: 3 clusters Score -55364.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -55419.355469 Penalty: 2924.988281 Iteration 5Q: 3 clusters Score -55419.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -55447.316406 Penalty: 2924.988281 Iteration 6Q: 3 clusters Score -55447.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -55452.664062 Penalty: 2924.988281 Iteration 7Q: 3 clusters Score -55452.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -55452.664062 Penalty: 2924.988281 Iteration 8F: 3 clusters Score -55452.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (24651 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24651 members Entering Unmasked Estep Score: -4537924.000000 Penalty: 2507.917969 Iteration 0F: 2 clusters Score -4537924 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12287 members Mstep: Class 2 contains 12364 members Entering Unmasked Estep Score: -4520805.500000 Penalty: 5015.835938 Iteration 0F: 3 clusters Score -4520806 nChanged 11017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12184 members Mstep: Class 2 contains 12467 members Entering Unmasked Estep Score: -4526766.500000 Penalty: 5015.835938 Iteration 1F: 3 clusters Score -4526766 nChanged 1323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12179 members Mstep: Class 2 contains 12472 members Entering Unmasked Estep Score: -4527318.000000 Penalty: 5015.835938 Iteration 2F: 3 clusters Score -4527318 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12149 members Mstep: Class 2 contains 12502 members Entering Unmasked Estep Score: -4527815.000000 Penalty: 5015.835938 Iteration 3Q: 3 clusters Score -4527815 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12027 members Mstep: Class 2 contains 12624 members Entering Unmasked Estep Score: -4528317.500000 Penalty: 5015.835938 Iteration 4Q: 3 clusters Score -4528318 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11836 members Mstep: Class 2 contains 12815 members Entering Unmasked Estep Score: -4528831.000000 Penalty: 5015.835938 Iteration 5Q: 3 clusters Score -4528831 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11548 members Mstep: Class 2 contains 13103 members Entering Unmasked Estep Score: -4529478.000000 Penalty: 5015.835938 Iteration 6Q: 3 clusters Score -4529478 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11075 members Mstep: Class 2 contains 13576 members Entering Unmasked Estep Score: -4530287.000000 Penalty: 5015.835938 Iteration 7F: 3 clusters Score -4530287 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10488 members Mstep: Class 2 contains 14163 members Entering Unmasked Estep Score: -4531296.500000 Penalty: 5015.835938 Iteration 8F: 3 clusters Score -4531296 nChanged 1521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9747 members Mstep: Class 2 contains 14904 members Entering Unmasked Estep Score: -4532461.500000 Penalty: 5015.835938 Iteration 9F: 3 clusters Score -4532462 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9074 members Mstep: Class 2 contains 15577 members Entering Unmasked Estep Score: -4533530.500000 Penalty: 5015.835938 Iteration 10F: 3 clusters Score -4533530 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8495 members Mstep: Class 2 contains 16156 members Entering Unmasked Estep Score: -4534225.000000 Penalty: 5015.835938 Iteration 11Q: 3 clusters Score -4534225 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8023 members Mstep: Class 2 contains 16628 members Entering Unmasked Estep Score: -4534592.000000 Penalty: 5015.835938 Iteration 12Q: 3 clusters Score -4534592 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 16995 members Entering Unmasked Estep Score: -4534819.500000 Penalty: 5015.835938 Iteration 13Q: 3 clusters Score -4534820 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7324 members Mstep: Class 2 contains 17327 members Entering Unmasked Estep Score: -4534959.000000 Penalty: 5015.835938 Iteration 14Q: 3 clusters Score -4534959 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7046 members Mstep: Class 2 contains 17605 members Entering Unmasked Estep Score: -4535097.000000 Penalty: 5015.835938 Iteration 15Q: 3 clusters Score -4535097 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6781 members Mstep: Class 2 contains 17870 members Entering Unmasked Estep Score: -4535180.500000 Penalty: 5015.835938 Iteration 16Q: 3 clusters Score -4535180 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6551 members Mstep: Class 2 contains 18100 members Entering Unmasked Estep Score: -4535259.500000 Penalty: 5015.835938 Iteration 17Q: 3 clusters Score -4535260 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6351 members Mstep: Class 2 contains 18300 members Entering Unmasked Estep Score: -4535301.000000 Penalty: 5015.835938 Iteration 18Q: 3 clusters Score -4535301 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Mstep: Class 2 contains 18474 members Entering Unmasked Estep Score: -4535342.000000 Penalty: 5015.835938 Iteration 19Q: 3 clusters Score -4535342 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6026 members Mstep: Class 2 contains 18625 members Entering Unmasked Estep Score: -4535383.500000 Penalty: 5015.835938 Iteration 20F: 3 clusters Score -4535384 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 18776 members Entering Unmasked Estep Score: -4535411.000000 Penalty: 5015.835938 Iteration 21Q: 3 clusters Score -4535411 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5730 members Mstep: Class 2 contains 18921 members Entering Unmasked Estep Score: -4535446.500000 Penalty: 5015.835938 Iteration 22Q: 3 clusters Score -4535446 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 19049 members Entering Unmasked Estep Score: -4535480.500000 Penalty: 5015.835938 Iteration 23Q: 3 clusters Score -4535480 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 19160 members Entering Unmasked Estep Score: -4535494.500000 Penalty: 5015.835938 Iteration 24Q: 3 clusters Score -4535494 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 19238 members Entering Unmasked Estep Score: -4535505.500000 Penalty: 5015.835938 Iteration 25Q: 3 clusters Score -4535506 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 19311 members Entering Unmasked Estep Score: -4535518.000000 Penalty: 5015.835938 Iteration 26Q: 3 clusters Score -4535518 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 19387 members Entering Unmasked Estep Score: -4535550.000000 Penalty: 5015.835938 Iteration 27Q: 3 clusters Score -4535550 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 19455 members Entering Unmasked Estep Score: -4535538.500000 Penalty: 5015.835938 Iteration 28Q: 3 clusters Score -4535538 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 19518 members Entering Unmasked Estep Score: -4535555.500000 Penalty: 5015.835938 Iteration 29Q: 3 clusters Score -4535556 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 19576 members Entering Unmasked Estep Score: -4535553.000000 Penalty: 5015.835938 Iteration 30Q: 3 clusters Score -4535553 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 19629 members Entering Unmasked Estep Score: -4535547.000000 Penalty: 5015.835938 Iteration 31Q: 3 clusters Score -4535547 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 19684 members Entering Unmasked Estep Score: -4535559.500000 Penalty: 5015.835938 Iteration 32Q: 3 clusters Score -4535560 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 19734 members Entering Unmasked Estep Score: -4535581.000000 Penalty: 5015.835938 Iteration 33Q: 3 clusters Score -4535581 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 19792 members Entering Unmasked Estep Score: -4535587.000000 Penalty: 5015.835938 Iteration 34Q: 3 clusters Score -4535587 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4805 members Mstep: Class 2 contains 19846 members Entering Unmasked Estep Score: -4535606.000000 Penalty: 5015.835938 Iteration 35Q: 3 clusters Score -4535606 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 19901 members Entering Unmasked Estep Score: -4535618.000000 Penalty: 5015.835938 Iteration 36Q: 3 clusters Score -4535618 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 19963 members Entering Unmasked Estep Score: -4535624.500000 Penalty: 5015.835938 Iteration 37Q: 3 clusters Score -4535624 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 20019 members Entering Unmasked Estep Score: -4535629.500000 Penalty: 5015.835938 Iteration 38Q: 3 clusters Score -4535630 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 20057 members Entering Unmasked Estep Score: -4535635.500000 Penalty: 5015.835938 Iteration 39Q: 3 clusters Score -4535636 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 20104 members Entering Unmasked Estep Score: -4535637.500000 Penalty: 5015.835938 Iteration 40F: 3 clusters Score -4535638 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 20160 members Entering Unmasked Estep Score: -4535654.000000 Penalty: 5015.835938 Iteration 41Q: 3 clusters Score -4535654 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 20205 members Entering Unmasked Estep Score: -4535664.500000 Penalty: 5015.835938 Iteration 42Q: 3 clusters Score -4535664 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 20239 members Entering Unmasked Estep Score: -4535675.000000 Penalty: 5015.835938 Iteration 43Q: 3 clusters Score -4535675 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 20283 members Entering Unmasked Estep Score: -4535673.000000 Penalty: 5015.835938 Iteration 44Q: 3 clusters Score -4535673 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 20325 members Entering Unmasked Estep Score: -4535678.000000 Penalty: 5015.835938 Iteration 45Q: 3 clusters Score -4535678 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 20371 members Entering Unmasked Estep Score: -4535691.500000 Penalty: 5015.835938 Iteration 46Q: 3 clusters Score -4535692 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 20419 members Entering Unmasked Estep Score: -4535697.000000 Penalty: 5015.835938 Iteration 47Q: 3 clusters Score -4535697 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 20453 members Entering Unmasked Estep Score: -4535705.500000 Penalty: 5015.835938 Iteration 48Q: 3 clusters Score -4535706 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 20477 members Entering Unmasked Estep Score: -4535699.500000 Penalty: 5015.835938 Iteration 49Q: 3 clusters Score -4535700 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 20508 members Entering Unmasked Estep Score: -4535708.000000 Penalty: 5015.835938 Iteration 50Q: 3 clusters Score -4535708 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 20541 members Entering Unmasked Estep Score: -4535719.500000 Penalty: 5015.835938 Iteration 51Q: 3 clusters Score -4535720 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 20575 members Entering Unmasked Estep Score: -4535715.000000 Penalty: 5015.835938 Iteration 52Q: 3 clusters Score -4535715 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 20610 members Entering Unmasked Estep Score: -4535720.500000 Penalty: 5015.835938 Iteration 53Q: 3 clusters Score -4535720 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 20643 members Entering Unmasked Estep Score: -4535739.500000 Penalty: 5015.835938 Iteration 54Q: 3 clusters Score -4535740 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 20678 members Entering Unmasked Estep Score: -4535738.000000 Penalty: 5015.835938 Iteration 55Q: 3 clusters Score -4535738 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 20714 members Entering Unmasked Estep Score: -4535751.500000 Penalty: 5015.835938 Iteration 56Q: 3 clusters Score -4535752 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 20751 members Entering Unmasked Estep Score: -4535754.500000 Penalty: 5015.835938 Iteration 57Q: 3 clusters Score -4535754 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 20778 members Entering Unmasked Estep Score: -4535751.500000 Penalty: 5015.835938 Iteration 58Q: 3 clusters Score -4535752 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 20808 members Entering Unmasked Estep Score: -4535764.000000 Penalty: 5015.835938 Iteration 59Q: 3 clusters Score -4535764 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 20833 members Entering Unmasked Estep Score: -4535770.500000 Penalty: 5015.835938 Iteration 60F: 3 clusters Score -4535770 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 20860 members Entering Unmasked Estep Score: -4535769.500000 Penalty: 5015.835938 Iteration 61Q: 3 clusters Score -4535770 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 20880 members Entering Unmasked Estep Score: -4535774.500000 Penalty: 5015.835938 Iteration 62Q: 3 clusters Score -4535774 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 20897 members Entering Unmasked Estep Score: -4535776.000000 Penalty: 5015.835938 Iteration 63Q: 3 clusters Score -4535776 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 20916 members Entering Unmasked Estep Score: -4535783.500000 Penalty: 5015.835938 Iteration 64Q: 3 clusters Score -4535784 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 20935 members Entering Unmasked Estep Score: -4535774.000000 Penalty: 5015.835938 Iteration 65Q: 3 clusters Score -4535774 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 20951 members Entering Unmasked Estep Score: -4535771.500000 Penalty: 5015.835938 Iteration 66Q: 3 clusters Score -4535772 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 20970 members Entering Unmasked Estep Score: -4535772.500000 Penalty: 5015.835938 Iteration 67Q: 3 clusters Score -4535772 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 20992 members Entering Unmasked Estep Score: -4535776.000000 Penalty: 5015.835938 Iteration 68Q: 3 clusters Score -4535776 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 21018 members Entering Unmasked Estep Score: -4535777.500000 Penalty: 5015.835938 Iteration 69Q: 3 clusters Score -4535778 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 21048 members Entering Unmasked Estep Score: -4535780.000000 Penalty: 5015.835938 Iteration 70Q: 3 clusters Score -4535780 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 21082 members Entering Unmasked Estep Score: -4535790.500000 Penalty: 5015.835938 Iteration 71Q: 3 clusters Score -4535790 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 21109 members Entering Unmasked Estep Score: -4535801.000000 Penalty: 5015.835938 Iteration 72Q: 3 clusters Score -4535801 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 21139 members Entering Unmasked Estep Score: -4535804.000000 Penalty: 5015.835938 Iteration 73Q: 3 clusters Score -4535804 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 21167 members Entering Unmasked Estep Score: -4535806.500000 Penalty: 5015.835938 Iteration 74Q: 3 clusters Score -4535806 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 21194 members Entering Unmasked Estep Score: -4535817.500000 Penalty: 5015.835938 Iteration 75Q: 3 clusters Score -4535818 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 21220 members Entering Unmasked Estep Score: -4535822.500000 Penalty: 5015.835938 Iteration 76Q: 3 clusters Score -4535822 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 21235 members Entering Unmasked Estep Score: -4535819.500000 Penalty: 5015.835938 Iteration 77Q: 3 clusters Score -4535820 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 21248 members Entering Unmasked Estep Score: -4535818.500000 Penalty: 5015.835938 Iteration 78Q: 3 clusters Score -4535818 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 21260 members Entering Unmasked Estep Score: -4535826.500000 Penalty: 5015.835938 Iteration 79Q: 3 clusters Score -4535826 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 21273 members Entering Unmasked Estep Score: -4535827.000000 Penalty: 5015.835938 Iteration 80F: 3 clusters Score -4535827 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 21287 members Entering Unmasked Estep Score: -4535835.000000 Penalty: 5015.835938 Iteration 81Q: 3 clusters Score -4535835 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 21299 members Entering Unmasked Estep Score: -4535829.500000 Penalty: 5015.835938 Iteration 82Q: 3 clusters Score -4535830 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 21317 members Entering Unmasked Estep Score: -4535838.500000 Penalty: 5015.835938 Iteration 83Q: 3 clusters Score -4535838 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 21328 members Entering Unmasked Estep Score: -4535843.000000 Penalty: 5015.835938 Iteration 84Q: 3 clusters Score -4535843 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 21345 members Entering Unmasked Estep Score: -4535841.000000 Penalty: 5015.835938 Iteration 85Q: 3 clusters Score -4535841 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 21361 members Entering Unmasked Estep Score: -4535839.000000 Penalty: 5015.835938 Iteration 86Q: 3 clusters Score -4535839 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 21382 members Entering Unmasked Estep Score: -4535834.500000 Penalty: 5015.835938 Iteration 87Q: 3 clusters Score -4535834 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 21407 members Entering Unmasked Estep Score: -4535846.000000 Penalty: 5015.835938 Iteration 88Q: 3 clusters Score -4535846 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 21431 members Entering Unmasked Estep Score: -4535846.500000 Penalty: 5015.835938 Iteration 89Q: 3 clusters Score -4535846 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 21454 members Entering Unmasked Estep Score: -4535851.500000 Penalty: 5015.835938 Iteration 90Q: 3 clusters Score -4535852 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 21475 members Entering Unmasked Estep Score: -4535850.500000 Penalty: 5015.835938 Iteration 91Q: 3 clusters Score -4535850 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 21492 members Entering Unmasked Estep Score: -4535858.000000 Penalty: 5015.835938 Iteration 92Q: 3 clusters Score -4535858 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 21509 members Entering Unmasked Estep Score: -4535858.500000 Penalty: 5015.835938 Iteration 93Q: 3 clusters Score -4535858 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 21529 members Entering Unmasked Estep Score: -4535863.000000 Penalty: 5015.835938 Iteration 94Q: 3 clusters Score -4535863 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 21553 members Entering Unmasked Estep Score: -4535862.500000 Penalty: 5015.835938 Iteration 95Q: 3 clusters Score -4535862 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 21574 members Entering Unmasked Estep Score: -4535869.000000 Penalty: 5015.835938 Iteration 96Q: 3 clusters Score -4535869 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 21591 members Entering Unmasked Estep Score: -4535876.000000 Penalty: 5015.835938 Iteration 97Q: 3 clusters Score -4535876 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 21604 members Entering Unmasked Estep Score: -4535882.000000 Penalty: 5015.835938 Iteration 98Q: 3 clusters Score -4535882 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 21618 members Entering Unmasked Estep Score: -4535881.000000 Penalty: 5015.835938 Iteration 99Q: 3 clusters Score -4535881 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 21634 members Entering Unmasked Estep Score: -4535884.500000 Penalty: 5015.835938 Iteration 100F: 3 clusters Score -4535884 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 21653 members Entering Unmasked Estep Score: -4535889.000000 Penalty: 5015.835938 Iteration 101Q: 3 clusters Score -4535889 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 21674 members Entering Unmasked Estep Score: -4535892.000000 Penalty: 5015.835938 Iteration 102Q: 3 clusters Score -4535892 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 21689 members Entering Unmasked Estep Score: -4535904.500000 Penalty: 5015.835938 Iteration 103Q: 3 clusters Score -4535904 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 21703 members Entering Unmasked Estep Score: -4535907.000000 Penalty: 5015.835938 Iteration 104Q: 3 clusters Score -4535907 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 21722 members Entering Unmasked Estep Score: -4535914.500000 Penalty: 5015.835938 Iteration 105Q: 3 clusters Score -4535914 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 21735 members Entering Unmasked Estep Score: -4535909.000000 Penalty: 5015.835938 Iteration 106Q: 3 clusters Score -4535909 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 21757 members Entering Unmasked Estep Score: -4535905.500000 Penalty: 5015.835938 Iteration 107Q: 3 clusters Score -4535906 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 21776 members Entering Unmasked Estep Score: -4535914.000000 Penalty: 5015.835938 Iteration 108Q: 3 clusters Score -4535914 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 21791 members Entering Unmasked Estep Score: -4535917.500000 Penalty: 5015.835938 Iteration 109Q: 3 clusters Score -4535918 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 21811 members Entering Unmasked Estep Score: -4535918.000000 Penalty: 5015.835938 Iteration 110Q: 3 clusters Score -4535918 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 21826 members Entering Unmasked Estep Score: -4535921.500000 Penalty: 5015.835938 Iteration 111Q: 3 clusters Score -4535922 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 21841 members Entering Unmasked Estep Score: -4535918.000000 Penalty: 5015.835938 Iteration 112Q: 3 clusters Score -4535918 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 21853 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -4535922.500000 Penalty: 5015.835938 Iteration 117Q: 3 clusters Score -4535922 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 21868 members Entering Unmasked Estep Score: -4535920.500000 Penalty: 5015.835938 Iteration 118Q: 3 clusters Score -4535920 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 21869 members Entering Unmasked Estep Score: -4535920.000000 Penalty: 5015.835938 Iteration 119Q: 3 clusters Score -4535920 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 21870 members Entering Unmasked Estep Score: -4535922.500000 Penalty: 5015.835938 Iteration 120F: 3 clusters Score -4535922 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 21871 members Entering Unmasked Estep Score: -4535924.500000 Penalty: 5015.835938 Iteration 121Q: 3 clusters Score -4535924 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 21871 members Entering Unmasked Estep Score: -4535924.500000 Penalty: 5015.835938 Iteration 122F: 3 clusters Score -4535924 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (23729 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23729 members Entering Unmasked Estep Score: -4586303.500000 Penalty: 2498.464355 Iteration 0F: 2 clusters Score -4586304 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11821 members Mstep: Class 2 contains 11908 members Entering Unmasked Estep Score: -4569820.000000 Penalty: 4996.928711 Iteration 0F: 3 clusters Score -4569820 nChanged 10601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11620 members Mstep: Class 2 contains 12109 members Entering Unmasked Estep Score: -4575449.000000 Penalty: 4996.928711 Iteration 1F: 3 clusters Score -4575449 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11588 members Mstep: Class 2 contains 12141 members Entering Unmasked Estep Score: -4575844.000000 Penalty: 4996.928711 Iteration 2Q: 3 clusters Score -4575844 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11597 members Mstep: Class 2 contains 12132 members Entering Unmasked Estep Score: -4576190.500000 Penalty: 4996.928711 Iteration 3Q: 3 clusters Score -4576190 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11560 members Mstep: Class 2 contains 12169 members Entering Unmasked Estep Score: -4576468.500000 Penalty: 4996.928711 Iteration 4Q: 3 clusters Score -4576468 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11517 members Mstep: Class 2 contains 12212 members Entering Unmasked Estep Score: -4576668.000000 Penalty: 4996.928711 Iteration 5Q: 3 clusters Score -4576668 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11489 members Mstep: Class 2 contains 12240 members Entering Unmasked Estep Score: -4576851.500000 Penalty: 4996.928711 Iteration 6Q: 3 clusters Score -4576852 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11451 members Mstep: Class 2 contains 12278 members Entering Unmasked Estep Score: -4576997.000000 Penalty: 4996.928711 Iteration 7Q: 3 clusters Score -4576997 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11418 members Mstep: Class 2 contains 12311 members Entering Unmasked Estep Score: -4577151.500000 Penalty: 4996.928711 Iteration 8Q: 3 clusters Score -4577152 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11354 members Mstep: Class 2 contains 12375 members Entering Unmasked Estep Score: -4577293.000000 Penalty: 4996.928711 Iteration 9Q: 3 clusters Score -4577293 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11225 members Mstep: Class 2 contains 12504 members Entering Unmasked Estep Score: -4577470.500000 Penalty: 4996.928711 Iteration 10Q: 3 clusters Score -4577470 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11130 members Mstep: Class 2 contains 12599 members Entering Unmasked Estep Score: -4577632.500000 Penalty: 4996.928711 Iteration 11Q: 3 clusters Score -4577632 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11006 members Mstep: Class 2 contains 12723 members Entering Unmasked Estep Score: -4577858.500000 Penalty: 4996.928711 Iteration 12Q: 3 clusters Score -4577858 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10855 members Mstep: Class 2 contains 12874 members Entering Unmasked Estep Score: -4578113.000000 Penalty: 4996.928711 Iteration 13Q: 3 clusters Score -4578113 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10638 members Mstep: Class 2 contains 13091 members Entering Unmasked Estep Score: -4578406.500000 Penalty: 4996.928711 Iteration 14Q: 3 clusters Score -4578406 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10368 members Mstep: Class 2 contains 13361 members Entering Unmasked Estep Score: -4578810.500000 Penalty: 4996.928711 Iteration 15Q: 3 clusters Score -4578810 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10074 members Mstep: Class 2 contains 13655 members Entering Unmasked Estep Score: -4579242.500000 Penalty: 4996.928711 Iteration 16Q: 3 clusters Score -4579242 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9780 members Mstep: Class 2 contains 13949 members Entering Unmasked Estep Score: -4579655.500000 Penalty: 4996.928711 Iteration 17Q: 3 clusters Score -4579656 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9518 members Mstep: Class 2 contains 14211 members Entering Unmasked Estep Score: -4580020.500000 Penalty: 4996.928711 Iteration 18Q: 3 clusters Score -4580020 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9281 members Mstep: Class 2 contains 14448 members Entering Unmasked Estep Score: -4580290.500000 Penalty: 4996.928711 Iteration 19Q: 3 clusters Score -4580290 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9035 members Mstep: Class 2 contains 14694 members Entering Unmasked Estep Score: -4580484.500000 Penalty: 4996.928711 Iteration 20F: 3 clusters Score -4580484 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8804 members Mstep: Class 2 contains 14925 members Entering Unmasked Estep Score: -4580582.500000 Penalty: 4996.928711 Iteration 21Q: 3 clusters Score -4580582 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8560 members Mstep: Class 2 contains 15169 members Entering Unmasked Estep Score: -4580679.000000 Penalty: 4996.928711 Iteration 22Q: 3 clusters Score -4580679 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8312 members Mstep: Class 2 contains 15417 members Entering Unmasked Estep Score: -4580756.500000 Penalty: 4996.928711 Iteration 23Q: 3 clusters Score -4580756 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8064 members Mstep: Class 2 contains 15665 members Entering Unmasked Estep Score: -4580860.000000 Penalty: 4996.928711 Iteration 24Q: 3 clusters Score -4580860 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7814 members Mstep: Class 2 contains 15915 members Entering Unmasked Estep Score: -4580928.000000 Penalty: 4996.928711 Iteration 25Q: 3 clusters Score -4580928 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7568 members Mstep: Class 2 contains 16161 members Entering Unmasked Estep Score: -4580994.500000 Penalty: 4996.928711 Iteration 26Q: 3 clusters Score -4580994 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7339 members Mstep: Class 2 contains 16390 members Entering Unmasked Estep Score: -4581055.000000 Penalty: 4996.928711 Iteration 27Q: 3 clusters Score -4581055 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 16616 members Entering Unmasked Estep Score: -4581108.000000 Penalty: 4996.928711 Iteration 28Q: 3 clusters Score -4581108 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6900 members Mstep: Class 2 contains 16829 members Entering Unmasked Estep Score: -4581148.500000 Penalty: 4996.928711 Iteration 29Q: 3 clusters Score -4581148 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 17050 members Entering Unmasked Estep Score: -4581215.500000 Penalty: 4996.928711 Iteration 30Q: 3 clusters Score -4581216 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 17266 members Entering Unmasked Estep Score: -4581279.500000 Penalty: 4996.928711 Iteration 31Q: 3 clusters Score -4581280 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6257 members Mstep: Class 2 contains 17472 members Entering Unmasked Estep Score: -4581313.500000 Penalty: 4996.928711 Iteration 32Q: 3 clusters Score -4581314 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 17677 members Entering Unmasked Estep Score: -4581362.500000 Penalty: 4996.928711 Iteration 33Q: 3 clusters Score -4581362 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 17871 members Entering Unmasked Estep Score: -4581425.500000 Penalty: 4996.928711 Iteration 34Q: 3 clusters Score -4581426 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5647 members Mstep: Class 2 contains 18082 members Entering Unmasked Estep Score: -4581485.000000 Penalty: 4996.928711 Iteration 35Q: 3 clusters Score -4581485 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 18314 members Entering Unmasked Estep Score: -4581553.500000 Penalty: 4996.928711 Iteration 36Q: 3 clusters Score -4581554 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 18569 members Entering Unmasked Estep Score: -4581641.000000 Penalty: 4996.928711 Iteration 37Q: 3 clusters Score -4581641 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4919 members Mstep: Class 2 contains 18810 members Entering Unmasked Estep Score: -4581726.500000 Penalty: 4996.928711 Iteration 38Q: 3 clusters Score -4581726 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 19047 members Entering Unmasked Estep Score: -4581818.000000 Penalty: 4996.928711 Iteration 39Q: 3 clusters Score -4581818 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 19275 members Entering Unmasked Estep Score: -4581897.500000 Penalty: 4996.928711 Iteration 40F: 3 clusters Score -4581898 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 19505 members Entering Unmasked Estep Score: -4581981.500000 Penalty: 4996.928711 Iteration 41Q: 3 clusters Score -4581982 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 19724 members Entering Unmasked Estep Score: -4582053.500000 Penalty: 4996.928711 Iteration 42Q: 3 clusters Score -4582054 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 19958 members Entering Unmasked Estep Score: -4582133.500000 Penalty: 4996.928711 Iteration 43Q: 3 clusters Score -4582134 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 20202 members Entering Unmasked Estep Score: -4582240.500000 Penalty: 4996.928711 Iteration 44Q: 3 clusters Score -4582240 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 20464 members Entering Unmasked Estep Score: -4582371.500000 Penalty: 4996.928711 Iteration 45Q: 3 clusters Score -4582372 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 20735 members Entering Unmasked Estep Score: -4582498.000000 Penalty: 4996.928711 Iteration 46Q: 3 clusters Score -4582498 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 20981 members Entering Unmasked Estep Score: -4582642.000000 Penalty: 4996.928711 Iteration 47Q: 3 clusters Score -4582642 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 21233 members Entering Unmasked Estep Score: -4582771.500000 Penalty: 4996.928711 Iteration 48Q: 3 clusters Score -4582772 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 21478 members Entering Unmasked Estep Score: -4582922.500000 Penalty: 4996.928711 Iteration 49Q: 3 clusters Score -4582922 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 21737 members Entering Unmasked Estep Score: -4583110.000000 Penalty: 4996.928711 Iteration 50Q: 3 clusters Score -4583110 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 21968 members Entering Unmasked Estep Score: -4583244.000000 Penalty: 4996.928711 Iteration 51Q: 3 clusters Score -4583244 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 22199 members Entering Unmasked Estep Score: -4583377.500000 Penalty: 4996.928711 Iteration 52Q: 3 clusters Score -4583378 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 22364 members Entering Unmasked Estep Score: -4583497.500000 Penalty: 4996.928711 Iteration 53Q: 3 clusters Score -4583498 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 22511 members Entering Unmasked Estep Score: -4583584.500000 Penalty: 4996.928711 Iteration 54Q: 3 clusters Score -4583584 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 22639 members Entering Unmasked Estep Score: -4583672.500000 Penalty: 4996.928711 Iteration 55Q: 3 clusters Score -4583672 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 22754 members Entering Unmasked Estep Score: -4583757.500000 Penalty: 4996.928711 Iteration 56Q: 3 clusters Score -4583758 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 22851 members Entering Unmasked Estep Score: -4583826.500000 Penalty: 4996.928711 Iteration 57Q: 3 clusters Score -4583826 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 22922 members Entering Unmasked Estep Score: -4583880.500000 Penalty: 4996.928711 Iteration 58Q: 3 clusters Score -4583880 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 22976 members Entering Unmasked Estep Score: -4583904.500000 Penalty: 4996.928711 Iteration 59Q: 3 clusters Score -4583904 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 23014 members Entering Unmasked Estep Score: -4583935.500000 Penalty: 4996.928711 Iteration 60F: 3 clusters Score -4583936 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 23054 members Entering Unmasked Estep Score: -4583967.500000 Penalty: 4996.928711 Iteration 61Q: 3 clusters Score -4583968 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 23091 members Entering Unmasked Estep Score: -4583997.500000 Penalty: 4996.928711 Iteration 62Q: 3 clusters Score -4583998 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 23119 members Entering Unmasked Estep Score: -4584024.000000 Penalty: 4996.928711 Iteration 63Q: 3 clusters Score -4584024 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 23131 members Entering Unmasked Estep Score: -4584041.000000 Penalty: 4996.928711 Iteration 64Q: 3 clusters Score -4584041 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 23143 members Entering Unmasked Estep Score: -4584056.500000 Penalty: 4996.928711 Iteration 65Q: 3 clusters Score -4584056 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 23155 members Entering Unmasked Estep Score: -4584058.000000 Penalty: 4996.928711 Iteration 66Q: 3 clusters Score -4584058 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 23168 members Entering Unmasked Estep Score: -4584076.000000 Penalty: 4996.928711 Iteration 67Q: 3 clusters Score -4584076 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 23176 members Entering Unmasked Estep Score: -4584080.500000 Penalty: 4996.928711 Iteration 68Q: 3 clusters Score -4584080 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 23179 members Entering Unmasked Estep Score: -4584081.500000 Penalty: 4996.928711 Iteration 69Q: 3 clusters Score -4584082 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 23184 members Entering Unmasked Estep Score: -4584082.500000 Penalty: 4996.928711 Iteration 70Q: 3 clusters Score -4584082 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 23188 members Entering Unmasked Estep Score: -4584092.000000 Penalty: 4996.928711 Iteration 71Q: 3 clusters Score -4584092 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 23188 members Entering Unmasked Estep Score: -4584092.000000 Penalty: 4996.928711 Iteration 72Q: 3 clusters Score -4584092 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 23189 members Entering Unmasked Estep Score: -4584093.000000 Penalty: 4996.928711 Iteration 73Q: 3 clusters Score -4584093 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 23190 members Entering Unmasked Estep Score: -4584096.500000 Penalty: 4996.928711 Iteration 74Q: 3 clusters Score -4584096 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 23193 members Entering Unmasked Estep Score: -4584098.500000 Penalty: 4996.928711 Iteration 75Q: 3 clusters Score -4584098 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 23195 members Entering Unmasked Estep Score: -4584102.000000 Penalty: 4996.928711 Iteration 76Q: 3 clusters Score -4584102 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 23198 members Entering Unmasked Estep Score: -4584103.000000 Penalty: 4996.928711 Iteration 77Q: 3 clusters Score -4584103 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 23200 members Entering Unmasked Estep Score: -4584104.000000 Penalty: 4996.928711 Iteration 78Q: 3 clusters Score -4584104 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 23203 members Entering Unmasked Estep Score: -4584101.000000 Penalty: 4996.928711 Iteration 79Q: 3 clusters Score -4584101 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 23204 members Entering Unmasked Estep Score: -4584101.500000 Penalty: 4996.928711 Iteration 80F: 3 clusters Score -4584102 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1776 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Entering Unmasked Estep Score: -306718.562500 Penalty: 1855.565552 Iteration 0F: 2 clusters Score -306718.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -304402.156250 Penalty: 3711.131104 Iteration 0F: 3 clusters Score -304402.2 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -305038.937500 Penalty: 3711.131104 Iteration 1F: 3 clusters Score -305038.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -305523.656250 Penalty: 3711.131104 Iteration 2F: 3 clusters Score -305523.7 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -305869.343750 Penalty: 3711.131104 Iteration 3F: 3 clusters Score -305869.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -306128.062500 Penalty: 3711.131104 Iteration 4F: 3 clusters Score -306128.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -306345.812500 Penalty: 3711.131104 Iteration 5F: 3 clusters Score -306345.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -306481.718750 Penalty: 3711.131104 Iteration 6Q: 3 clusters Score -306481.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -306540.593750 Penalty: 3711.131104 Iteration 7Q: 3 clusters Score -306540.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -306561.875000 Penalty: 3711.131104 Iteration 8Q: 3 clusters Score -306561.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -306585.062500 Penalty: 3711.131104 Iteration 9Q: 3 clusters Score -306585.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -306598.687500 Penalty: 3711.131104 Iteration 10Q: 3 clusters Score -306598.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -306612.437500 Penalty: 3711.131104 Iteration 11Q: 3 clusters Score -306612.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -306617.500000 Penalty: 3711.131104 Iteration 12Q: 3 clusters Score -306617.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -306621.375000 Penalty: 3711.131104 Iteration 13Q: 3 clusters Score -306621.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -306626.750000 Penalty: 3711.131104 Iteration 14Q: 3 clusters Score -306626.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -306626.750000 Penalty: 3711.131104 Iteration 15F: 3 clusters Score -306626.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Entering Unmasked Estep Score: -14050.183594 Penalty: 1247.548584 Iteration 0F: 2 clusters Score -14050.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -13233.898438 Penalty: 2495.097168 Iteration 0F: 3 clusters Score -13233.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -13347.419922 Penalty: 2495.097168 Iteration 1F: 3 clusters Score -13347.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -13392.829102 Penalty: 2495.097168 Iteration 2Q: 3 clusters Score -13392.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -13394.248047 Penalty: 2495.097168 Iteration 3Q: 3 clusters Score -13394.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -13397.791992 Penalty: 2495.097168 Iteration 4Q: 3 clusters Score -13397.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -13405.982422 Penalty: 2495.097168 Iteration 5Q: 3 clusters Score -13405.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -13421.843750 Penalty: 2495.097168 Iteration 6Q: 3 clusters Score -13421.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -13439.014648 Penalty: 2495.097168 Iteration 7Q: 3 clusters Score -13439.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -13451.277344 Penalty: 2495.097168 Iteration 8Q: 3 clusters Score -13451.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -13456.154297 Penalty: 2495.097168 Iteration 9Q: 3 clusters Score -13456.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -13456.154297 Penalty: 2495.097168 Iteration 10F: 3 clusters Score -13456.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Entering Unmasked Estep Score: -207454.250000 Penalty: 1751.210938 Iteration 0F: 2 clusters Score -207454.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -205395.578125 Penalty: 3502.421875 Iteration 0F: 3 clusters Score -205395.6 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -205728.937500 Penalty: 3502.421875 Iteration 1F: 3 clusters Score -205728.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -205933.046875 Penalty: 3502.421875 Iteration 2F: 3 clusters Score -205933 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -206172.625000 Penalty: 3502.421875 Iteration 3F: 3 clusters Score -206172.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -206391.109375 Penalty: 3502.421875 Iteration 4F: 3 clusters Score -206391.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -206557.359375 Penalty: 3502.421875 Iteration 5F: 3 clusters Score -206557.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -206688.953125 Penalty: 3502.421875 Iteration 6Q: 3 clusters Score -206689 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -206757.062500 Penalty: 3502.421875 Iteration 7Q: 3 clusters Score -206757.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -206799.078125 Penalty: 3502.421875 Iteration 8Q: 3 clusters Score -206799.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -206822.031250 Penalty: 3502.421875 Iteration 9Q: 3 clusters Score -206822 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -206828.734375 Penalty: 3502.421875 Iteration 10Q: 3 clusters Score -206828.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -206831.281250 Penalty: 3502.421875 Iteration 11Q: 3 clusters Score -206831.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -206831.390625 Penalty: 3502.421875 Iteration 12Q: 3 clusters Score -206831.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -206832.171875 Penalty: 3502.421875 Iteration 13Q: 3 clusters Score -206832.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -206832.171875 Penalty: 3502.421875 Iteration 14F: 3 clusters Score -206832.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Entering Unmasked Estep Score: -48623.027344 Penalty: 1406.984131 Iteration 0F: 2 clusters Score -48623.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -47332.265625 Penalty: 2813.968262 Iteration 0F: 3 clusters Score -47332.27 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -47439.406250 Penalty: 2813.968262 Iteration 1F: 3 clusters Score -47439.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -47459.316406 Penalty: 2813.968262 Iteration 2Q: 3 clusters Score -47459.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -47478.640625 Penalty: 2813.968262 Iteration 3Q: 3 clusters Score -47478.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -47487.105469 Penalty: 2813.968262 Iteration 4Q: 3 clusters Score -47487.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -47491.523438 Penalty: 2813.968262 Iteration 5Q: 3 clusters Score -47491.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -47491.523438 Penalty: 2813.968262 Iteration 6F: 3 clusters Score -47491.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (19579 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19579 members Entering Unmasked Estep Score: -3521428.000000 Penalty: 2450.788818 Iteration 0F: 2 clusters Score -3521428 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9853 members Mstep: Class 2 contains 9726 members Entering Unmasked Estep Score: -3507628.750000 Penalty: 4901.577637 Iteration 0F: 3 clusters Score -3507629 nChanged 8705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10290 members Mstep: Class 2 contains 9289 members Entering Unmasked Estep Score: -3512433.250000 Penalty: 4901.577637 Iteration 1F: 3 clusters Score -3512433 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10721 members Mstep: Class 2 contains 8858 members Entering Unmasked Estep Score: -3513027.250000 Penalty: 4901.577637 Iteration 2F: 3 clusters Score -3513027 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11302 members Mstep: Class 2 contains 8277 members Entering Unmasked Estep Score: -3513787.500000 Penalty: 4901.577637 Iteration 3F: 3 clusters Score -3513788 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12054 members Mstep: Class 2 contains 7525 members Entering Unmasked Estep Score: -3514819.250000 Penalty: 4901.577637 Iteration 4F: 3 clusters Score -3514819 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13026 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -3516134.000000 Penalty: 4901.577637 Iteration 5F: 3 clusters Score -3516134 nChanged 1551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14107 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -3517392.500000 Penalty: 4901.577637 Iteration 6F: 3 clusters Score -3517392 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15118 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -3518392.750000 Penalty: 4901.577637 Iteration 7F: 3 clusters Score -3518393 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15933 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -3519062.500000 Penalty: 4901.577637 Iteration 8Q: 3 clusters Score -3519062 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16499 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -3519478.750000 Penalty: 4901.577637 Iteration 9Q: 3 clusters Score -3519479 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16890 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -3519724.250000 Penalty: 4901.577637 Iteration 10Q: 3 clusters Score -3519724 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17141 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -3519899.500000 Penalty: 4901.577637 Iteration 11Q: 3 clusters Score -3519900 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17352 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -3520034.500000 Penalty: 4901.577637 Iteration 12Q: 3 clusters Score -3520034 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17509 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -3520107.750000 Penalty: 4901.577637 Iteration 13Q: 3 clusters Score -3520108 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17619 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -3520156.750000 Penalty: 4901.577637 Iteration 14Q: 3 clusters Score -3520157 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17714 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -3520206.000000 Penalty: 4901.577637 Iteration 15Q: 3 clusters Score -3520206 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17791 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -3520231.750000 Penalty: 4901.577637 Iteration 16Q: 3 clusters Score -3520232 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17850 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -3520277.500000 Penalty: 4901.577637 Iteration 17Q: 3 clusters Score -3520278 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17894 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -3520291.000000 Penalty: 4901.577637 Iteration 18Q: 3 clusters Score -3520291 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17933 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -3520304.500000 Penalty: 4901.577637 Iteration 19Q: 3 clusters Score -3520304 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17971 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -3520317.500000 Penalty: 4901.577637 Iteration 20F: 3 clusters Score -3520318 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17996 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -3520326.250000 Penalty: 4901.577637 Iteration 21Q: 3 clusters Score -3520326 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18012 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -3520327.250000 Penalty: 4901.577637 Iteration 22Q: 3 clusters Score -3520327 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18036 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -3520335.250000 Penalty: 4901.577637 Iteration 23Q: 3 clusters Score -3520335 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18063 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -3520345.250000 Penalty: 4901.577637 Iteration 24Q: 3 clusters Score -3520345 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18090 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -3520348.750000 Penalty: 4901.577637 Iteration 25Q: 3 clusters Score -3520349 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18115 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -3520353.250000 Penalty: 4901.577637 Iteration 26Q: 3 clusters Score -3520353 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18132 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -3520361.250000 Penalty: 4901.577637 Iteration 27Q: 3 clusters Score -3520361 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18139 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -3520370.750000 Penalty: 4901.577637 Iteration 28Q: 3 clusters Score -3520371 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18141 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -3520370.000000 Penalty: 4901.577637 Iteration 29Q: 3 clusters Score -3520370 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18143 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -3520372.250000 Penalty: 4901.577637 Iteration 30Q: 3 clusters Score -3520372 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18147 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -3520377.000000 Penalty: 4901.577637 Iteration 31Q: 3 clusters Score -3520377 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18152 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -3520380.000000 Penalty: 4901.577637 Iteration 32Q: 3 clusters Score -3520380 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18156 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -3520383.750000 Penalty: 4901.577637 Iteration 33Q: 3 clusters Score -3520384 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18160 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -3520383.250000 Penalty: 4901.577637 Iteration 34Q: 3 clusters Score -3520383 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18167 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -3520386.000000 Penalty: 4901.577637 Iteration 35Q: 3 clusters Score -3520386 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18173 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -3520382.000000 Penalty: 4901.577637 Iteration 36Q: 3 clusters Score -3520382 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18175 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -3520386.750000 Penalty: 4901.577637 Iteration 37Q: 3 clusters Score -3520387 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18178 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -3520382.500000 Penalty: 4901.577637 Iteration 38Q: 3 clusters Score -3520382 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18180 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -3520385.750000 Penalty: 4901.577637 Iteration 39Q: 3 clusters Score -3520386 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18182 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -3520383.000000 Penalty: 4901.577637 Iteration 40F: 3 clusters Score -3520383 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18183 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -3520383.750000 Penalty: 4901.577637 Iteration 41Q: 3 clusters Score -3520384 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18183 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -3520383.750000 Penalty: 4901.577637 Iteration 42F: 3 clusters Score -3520384 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Entering Unmasked Estep Score: -75539.914062 Penalty: 1520.004517 Iteration 0F: 2 clusters Score -75539.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -74136.921875 Penalty: 3040.009033 Iteration 0F: 3 clusters Score -74136.92 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -74331.898438 Penalty: 3040.009033 Iteration 1F: 3 clusters Score -74331.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -74388.640625 Penalty: 3040.009033 Iteration 2Q: 3 clusters Score -74388.64 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -74434.250000 Penalty: 3040.009033 Iteration 3Q: 3 clusters Score -74434.25 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -74458.992188 Penalty: 3040.009033 Iteration 4Q: 3 clusters Score -74458.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -74488.554688 Penalty: 3040.009033 Iteration 5Q: 3 clusters Score -74488.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -74528.398438 Penalty: 3040.009033 Iteration 6Q: 3 clusters Score -74528.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -74547.695312 Penalty: 3040.009033 Iteration 7Q: 3 clusters Score -74547.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -74555.265625 Penalty: 3040.009033 Iteration 8Q: 3 clusters Score -74555.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -74557.664062 Penalty: 3040.009033 Iteration 9Q: 3 clusters Score -74557.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -74560.546875 Penalty: 3040.009033 Iteration 10Q: 3 clusters Score -74560.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -74566.351562 Penalty: 3040.009033 Iteration 11Q: 3 clusters Score -74566.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -74566.351562 Penalty: 3040.009033 Iteration 12F: 3 clusters Score -74566.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Entering Unmasked Estep Score: -49756.726562 Penalty: 1440.419434 Iteration 0F: 2 clusters Score -49756.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -48472.636719 Penalty: 2880.838867 Iteration 0F: 3 clusters Score -48472.64 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -48603.816406 Penalty: 2880.838867 Iteration 1F: 3 clusters Score -48603.82 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -48643.304688 Penalty: 2880.838867 Iteration 2Q: 3 clusters Score -48643.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -48654.511719 Penalty: 2880.838867 Iteration 3Q: 3 clusters Score -48654.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -48654.511719 Penalty: 2880.838867 Iteration 4F: 3 clusters Score -48654.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (63540 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63540 members Entering Unmasked Estep Score: -11434484.000000 Penalty: 2742.737549 Iteration 0F: 2 clusters Score -1.143448e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31660 members Mstep: Class 2 contains 31880 members Entering Unmasked Estep Score: -11400405.000000 Penalty: 5485.475098 Iteration 0F: 3 clusters Score -1.14004e+07 nChanged 29684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30508 members Mstep: Class 2 contains 33032 members Entering Unmasked Estep Score: -11416856.000000 Penalty: 5485.475098 Iteration 1F: 3 clusters Score -1.141686e+07 nChanged 2302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29796 members Mstep: Class 2 contains 33744 members Entering Unmasked Estep Score: -11417350.000000 Penalty: 5485.475098 Iteration 2Q: 3 clusters Score -1.141735e+07 nChanged 2300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28706 members Mstep: Class 2 contains 34834 members Entering Unmasked Estep Score: -11418032.000000 Penalty: 5485.475098 Iteration 3Q: 3 clusters Score -1.141803e+07 nChanged 2442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27136 members Mstep: Class 2 contains 36404 members Entering Unmasked Estep Score: -11418843.000000 Penalty: 5485.475098 Iteration 4Q: 3 clusters Score -1.141884e+07 nChanged 2758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24956 members Mstep: Class 2 contains 38584 members Entering Unmasked Estep Score: -11419787.000000 Penalty: 5485.475098 Iteration 5Q: 3 clusters Score -1.141979e+07 nChanged 3264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21990 members Mstep: Class 2 contains 41550 members Entering Unmasked Estep Score: -11421484.000000 Penalty: 5485.475098 Iteration 6F: 3 clusters Score -1.142148e+07 nChanged 4102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18056 members Mstep: Class 2 contains 45484 members Entering Unmasked Estep Score: -11423788.000000 Penalty: 5485.475098 Iteration 7F: 3 clusters Score -1.142379e+07 nChanged 4773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13333 members Mstep: Class 2 contains 50207 members Entering Unmasked Estep Score: -11426041.000000 Penalty: 5485.475098 Iteration 8F: 3 clusters Score -1.142604e+07 nChanged 4642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8711 members Mstep: Class 2 contains 54829 members Entering Unmasked Estep Score: -11427627.000000 Penalty: 5485.475098 Iteration 9F: 3 clusters Score -1.142763e+07 nChanged 3663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Mstep: Class 2 contains 58464 members Entering Unmasked Estep Score: -11428960.000000 Penalty: 5485.475098 Iteration 10F: 3 clusters Score -1.142896e+07 nChanged 2406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 60856 members Entering Unmasked Estep Score: -11430267.000000 Penalty: 5485.475098 Iteration 11Q: 3 clusters Score -1.143027e+07 nChanged 1360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 62202 members Entering Unmasked Estep Score: -11431115.000000 Penalty: 5485.475098 Iteration 12Q: 3 clusters Score -1.143112e+07 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 62811 members Entering Unmasked Estep Score: -11431519.000000 Penalty: 5485.475098 Iteration 13Q: 3 clusters Score -1.143152e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 63035 members Entering Unmasked Estep Score: -11431756.000000 Penalty: 5485.475098 Iteration 14Q: 3 clusters Score -1.143176e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 63116 members Entering Unmasked Estep Score: -11431844.000000 Penalty: 5485.475098 Iteration 15Q: 3 clusters Score -1.143184e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 63165 members Entering Unmasked Estep Score: -11431904.000000 Penalty: 5485.475098 Iteration 16Q: 3 clusters Score -1.14319e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 63184 members Entering Unmasked Estep Score: -11431922.000000 Penalty: 5485.475098 Iteration 17Q: 3 clusters Score -1.143192e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 63198 members Entering Unmasked Estep Score: -11431953.000000 Penalty: 5485.475098 Iteration 18Q: 3 clusters Score -1.143195e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 63205 members Entering Unmasked Estep Score: -11431942.000000 Penalty: 5485.475098 Iteration 19Q: 3 clusters Score -1.143194e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 63213 members Entering Unmasked Estep Score: -11431974.000000 Penalty: 5485.475098 Iteration 20F: 3 clusters Score -1.143197e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 63218 members Entering Unmasked Estep Score: -11431989.000000 Penalty: 5485.475098 Iteration 21Q: 3 clusters Score -1.143199e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 63224 members Entering Unmasked Estep Score: -11431992.000000 Penalty: 5485.475098 Iteration 22Q: 3 clusters Score -1.143199e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 63227 members Entering Unmasked Estep Score: -11432004.000000 Penalty: 5485.475098 Iteration 23Q: 3 clusters Score -1.1432e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 63230 members Entering Unmasked Estep Score: -11432012.000000 Penalty: 5485.475098 Iteration 24Q: 3 clusters Score -1.143201e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 63231 members Entering Unmasked Estep Score: -11432024.000000 Penalty: 5485.475098 Iteration 25Q: 3 clusters Score -1.143202e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 63232 members Entering Unmasked Estep Score: -11432024.000000 Penalty: 5485.475098 Iteration 26Q: 3 clusters Score -1.143202e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 63232 members Entering Unmasked Estep Score: -11432036.000000 Penalty: 5485.475098 Iteration 27Q: 3 clusters Score -1.143204e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 63234 members Entering Unmasked Estep Score: -11432038.000000 Penalty: 5485.475098 Iteration 28Q: 3 clusters Score -1.143204e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 63232 members Entering Unmasked Estep Score: -11432044.000000 Penalty: 5485.475098 Iteration 29Q: 3 clusters Score -1.143204e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 63235 members Entering Unmasked Estep Score: -11432042.000000 Penalty: 5485.475098 Iteration 30Q: 3 clusters Score -1.143204e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 63235 members Entering Unmasked Estep Score: -11432046.000000 Penalty: 5485.475098 Iteration 31Q: 3 clusters Score -1.143205e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 63234 members Entering Unmasked Estep Score: -11432052.000000 Penalty: 5485.475098 Iteration 32Q: 3 clusters Score -1.143205e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 63235 members Entering Unmasked Estep Score: -11432057.000000 Penalty: 5485.475098 Iteration 33Q: 3 clusters Score -1.143206e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 63236 members Entering Unmasked Estep Score: -11432052.000000 Penalty: 5485.475098 Iteration 34Q: 3 clusters Score -1.143205e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 63236 members Entering Unmasked Estep Score: -11432055.000000 Penalty: 5485.475098 Iteration 35Q: 3 clusters Score -1.143206e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 63235 members Entering Unmasked Estep Score: -11432062.000000 Penalty: 5485.475098 Iteration 36Q: 3 clusters Score -1.143206e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 63235 members Entering Unmasked Estep Score: -11432062.000000 Penalty: 5485.475098 Iteration 37F: 3 clusters Score -1.143206e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1042 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Entering Unmasked Estep Score: -176215.187500 Penalty: 1723.326538 Iteration 0F: 2 clusters Score -176215.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -174272.265625 Penalty: 3446.653076 Iteration 0F: 3 clusters Score -174272.3 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -174607.984375 Penalty: 3446.653076 Iteration 1F: 3 clusters Score -174608 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -174718.093750 Penalty: 3446.653076 Iteration 2F: 3 clusters Score -174718.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -174770.453125 Penalty: 3446.653076 Iteration 3Q: 3 clusters Score -174770.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -174823.296875 Penalty: 3446.653076 Iteration 4Q: 3 clusters Score -174823.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -174901.656250 Penalty: 3446.653076 Iteration 5Q: 3 clusters Score -174901.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -174993.390625 Penalty: 3446.653076 Iteration 6Q: 3 clusters Score -174993.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -175085.984375 Penalty: 3446.653076 Iteration 7Q: 3 clusters Score -175086 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -175164.078125 Penalty: 3446.653076 Iteration 8Q: 3 clusters Score -175164.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -175255.453125 Penalty: 3446.653076 Iteration 9Q: 3 clusters Score -175255.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -175330.000000 Penalty: 3446.653076 Iteration 10Q: 3 clusters Score -175330 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -175398.937500 Penalty: 3446.653076 Iteration 11Q: 3 clusters Score -175398.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -175440.359375 Penalty: 3446.653076 Iteration 12Q: 3 clusters Score -175440.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -175476.593750 Penalty: 3446.653076 Iteration 13Q: 3 clusters Score -175476.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -175495.656250 Penalty: 3446.653076 Iteration 14Q: 3 clusters Score -175495.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -175508.343750 Penalty: 3446.653076 Iteration 15Q: 3 clusters Score -175508.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -175516.000000 Penalty: 3446.653076 Iteration 16Q: 3 clusters Score -175516 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -175524.421875 Penalty: 3446.653076 Iteration 17Q: 3 clusters Score -175524.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -175525.609375 Penalty: 3446.653076 Iteration 18Q: 3 clusters Score -175525.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -175525.609375 Penalty: 3446.653076 Iteration 19F: 3 clusters Score -175525.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (56370 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56370 members Entering Unmasked Estep Score: -10355158.000000 Penalty: 2713.043701 Iteration 0F: 2 clusters Score -1.035516e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28255 members Mstep: Class 2 contains 28115 members Entering Unmasked Estep Score: -10318263.000000 Penalty: 5426.087402 Iteration 0F: 3 clusters Score -1.031826e+07 nChanged 26124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28327 members Mstep: Class 2 contains 28043 members Entering Unmasked Estep Score: -10332815.000000 Penalty: 5426.087402 Iteration 1F: 3 clusters Score -1.033282e+07 nChanged 2140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28423 members Mstep: Class 2 contains 27947 members Entering Unmasked Estep Score: -10333411.000000 Penalty: 5426.087402 Iteration 2Q: 3 clusters Score -1.033341e+07 nChanged 2050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28481 members Mstep: Class 2 contains 27889 members Entering Unmasked Estep Score: -10333995.000000 Penalty: 5426.087402 Iteration 3Q: 3 clusters Score -1.0334e+07 nChanged 2095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28592 members Mstep: Class 2 contains 27778 members Entering Unmasked Estep Score: -10334818.000000 Penalty: 5426.087402 Iteration 4Q: 3 clusters Score -1.033482e+07 nChanged 2364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28662 members Mstep: Class 2 contains 27708 members Entering Unmasked Estep Score: -10335916.000000 Penalty: 5426.087402 Iteration 5Q: 3 clusters Score -1.033592e+07 nChanged 2755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28645 members Mstep: Class 2 contains 27725 members Entering Unmasked Estep Score: -10337340.000000 Penalty: 5426.087402 Iteration 6Q: 3 clusters Score -1.033734e+07 nChanged 3071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28382 members Mstep: Class 2 contains 27988 members Entering Unmasked Estep Score: -10339208.000000 Penalty: 5426.087402 Iteration 7F: 3 clusters Score -1.033921e+07 nChanged 3365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27947 members Mstep: Class 2 contains 28423 members Entering Unmasked Estep Score: -10341441.000000 Penalty: 5426.087402 Iteration 8F: 3 clusters Score -1.034144e+07 nChanged 3501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27212 members Mstep: Class 2 contains 29158 members Entering Unmasked Estep Score: -10343879.000000 Penalty: 5426.087402 Iteration 9F: 3 clusters Score -1.034388e+07 nChanged 3376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26306 members Mstep: Class 2 contains 30064 members Entering Unmasked Estep Score: -10346170.000000 Penalty: 5426.087402 Iteration 10F: 3 clusters Score -1.034617e+07 nChanged 2854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25484 members Mstep: Class 2 contains 30886 members Entering Unmasked Estep Score: -10347751.000000 Penalty: 5426.087402 Iteration 11F: 3 clusters Score -1.034775e+07 nChanged 2106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24644 members Mstep: Class 2 contains 31726 members Entering Unmasked Estep Score: -10348773.000000 Penalty: 5426.087402 Iteration 12Q: 3 clusters Score -1.034877e+07 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23889 members Mstep: Class 2 contains 32481 members Entering Unmasked Estep Score: -10349550.000000 Penalty: 5426.087402 Iteration 13Q: 3 clusters Score -1.034955e+07 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23209 members Mstep: Class 2 contains 33161 members Entering Unmasked Estep Score: -10350165.000000 Penalty: 5426.087402 Iteration 14Q: 3 clusters Score -1.035016e+07 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22642 members Mstep: Class 2 contains 33728 members Entering Unmasked Estep Score: -10350735.000000 Penalty: 5426.087402 Iteration 15Q: 3 clusters Score -1.035074e+07 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22137 members Mstep: Class 2 contains 34233 members Entering Unmasked Estep Score: -10351167.000000 Penalty: 5426.087402 Iteration 16Q: 3 clusters Score -1.035117e+07 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21758 members Mstep: Class 2 contains 34612 members Entering Unmasked Estep Score: -10351432.000000 Penalty: 5426.087402 Iteration 17Q: 3 clusters Score -1.035143e+07 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21468 members Mstep: Class 2 contains 34902 members Entering Unmasked Estep Score: -10351639.000000 Penalty: 5426.087402 Iteration 18Q: 3 clusters Score -1.035164e+07 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21201 members Mstep: Class 2 contains 35169 members Entering Unmasked Estep Score: -10351786.000000 Penalty: 5426.087402 Iteration 19Q: 3 clusters Score -1.035179e+07 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20911 members Mstep: Class 2 contains 35459 members Entering Unmasked Estep Score: -10351911.000000 Penalty: 5426.087402 Iteration 20F: 3 clusters Score -1.035191e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20669 members Mstep: Class 2 contains 35701 members Entering Unmasked Estep Score: -10351989.000000 Penalty: 5426.087402 Iteration 21Q: 3 clusters Score -1.035199e+07 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20473 members Mstep: Class 2 contains 35897 members Entering Unmasked Estep Score: -10352035.000000 Penalty: 5426.087402 Iteration 22Q: 3 clusters Score -1.035204e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20271 members Mstep: Class 2 contains 36099 members Entering Unmasked Estep Score: -10352083.000000 Penalty: 5426.087402 Iteration 23Q: 3 clusters Score -1.035208e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20074 members Mstep: Class 2 contains 36296 members Entering Unmasked Estep Score: -10352123.000000 Penalty: 5426.087402 Iteration 24Q: 3 clusters Score -1.035212e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19874 members Mstep: Class 2 contains 36496 members Entering Unmasked Estep Score: -10352182.000000 Penalty: 5426.087402 Iteration 25Q: 3 clusters Score -1.035218e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19686 members Mstep: Class 2 contains 36684 members Entering Unmasked Estep Score: -10352191.000000 Penalty: 5426.087402 Iteration 26Q: 3 clusters Score -1.035219e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19513 members Mstep: Class 2 contains 36857 members Entering Unmasked Estep Score: -10352217.000000 Penalty: 5426.087402 Iteration 27Q: 3 clusters Score -1.035222e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19343 members Mstep: Class 2 contains 37027 members Entering Unmasked Estep Score: -10352229.000000 Penalty: 5426.087402 Iteration 28Q: 3 clusters Score -1.035223e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19180 members Mstep: Class 2 contains 37190 members Entering Unmasked Estep Score: -10352251.000000 Penalty: 5426.087402 Iteration 29Q: 3 clusters Score -1.035225e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19012 members Mstep: Class 2 contains 37358 members Entering Unmasked Estep Score: -10352280.000000 Penalty: 5426.087402 Iteration 30Q: 3 clusters Score -1.035228e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18837 members Mstep: Class 2 contains 37533 members Entering Unmasked Estep Score: -10352296.000000 Penalty: 5426.087402 Iteration 31Q: 3 clusters Score -1.03523e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18654 members Mstep: Class 2 contains 37716 members Entering Unmasked Estep Score: -10352355.000000 Penalty: 5426.087402 Iteration 32Q: 3 clusters Score -1.035236e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18458 members Mstep: Class 2 contains 37912 members Entering Unmasked Estep Score: -10352382.000000 Penalty: 5426.087402 Iteration 33Q: 3 clusters Score -1.035238e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18260 members Mstep: Class 2 contains 38110 members Entering Unmasked Estep Score: -10352408.000000 Penalty: 5426.087402 Iteration 34Q: 3 clusters Score -1.035241e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18069 members Mstep: Class 2 contains 38301 members Entering Unmasked Estep Score: -10352432.000000 Penalty: 5426.087402 Iteration 35Q: 3 clusters Score -1.035243e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17897 members Mstep: Class 2 contains 38473 members Entering Unmasked Estep Score: -10352450.000000 Penalty: 5426.087402 Iteration 36Q: 3 clusters Score -1.035245e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17742 members Mstep: Class 2 contains 38628 members Entering Unmasked Estep Score: -10352496.000000 Penalty: 5426.087402 Iteration 37Q: 3 clusters Score -1.03525e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17578 members Mstep: Class 2 contains 38792 members Entering Unmasked Estep Score: -10352491.000000 Penalty: 5426.087402 Iteration 38Q: 3 clusters Score -1.035249e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17413 members Mstep: Class 2 contains 38957 members Entering Unmasked Estep Score: -10352493.000000 Penalty: 5426.087402 Iteration 39Q: 3 clusters Score -1.035249e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17228 members Mstep: Class 2 contains 39142 members Entering Unmasked Estep Score: -10352520.000000 Penalty: 5426.087402 Iteration 40F: 3 clusters Score -1.035252e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17054 members Mstep: Class 2 contains 39316 members Entering Unmasked Estep Score: -10352535.000000 Penalty: 5426.087402 Iteration 41Q: 3 clusters Score -1.035254e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16869 members Mstep: Class 2 contains 39501 members Entering Unmasked Estep Score: -10352535.000000 Penalty: 5426.087402 Iteration 42Q: 3 clusters Score -1.035254e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16706 members Mstep: Class 2 contains 39664 members Entering Unmasked Estep Score: -10352587.000000 Penalty: 5426.087402 Iteration 43Q: 3 clusters Score -1.035259e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16556 members Mstep: Class 2 contains 39814 members Entering Unmasked Estep Score: -10352626.000000 Penalty: 5426.087402 Iteration 44Q: 3 clusters Score -1.035263e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16374 members Mstep: Class 2 contains 39996 members Entering Unmasked Estep Score: -10352630.000000 Penalty: 5426.087402 Iteration 45Q: 3 clusters Score -1.035263e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16208 members Mstep: Class 2 contains 40162 members Entering Unmasked Estep Score: -10352630.000000 Penalty: 5426.087402 Iteration 46Q: 3 clusters Score -1.035263e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16067 members Mstep: Class 2 contains 40303 members Entering Unmasked Estep Score: -10352633.000000 Penalty: 5426.087402 Iteration 47Q: 3 clusters Score -1.035263e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15934 members Mstep: Class 2 contains 40436 members Entering Unmasked Estep Score: -10352664.000000 Penalty: 5426.087402 Iteration 48Q: 3 clusters Score -1.035266e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15762 members Mstep: Class 2 contains 40608 members Entering Unmasked Estep Score: -10352702.000000 Penalty: 5426.087402 Iteration 49Q: 3 clusters Score -1.03527e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15570 members Mstep: Class 2 contains 40800 members Entering Unmasked Estep Score: -10352755.000000 Penalty: 5426.087402 Iteration 50Q: 3 clusters Score -1.035276e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15395 members Mstep: Class 2 contains 40975 members Entering Unmasked Estep Score: -10352782.000000 Penalty: 5426.087402 Iteration 51Q: 3 clusters Score -1.035278e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15228 members Mstep: Class 2 contains 41142 members Entering Unmasked Estep Score: -10352805.000000 Penalty: 5426.087402 Iteration 52Q: 3 clusters Score -1.03528e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15061 members Mstep: Class 2 contains 41309 members Entering Unmasked Estep Score: -10352844.000000 Penalty: 5426.087402 Iteration 53Q: 3 clusters Score -1.035284e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14903 members Mstep: Class 2 contains 41467 members Entering Unmasked Estep Score: -10352842.000000 Penalty: 5426.087402 Iteration 54Q: 3 clusters Score -1.035284e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14755 members Mstep: Class 2 contains 41615 members Entering Unmasked Estep Score: -10352877.000000 Penalty: 5426.087402 Iteration 55Q: 3 clusters Score -1.035288e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14626 members Mstep: Class 2 contains 41744 members Entering Unmasked Estep Score: -10352890.000000 Penalty: 5426.087402 Iteration 56Q: 3 clusters Score -1.035289e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14492 members Mstep: Class 2 contains 41878 members Entering Unmasked Estep Score: -10352897.000000 Penalty: 5426.087402 Iteration 57Q: 3 clusters Score -1.03529e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14363 members Mstep: Class 2 contains 42007 members Entering Unmasked Estep Score: -10352935.000000 Penalty: 5426.087402 Iteration 58Q: 3 clusters Score -1.035294e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14212 members Mstep: Class 2 contains 42158 members Entering Unmasked Estep Score: -10352971.000000 Penalty: 5426.087402 Iteration 59Q: 3 clusters Score -1.035297e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14065 members Mstep: Class 2 contains 42305 members Entering Unmasked Estep Score: -10352966.000000 Penalty: 5426.087402 Iteration 60F: 3 clusters Score -1.035297e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13914 members Mstep: Class 2 contains 42456 members Entering Unmasked Estep Score: -10352979.000000 Penalty: 5426.087402 Iteration 61Q: 3 clusters Score -1.035298e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13757 members Mstep: Class 2 contains 42613 members Entering Unmasked Estep Score: -10353003.000000 Penalty: 5426.087402 Iteration 62Q: 3 clusters Score -1.0353e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13600 members Mstep: Class 2 contains 42770 members Entering Unmasked Estep Score: -10353036.000000 Penalty: 5426.087402 Iteration 63Q: 3 clusters Score -1.035304e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13465 members Mstep: Class 2 contains 42905 members Entering Unmasked Estep Score: -10353060.000000 Penalty: 5426.087402 Iteration 64Q: 3 clusters Score -1.035306e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13304 members Mstep: Class 2 contains 43066 members Entering Unmasked Estep Score: -10353106.000000 Penalty: 5426.087402 Iteration 65Q: 3 clusters Score -1.035311e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13131 members Mstep: Class 2 contains 43239 members Entering Unmasked Estep Score: -10353126.000000 Penalty: 5426.087402 Iteration 66Q: 3 clusters Score -1.035313e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12981 members Mstep: Class 2 contains 43389 members Entering Unmasked Estep Score: -10353147.000000 Penalty: 5426.087402 Iteration 67Q: 3 clusters Score -1.035315e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12811 members Mstep: Class 2 contains 43559 members Entering Unmasked Estep Score: -10353206.000000 Penalty: 5426.087402 Iteration 68Q: 3 clusters Score -1.035321e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12645 members Mstep: Class 2 contains 43725 members Entering Unmasked Estep Score: -10353218.000000 Penalty: 5426.087402 Iteration 69Q: 3 clusters Score -1.035322e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12479 members Mstep: Class 2 contains 43891 members Entering Unmasked Estep Score: -10353237.000000 Penalty: 5426.087402 Iteration 70Q: 3 clusters Score -1.035324e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12301 members Mstep: Class 2 contains 44069 members Entering Unmasked Estep Score: -10353268.000000 Penalty: 5426.087402 Iteration 71Q: 3 clusters Score -1.035327e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12127 members Mstep: Class 2 contains 44243 members Entering Unmasked Estep Score: -10353278.000000 Penalty: 5426.087402 Iteration 72Q: 3 clusters Score -1.035328e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11944 members Mstep: Class 2 contains 44426 members Entering Unmasked Estep Score: -10353285.000000 Penalty: 5426.087402 Iteration 73Q: 3 clusters Score -1.035328e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11779 members Mstep: Class 2 contains 44591 members Entering Unmasked Estep Score: -10353319.000000 Penalty: 5426.087402 Iteration 74Q: 3 clusters Score -1.035332e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11597 members Mstep: Class 2 contains 44773 members Entering Unmasked Estep Score: -10353326.000000 Penalty: 5426.087402 Iteration 75Q: 3 clusters Score -1.035333e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11437 members Mstep: Class 2 contains 44933 members Entering Unmasked Estep Score: -10353351.000000 Penalty: 5426.087402 Iteration 76Q: 3 clusters Score -1.035335e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11275 members Mstep: Class 2 contains 45095 members Entering Unmasked Estep Score: -10353392.000000 Penalty: 5426.087402 Iteration 77Q: 3 clusters Score -1.035339e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11128 members Mstep: Class 2 contains 45242 members Entering Unmasked Estep Score: -10353433.000000 Penalty: 5426.087402 Iteration 78Q: 3 clusters Score -1.035343e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10959 members Mstep: Class 2 contains 45411 members Entering Unmasked Estep Score: -10353489.000000 Penalty: 5426.087402 Iteration 79Q: 3 clusters Score -1.035349e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10814 members Mstep: Class 2 contains 45556 members Entering Unmasked Estep Score: -10353507.000000 Penalty: 5426.087402 Iteration 80F: 3 clusters Score -1.035351e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10675 members Mstep: Class 2 contains 45695 members Entering Unmasked Estep Score: -10353520.000000 Penalty: 5426.087402 Iteration 81Q: 3 clusters Score -1.035352e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10526 members Mstep: Class 2 contains 45844 members Entering Unmasked Estep Score: -10353550.000000 Penalty: 5426.087402 Iteration 82Q: 3 clusters Score -1.035355e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10373 members Mstep: Class 2 contains 45997 members Entering Unmasked Estep Score: -10353590.000000 Penalty: 5426.087402 Iteration 83Q: 3 clusters Score -1.035359e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10195 members Mstep: Class 2 contains 46175 members Entering Unmasked Estep Score: -10353641.000000 Penalty: 5426.087402 Iteration 84Q: 3 clusters Score -1.035364e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10002 members Mstep: Class 2 contains 46368 members Entering Unmasked Estep Score: -10353636.000000 Penalty: 5426.087402 Iteration 85Q: 3 clusters Score -1.035364e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9782 members Mstep: Class 2 contains 46588 members Entering Unmasked Estep Score: -10353675.000000 Penalty: 5426.087402 Iteration 86Q: 3 clusters Score -1.035368e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9546 members Mstep: Class 2 contains 46824 members Entering Unmasked Estep Score: -10353712.000000 Penalty: 5426.087402 Iteration 87Q: 3 clusters Score -1.035371e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9292 members Mstep: Class 2 contains 47078 members Entering Unmasked Estep Score: -10353733.000000 Penalty: 5426.087402 Iteration 88Q: 3 clusters Score -1.035373e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9044 members Mstep: Class 2 contains 47326 members Entering Unmasked Estep Score: -10353767.000000 Penalty: 5426.087402 Iteration 89Q: 3 clusters Score -1.035377e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8803 members Mstep: Class 2 contains 47567 members Entering Unmasked Estep Score: -10353789.000000 Penalty: 5426.087402 Iteration 90Q: 3 clusters Score -1.035379e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8590 members Mstep: Class 2 contains 47780 members Entering Unmasked Estep Score: -10353795.000000 Penalty: 5426.087402 Iteration 91Q: 3 clusters Score -1.03538e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8418 members Mstep: Class 2 contains 47952 members Entering Unmasked Estep Score: -10353804.000000 Penalty: 5426.087402 Iteration 92Q: 3 clusters Score -1.03538e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8261 members Mstep: Class 2 contains 48109 members Entering Unmasked Estep Score: -10353805.000000 Penalty: 5426.087402 Iteration 93Q: 3 clusters Score -1.03538e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8102 members Mstep: Class 2 contains 48268 members Entering Unmasked Estep Score: -10353807.000000 Penalty: 5426.087402 Iteration 94Q: 3 clusters Score -1.035381e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7938 members Mstep: Class 2 contains 48432 members Entering Unmasked Estep Score: -10353807.000000 Penalty: 5426.087402 Iteration 95Q: 3 clusters Score -1.035381e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 48576 members Entering Unmasked Estep Score: -10353832.000000 Penalty: 5426.087402 Iteration 96Q: 3 clusters Score -1.035383e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 48719 members Entering Unmasked Estep Score: -10353820.000000 Penalty: 5426.087402 Iteration 97Q: 3 clusters Score -1.035382e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7507 members Mstep: Class 2 contains 48863 members Entering Unmasked Estep Score: -10353822.000000 Penalty: 5426.087402 Iteration 98Q: 3 clusters Score -1.035382e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7378 members Mstep: Class 2 contains 48992 members Entering Unmasked Estep Score: -10353844.000000 Penalty: 5426.087402 Iteration 99Q: 3 clusters Score -1.035384e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7244 members Mstep: Class 2 contains 49126 members Entering Unmasked Estep Score: -10353831.000000 Penalty: 5426.087402 Iteration 100F: 3 clusters Score -1.035383e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7125 members Mstep: Class 2 contains 49245 members Entering Unmasked Estep Score: -10353831.000000 Penalty: 5426.087402 Iteration 101Q: 3 clusters Score -1.035383e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7013 members Mstep: Class 2 contains 49357 members Entering Unmasked Estep Score: -10353842.000000 Penalty: 5426.087402 Iteration 102Q: 3 clusters Score -1.035384e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6898 members Mstep: Class 2 contains 49472 members Entering Unmasked Estep Score: -10353844.000000 Penalty: 5426.087402 Iteration 103Q: 3 clusters Score -1.035384e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6770 members Mstep: Class 2 contains 49600 members Entering Unmasked Estep Score: -10353831.000000 Penalty: 5426.087402 Iteration 104Q: 3 clusters Score -1.035383e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 49712 members Entering Unmasked Estep Score: -10353832.000000 Penalty: 5426.087402 Iteration 105Q: 3 clusters Score -1.035383e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6558 members Mstep: Class 2 contains 49812 members Entering Unmasked Estep Score: -10353821.000000 Penalty: 5426.087402 Iteration 106Q: 3 clusters Score -1.035382e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6442 members Mstep: Class 2 contains 49928 members Entering Unmasked Estep Score: -10353832.000000 Penalty: 5426.087402 Iteration 107Q: 3 clusters Score -1.035383e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6349 members Mstep: Class 2 contains 50021 members Entering Unmasked Estep Score: -10353822.000000 Penalty: 5426.087402 Iteration 108Q: 3 clusters Score -1.035382e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 50099 members Entering Unmasked Estep Score: -10353816.000000 Penalty: 5426.087402 Iteration 109Q: 3 clusters Score -1.035382e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 50163 members Entering Unmasked Estep Score: -10353812.000000 Penalty: 5426.087402 Iteration 110Q: 3 clusters Score -1.035381e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 50231 members Entering Unmasked Estep Score: -10353780.000000 Penalty: 5426.087402 Iteration 111Q: 3 clusters Score -1.035378e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 50287 members Entering Unmasked Estep Score: -10353785.000000 Penalty: 5426.087402 Iteration 112Q: 3 clusters Score -1.035378e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 50352 members Entering Unmasked Estep Score: -10353800.000000 Penalty: 5426.087402 Iteration 113Q: 3 clusters Score -1.03538e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 50423 members Entering Unmasked Estep Score: -10353803.000000 Penalty: 5426.087402 Iteration 114Q: 3 clusters Score -1.03538e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5874 members Mstep: Class 2 contains 50496 members Entering Unmasked Estep Score: -10353805.000000 Penalty: 5426.087402 Iteration 115Q: 3 clusters Score -1.03538e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5813 members Mstep: Class 2 contains 50557 members Entering Unmasked Estep Score: -10353804.000000 Penalty: 5426.087402 Iteration 116Q: 3 clusters Score -1.03538e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 50609 members Entering Unmasked Estep Score: -10353812.000000 Penalty: 5426.087402 Iteration 117Q: 3 clusters Score -1.035381e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5714 members Mstep: Class 2 contains 50656 members Entering Unmasked Estep Score: -10353809.000000 Penalty: 5426.087402 Iteration 118Q: 3 clusters Score -1.035381e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 50703 members Entering Unmasked Estep Score: -10353822.000000 Penalty: 5426.087402 Iteration 119Q: 3 clusters Score -1.035382e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 50741 members Entering Unmasked Estep Score: -10353831.000000 Penalty: 5426.087402 Iteration 120F: 3 clusters Score -1.035383e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 50785 members Entering Unmasked Estep Score: -10353841.000000 Penalty: 5426.087402 Iteration 121Q: 3 clusters Score -1.035384e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5541 members Mstep: Class 2 contains 50829 members Entering Unmasked Estep Score: -10353834.000000 Penalty: 5426.087402 Iteration 122Q: 3 clusters Score -1.035383e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 50866 members Entering Unmasked Estep Score: -10353822.000000 Penalty: 5426.087402 Iteration 123Q: 3 clusters Score -1.035382e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 50893 members Entering Unmasked Estep Score: -10353842.000000 Penalty: 5426.087402 Iteration 124Q: 3 clusters Score -1.035384e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 50918 members Entering Unmasked Estep Score: -10353837.000000 Penalty: 5426.087402 Iteration 125Q: 3 clusters Score -1.035384e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 50944 members Entering Unmasked Estep Score: -10353834.000000 Penalty: 5426.087402 Iteration 126Q: 3 clusters Score -1.035383e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 50965 members Entering Unmasked Estep Score: -10353835.000000 Penalty: 5426.087402 Iteration 127Q: 3 clusters Score -1.035384e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5386 members Mstep: Class 2 contains 50984 members Entering Unmasked Estep Score: -10353825.000000 Penalty: 5426.087402 Iteration 128Q: 3 clusters Score -1.035382e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5368 members Mstep: Class 2 contains 51002 members Entering Unmasked Estep Score: -10353835.000000 Penalty: 5426.087402 Iteration 129Q: 3 clusters Score -1.035384e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 51021 members Entering Unmasked Estep Score: -10353839.000000 Penalty: 5426.087402 Iteration 130Q: 3 clusters Score -1.035384e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 51039 members Entering Unmasked Estep Score: -10353834.000000 Penalty: 5426.087402 Iteration 131Q: 3 clusters Score -1.035383e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5313 members Mstep: Class 2 contains 51057 members Entering Unmasked Estep Score: -10353843.000000 Penalty: 5426.087402 Iteration 132Q: 3 clusters Score -1.035384e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5300 members Mstep: Class 2 contains 51070 members Entering Unmasked Estep Score: -10353851.000000 Penalty: 5426.087402 Iteration 133Q: 3 clusters Score -1.035385e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5285 members Mstep: Class 2 contains 51085 members Entering Unmasked Estep Score: -10353841.000000 Penalty: 5426.087402 Iteration 134Q: 3 clusters Score -1.035384e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 51098 members Entering Unmasked Estep Score: -10353832.000000 Penalty: 5426.087402 Iteration 135Q: 3 clusters Score -1.035383e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5262 members Mstep: Class 2 contains 51108 members Entering Unmasked Estep Score: -10353843.000000 Penalty: 5426.087402 Iteration 136Q: 3 clusters Score -1.035384e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 51118 members Entering Unmasked Estep Score: -10353833.000000 Penalty: 5426.087402 Iteration 137Q: 3 clusters Score -1.035383e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5233 members Mstep: Class 2 contains 51137 members Entering Unmasked Estep Score: -10353842.000000 Penalty: 5426.087402 Iteration 138Q: 3 clusters Score -1.035384e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5217 members Mstep: Class 2 contains 51153 members Entering Unmasked Estep Score: -10353844.000000 Penalty: 5426.087402 Iteration 139Q: 3 clusters Score -1.035384e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 51173 members Entering Unmasked Estep Score: -10353858.000000 Penalty: 5426.087402 Iteration 140F: 3 clusters Score -1.035386e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 51197 members Entering Unmasked Estep Score: -10353853.000000 Penalty: 5426.087402 Iteration 141Q: 3 clusters Score -1.035385e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5154 members Mstep: Class 2 contains 51216 members Entering Unmasked Estep Score: -10353867.000000 Penalty: 5426.087402 Iteration 142Q: 3 clusters Score -1.035387e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5132 members Mstep: Class 2 contains 51238 members Entering Unmasked Estep Score: -10353859.000000 Penalty: 5426.087402 Iteration 143Q: 3 clusters Score -1.035386e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 51257 members Entering Unmasked Estep Score: -10353853.000000 Penalty: 5426.087402 Iteration 144Q: 3 clusters Score -1.035385e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 51277 members Entering Unmasked Estep Score: -10353850.000000 Penalty: 5426.087402 Iteration 145Q: 3 clusters Score -1.035385e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 51296 members Entering Unmasked Estep Score: -10353851.000000 Penalty: 5426.087402 Iteration 146Q: 3 clusters Score -1.035385e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 51313 members Entering Unmasked Estep Score: -10353855.000000 Penalty: 5426.087402 Iteration 147Q: 3 clusters Score -1.035386e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 51333 members Entering Unmasked Estep Score: -10353849.000000 Penalty: 5426.087402 Iteration 148Q: 3 clusters Score -1.035385e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 51351 members Entering Unmasked Estep Score: -10353846.000000 Penalty: 5426.087402 Iteration 149Q: 3 clusters Score -1.035385e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 51372 members Entering Unmasked Estep Score: -10353846.000000 Penalty: 5426.087402 Iteration 150Q: 3 clusters Score -1.035385e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 51396 members Entering Unmasked Estep Score: -10353851.000000 Penalty: 5426.087402 Iteration 151Q: 3 clusters Score -1.035385e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 51424 members Entering Unmasked Estep Score: -10353857.000000 Penalty: 5426.087402 Iteration 152Q: 3 clusters Score -1.035386e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 51446 members Entering Unmasked Estep Score: -10353843.000000 Penalty: 5426.087402 Iteration 153Q: 3 clusters Score -1.035384e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 51462 members Entering Unmasked Estep Score: -10353851.000000 Penalty: 5426.087402 Iteration 154Q: 3 clusters Score -1.035385e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 51480 members Entering Unmasked Estep Score: -10353857.000000 Penalty: 5426.087402 Iteration 155Q: 3 clusters Score -1.035386e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 51495 members Entering Unmasked Estep Score: -10353864.000000 Penalty: 5426.087402 Iteration 156Q: 3 clusters Score -1.035386e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 51507 members Entering Unmasked Estep Score: -10353853.000000 Penalty: 5426.087402 Iteration 157Q: 3 clusters Score -1.035385e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 51520 members Entering Unmasked Estep Score: -10353861.000000 Penalty: 5426.087402 Iteration 158Q: 3 clusters Score -1.035386e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 51535 members Entering Unmasked Estep Score: -10353871.000000 Penalty: 5426.087402 Iteration 159Q: 3 clusters Score -1.035387e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 51553 members Entering Unmasked Estep Score: -10353876.000000 Penalty: 5426.087402 Iteration 160F: 3 clusters Score -1.035388e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 51566 members Entering Unmasked Estep Score: -10353877.000000 Penalty: 5426.087402 Iteration 161Q: 3 clusters Score -1.035388e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 51574 members Entering Unmasked Estep Score: -10353867.000000 Penalty: 5426.087402 Iteration 162Q: 3 clusters Score -1.035387e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 51584 members Entering Unmasked Estep Score: -10353871.000000 Penalty: 5426.087402 Iteration 163Q: 3 clusters Score -1.035387e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 51592 members Entering Unmasked Estep Score: -10353874.000000 Penalty: 5426.087402 Iteration 164Q: 3 clusters Score -1.035387e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 51600 members Entering Unmasked Estep Score: -10353869.000000 Penalty: 5426.087402 Iteration 165Q: 3 clusters Score -1.035387e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 51605 members Entering Unmasked Estep Score: -10353859.000000 Penalty: 5426.087402 Iteration 166Q: 3 clusters Score -1.035386e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 51612 members Entering Unmasked Estep Score: -10353859.000000 Penalty: 5426.087402 Iteration 167Q: 3 clusters Score -1.035386e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 51617 members Entering Unmasked Estep Score: -10353863.000000 Penalty: 5426.087402 Iteration 168Q: 3 clusters Score -1.035386e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 51620 members Entering Unmasked Estep Score: -10353867.000000 Penalty: 5426.087402 Iteration 169Q: 3 clusters Score -1.035387e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 51623 members Entering Unmasked Estep Score: -10353868.000000 Penalty: 5426.087402 Iteration 170Q: 3 clusters Score -1.035387e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 51626 members Entering Unmasked Estep Score: -10353868.000000 Penalty: 5426.087402 Iteration 171Q: 3 clusters Score -1.035387e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 51628 members Entering Unmasked Estep Score: -10353874.000000 Penalty: 5426.087402 Iteration 172Q: 3 clusters Score -1.035387e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 51628 members Entering Unmasked Estep Score: -10353872.000000 Penalty: 5426.087402 Iteration 173Q: 3 clusters Score -1.035387e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 51632 members Entering Unmasked Estep Score: -10353881.000000 Penalty: 5426.087402 Iteration 174Q: 3 clusters Score -1.035388e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 51635 members Entering Unmasked Estep Score: -10353868.000000 Penalty: 5426.087402 Iteration 175Q: 3 clusters Score -1.035387e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 51639 members Entering Unmasked Estep Score: -10353871.000000 Penalty: 5426.087402 Iteration 176Q: 3 clusters Score -1.035387e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 51648 members Entering Unmasked Estep Score: -10353872.000000 Penalty: 5426.087402 Iteration 177Q: 3 clusters Score -1.035387e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 51653 members Entering Unmasked Estep Score: -10353877.000000 Penalty: 5426.087402 Iteration 178Q: 3 clusters Score -1.035388e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4715 members Mstep: Class 2 contains 51655 members Entering Unmasked Estep Score: -10353873.000000 Penalty: 5426.087402 Iteration 179Q: 3 clusters Score -1.035387e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4714 members Mstep: Class 2 contains 51656 members Entering Unmasked Estep Score: -10353878.000000 Penalty: 5426.087402 Iteration 180F: 3 clusters Score -1.035388e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4712 members Mstep: Class 2 contains 51658 members Entering Unmasked Estep Score: -10353873.000000 Penalty: 5426.087402 Iteration 181Q: 3 clusters Score -1.035387e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 51662 members Entering Unmasked Estep Score: -10353869.000000 Penalty: 5426.087402 Iteration 182Q: 3 clusters Score -1.035387e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 51668 members Entering Unmasked Estep Score: -10353859.000000 Penalty: 5426.087402 Iteration 183Q: 3 clusters Score -1.035386e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 51674 members Entering Unmasked Estep Score: -10353862.000000 Penalty: 5426.087402 Iteration 184Q: 3 clusters Score -1.035386e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 51684 members Entering Unmasked Estep Score: -10353863.000000 Penalty: 5426.087402 Iteration 185Q: 3 clusters Score -1.035386e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 51693 members Entering Unmasked Estep Score: -10353864.000000 Penalty: 5426.087402 Iteration 186Q: 3 clusters Score -1.035386e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 51698 members Entering Unmasked Estep Score: -10353851.000000 Penalty: 5426.087402 Iteration 187Q: 3 clusters Score -1.035385e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 51700 members Entering Unmasked Estep Score: -10353841.000000 Penalty: 5426.087402 Iteration 188Q: 3 clusters Score -1.035384e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 51701 members Entering Unmasked Estep Score: -10353847.000000 Penalty: 5426.087402 Iteration 189Q: 3 clusters Score -1.035385e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 51702 members Entering Unmasked Estep Score: -10353847.000000 Penalty: 5426.087402 Iteration 190Q: 3 clusters Score -1.035385e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 51704 members Entering Unmasked Estep Score: -10353846.000000 Penalty: 5426.087402 Iteration 191Q: 3 clusters Score -1.035385e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 51706 members Entering Unmasked Estep Score: -10353849.000000 Penalty: 5426.087402 Iteration 192Q: 3 clusters Score -1.035385e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 51707 members Entering Unmasked Estep Score: -10353850.000000 Penalty: 5426.087402 Iteration 193Q: 3 clusters Score -1.035385e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 51709 members Entering Unmasked Estep Score: -10353846.000000 Penalty: 5426.087402 Iteration 194Q: 3 clusters Score -1.035385e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 51711 members Entering Unmasked Estep Score: -10353849.000000 Penalty: 5426.087402 Iteration 195Q: 3 clusters Score -1.035385e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4655 members Mstep: Class 2 contains 51715 members Entering Unmasked Estep Score: -10353849.000000 Penalty: 5426.087402 Iteration 196Q: 3 clusters Score -1.035385e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 51721 members Entering Unmasked Estep Score: -10353855.000000 Penalty: 5426.087402 Iteration 197Q: 3 clusters Score -1.035386e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 51725 members Entering Unmasked Estep Score: -10353861.000000 Penalty: 5426.087402 Iteration 198Q: 3 clusters Score -1.035386e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 51727 members Entering Unmasked Estep Score: -10353869.000000 Penalty: 5426.087402 Iteration 199Q: 3 clusters Score -1.035387e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 51729 members Entering Unmasked Estep Score: -10353869.000000 Penalty: 5426.087402 Iteration 200F: 3 clusters Score -1.035387e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 51731 members Entering Unmasked Estep Score: -10353873.000000 Penalty: 5426.087402 Iteration 201Q: 3 clusters Score -1.035387e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 51735 members Entering Unmasked Estep Score: -10353862.000000 Penalty: 5426.087402 Iteration 202Q: 3 clusters Score -1.035386e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 51737 members Entering Unmasked Estep Score: -10353865.000000 Penalty: 5426.087402 Iteration 203Q: 3 clusters Score -1.035386e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4626 members Mstep: Class 2 contains 51744 members Entering Unmasked Estep Score: -10353868.000000 Penalty: 5426.087402 Iteration 204Q: 3 clusters Score -1.035387e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 51749 members Entering Unmasked Estep Score: -10353866.000000 Penalty: 5426.087402 Iteration 205Q: 3 clusters Score -1.035387e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 51754 members Entering Unmasked Estep Score: -10353858.000000 Penalty: 5426.087402 Iteration 206Q: 3 clusters Score -1.035386e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 51759 members Entering Unmasked Estep Score: -10353857.000000 Penalty: 5426.087402 Iteration 207Q: 3 clusters Score -1.035386e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 51764 members Entering Unmasked Estep Score: -10353858.000000 Penalty: 5426.087402 Iteration 208Q: 3 clusters Score -1.035386e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 51768 members Entering Unmasked Estep Score: -10353869.000000 Penalty: 5426.087402 Iteration 209Q: 3 clusters Score -1.035387e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 51772 members Entering Unmasked Estep Score: -10353875.000000 Penalty: 5426.087402 Iteration 210Q: 3 clusters Score -1.035388e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 51778 members Entering Unmasked Estep Score: -10353882.000000 Penalty: 5426.087402 Iteration 211Q: 3 clusters Score -1.035388e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 51784 members Entering Unmasked Estep Score: -10353880.000000 Penalty: 5426.087402 Iteration 212Q: 3 clusters Score -1.035388e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 51793 members Entering Unmasked Estep Score: -10353865.000000 Penalty: 5426.087402 Iteration 213Q: 3 clusters Score -1.035386e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 51806 members Entering Unmasked Estep Score: -10353871.000000 Penalty: 5426.087402 Iteration 214Q: 3 clusters Score -1.035387e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 51818 members Entering Unmasked Estep Score: -10353869.000000 Penalty: 5426.087402 Iteration 215Q: 3 clusters Score -1.035387e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 51827 members Entering Unmasked Estep Score: -10353874.000000 Penalty: 5426.087402 Iteration 216Q: 3 clusters Score -1.035387e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 51841 members Entering Unmasked Estep Score: -10353867.000000 Penalty: 5426.087402 Iteration 217Q: 3 clusters Score -1.035387e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 51854 members Entering Unmasked Estep Score: -10353872.000000 Penalty: 5426.087402 Iteration 218Q: 3 clusters Score -1.035387e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 51863 members Entering Unmasked Estep Score: -10353873.000000 Penalty: 5426.087402 Iteration 219Q: 3 clusters Score -1.035387e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 51875 members Entering Unmasked Estep Score: -10353877.000000 Penalty: 5426.087402 Iteration 220F: 3 clusters Score -1.035388e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 51890 members Entering Unmasked Estep Score: -10353866.000000 Penalty: 5426.087402 Iteration 221Q: 3 clusters Score -1.035387e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 51911 members Entering Unmasked Estep Score: -10353864.000000 Penalty: 5426.087402 Iteration 222Q: 3 clusters Score -1.035386e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 51929 members Entering Unmasked Estep Score: -10353873.000000 Penalty: 5426.087402 Iteration 223Q: 3 clusters Score -1.035387e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 51937 members Entering Unmasked Estep Score: -10353862.000000 Penalty: 5426.087402 Iteration 224Q: 3 clusters Score -1.035386e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 51942 members Entering Unmasked Estep Score: -10353861.000000 Penalty: 5426.087402 Iteration 225Q: 3 clusters Score -1.035386e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 51948 members Entering Unmasked Estep Score: -10353861.000000 Penalty: 5426.087402 Iteration 226Q: 3 clusters Score -1.035386e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 51950 members Entering Unmasked Estep Score: -10353865.000000 Penalty: 5426.087402 Iteration 227Q: 3 clusters Score -1.035386e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 51952 members Entering Unmasked Estep Score: -10353863.000000 Penalty: 5426.087402 Iteration 228Q: 3 clusters Score -1.035386e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 51954 members Entering Unmasked Estep Score: -10353861.000000 Penalty: 5426.087402 Iteration 229Q: 3 clusters Score -1.035386e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 51954 members Entering Unmasked Estep Score: -10353861.000000 Penalty: 5426.087402 Iteration 230F: 3 clusters Score -1.035386e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (13788 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13788 members Entering Unmasked Estep Score: -2387245.750000 Penalty: 2363.825439 Iteration 0F: 2 clusters Score -2387246 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6966 members Mstep: Class 2 contains 6822 members Entering Unmasked Estep Score: -2377125.250000 Penalty: 4727.650879 Iteration 0F: 3 clusters Score -2377125 nChanged 5892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7268 members Mstep: Class 2 contains 6520 members Entering Unmasked Estep Score: -2380269.750000 Penalty: 4727.650879 Iteration 1F: 3 clusters Score -2380270 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7399 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -2380710.250000 Penalty: 4727.650879 Iteration 2F: 3 clusters Score -2380710 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7559 members Mstep: Class 2 contains 6229 members Entering Unmasked Estep Score: -2381078.000000 Penalty: 4727.650879 Iteration 3F: 3 clusters Score -2381078 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7777 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -2381398.750000 Penalty: 4727.650879 Iteration 4Q: 3 clusters Score -2381399 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8060 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -2381751.750000 Penalty: 4727.650879 Iteration 5Q: 3 clusters Score -2381752 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8368 members Mstep: Class 2 contains 5420 members Entering Unmasked Estep Score: -2382055.500000 Penalty: 4727.650879 Iteration 6Q: 3 clusters Score -2382056 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8725 members Mstep: Class 2 contains 5063 members Entering Unmasked Estep Score: -2382345.250000 Penalty: 4727.650879 Iteration 7Q: 3 clusters Score -2382345 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9165 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -2382681.750000 Penalty: 4727.650879 Iteration 8Q: 3 clusters Score -2382682 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9688 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -2383076.250000 Penalty: 4727.650879 Iteration 9Q: 3 clusters Score -2383076 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10312 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -2383534.000000 Penalty: 4727.650879 Iteration 10Q: 3 clusters Score -2383534 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10935 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -2384007.750000 Penalty: 4727.650879 Iteration 11Q: 3 clusters Score -2384008 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11455 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -2384370.000000 Penalty: 4727.650879 Iteration 12Q: 3 clusters Score -2384370 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11874 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -2384708.750000 Penalty: 4727.650879 Iteration 13Q: 3 clusters Score -2384709 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12207 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -2384978.000000 Penalty: 4727.650879 Iteration 14Q: 3 clusters Score -2384978 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12421 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -2385122.500000 Penalty: 4727.650879 Iteration 15Q: 3 clusters Score -2385122 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12568 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -2385238.250000 Penalty: 4727.650879 Iteration 16Q: 3 clusters Score -2385238 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12676 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -2385320.500000 Penalty: 4727.650879 Iteration 17Q: 3 clusters Score -2385320 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12766 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -2385396.750000 Penalty: 4727.650879 Iteration 18Q: 3 clusters Score -2385397 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12831 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -2385451.000000 Penalty: 4727.650879 Iteration 19Q: 3 clusters Score -2385451 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12883 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -2385480.250000 Penalty: 4727.650879 Iteration 20F: 3 clusters Score -2385480 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12915 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -2385499.000000 Penalty: 4727.650879 Iteration 21Q: 3 clusters Score -2385499 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12939 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -2385506.750000 Penalty: 4727.650879 Iteration 22Q: 3 clusters Score -2385507 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12959 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -2385514.250000 Penalty: 4727.650879 Iteration 23Q: 3 clusters Score -2385514 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12976 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -2385529.000000 Penalty: 4727.650879 Iteration 24Q: 3 clusters Score -2385529 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12993 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -2385538.250000 Penalty: 4727.650879 Iteration 25Q: 3 clusters Score -2385538 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13002 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -2385541.250000 Penalty: 4727.650879 Iteration 26Q: 3 clusters Score -2385541 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13012 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -2385546.000000 Penalty: 4727.650879 Iteration 27Q: 3 clusters Score -2385546 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13021 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -2385556.250000 Penalty: 4727.650879 Iteration 28Q: 3 clusters Score -2385556 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13030 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -2385560.000000 Penalty: 4727.650879 Iteration 29Q: 3 clusters Score -2385560 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13038 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -2385567.000000 Penalty: 4727.650879 Iteration 30Q: 3 clusters Score -2385567 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13047 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -2385577.500000 Penalty: 4727.650879 Iteration 31Q: 3 clusters Score -2385578 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13055 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -2385580.250000 Penalty: 4727.650879 Iteration 32Q: 3 clusters Score -2385580 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13061 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -2385585.000000 Penalty: 4727.650879 Iteration 33Q: 3 clusters Score -2385585 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13068 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -2385588.250000 Penalty: 4727.650879 Iteration 34Q: 3 clusters Score -2385588 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13070 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -2385588.750000 Penalty: 4727.650879 Iteration 35Q: 3 clusters Score -2385589 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13071 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -2385588.000000 Penalty: 4727.650879 Iteration 36Q: 3 clusters Score -2385588 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13072 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -2385587.750000 Penalty: 4727.650879 Iteration 37Q: 3 clusters Score -2385588 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13074 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -2385588.000000 Penalty: 4727.650879 Iteration 38Q: 3 clusters Score -2385588 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13077 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -2385594.500000 Penalty: 4727.650879 Iteration 39Q: 3 clusters Score -2385594 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13078 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -2385596.500000 Penalty: 4727.650879 Iteration 40F: 3 clusters Score -2385596 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13079 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -2385595.750000 Penalty: 4727.650879 Iteration 41Q: 3 clusters Score -2385596 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13079 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -2385595.750000 Penalty: 4727.650879 Iteration 42F: 3 clusters Score -2385596 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Entering Unmasked Estep Score: -269149.656250 Penalty: 1815.654785 Iteration 0F: 2 clusters Score -269149.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -266822.375000 Penalty: 3631.309570 Iteration 0F: 3 clusters Score -266822.4 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -267178.156250 Penalty: 3631.309570 Iteration 1F: 3 clusters Score -267178.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -267293.093750 Penalty: 3631.309570 Iteration 2F: 3 clusters Score -267293.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -267361.312500 Penalty: 3631.309570 Iteration 3Q: 3 clusters Score -267361.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -267403.406250 Penalty: 3631.309570 Iteration 4Q: 3 clusters Score -267403.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -267423.468750 Penalty: 3631.309570 Iteration 5Q: 3 clusters Score -267423.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -267438.812500 Penalty: 3631.309570 Iteration 6Q: 3 clusters Score -267438.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -267450.093750 Penalty: 3631.309570 Iteration 7Q: 3 clusters Score -267450.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -267467.312500 Penalty: 3631.309570 Iteration 8Q: 3 clusters Score -267467.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -267477.031250 Penalty: 3631.309570 Iteration 9Q: 3 clusters Score -267477 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -267481.843750 Penalty: 3631.309570 Iteration 10Q: 3 clusters Score -267481.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -267486.843750 Penalty: 3631.309570 Iteration 11Q: 3 clusters Score -267486.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -267491.937500 Penalty: 3631.309570 Iteration 12Q: 3 clusters Score -267491.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -267496.218750 Penalty: 3631.309570 Iteration 13Q: 3 clusters Score -267496.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -267499.375000 Penalty: 3631.309570 Iteration 14Q: 3 clusters Score -267499.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -267500.187500 Penalty: 3631.309570 Iteration 15Q: 3 clusters Score -267500.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -267501.781250 Penalty: 3631.309570 Iteration 16Q: 3 clusters Score -267501.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -267503.375000 Penalty: 3631.309570 Iteration 17Q: 3 clusters Score -267503.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -267505.937500 Penalty: 3631.309570 Iteration 18Q: 3 clusters Score -267505.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -267509.562500 Penalty: 3631.309570 Iteration 19Q: 3 clusters Score -267509.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -267512.687500 Penalty: 3631.309570 Iteration 20F: 3 clusters Score -267512.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -267517.968750 Penalty: 3631.309570 Iteration 21Q: 3 clusters Score -267518 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -267520.625000 Penalty: 3631.309570 Iteration 22Q: 3 clusters Score -267520.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -267526.500000 Penalty: 3631.309570 Iteration 23Q: 3 clusters Score -267526.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -267532.250000 Penalty: 3631.309570 Iteration 24Q: 3 clusters Score -267532.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -267539.343750 Penalty: 3631.309570 Iteration 25Q: 3 clusters Score -267539.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -267544.593750 Penalty: 3631.309570 Iteration 26Q: 3 clusters Score -267544.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -267547.406250 Penalty: 3631.309570 Iteration 27Q: 3 clusters Score -267547.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -267548.500000 Penalty: 3631.309570 Iteration 28Q: 3 clusters Score -267548.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -267549.343750 Penalty: 3631.309570 Iteration 29Q: 3 clusters Score -267549.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -267551.125000 Penalty: 3631.309570 Iteration 30Q: 3 clusters Score -267551.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -267551.843750 Penalty: 3631.309570 Iteration 31Q: 3 clusters Score -267551.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -267551.843750 Penalty: 3631.309570 Iteration 32F: 3 clusters Score -267551.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Entering Unmasked Estep Score: -157660.187500 Penalty: 1706.080322 Iteration 0F: 2 clusters Score -157660.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -155777.562500 Penalty: 3412.160645 Iteration 0F: 3 clusters Score -155777.6 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -156179.890625 Penalty: 3412.160645 Iteration 1F: 3 clusters Score -156179.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -156416.109375 Penalty: 3412.160645 Iteration 2F: 3 clusters Score -156416.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -156642.640625 Penalty: 3412.160645 Iteration 3F: 3 clusters Score -156642.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -156769.531250 Penalty: 3412.160645 Iteration 4F: 3 clusters Score -156769.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -156847.640625 Penalty: 3412.160645 Iteration 5Q: 3 clusters Score -156847.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -156943.546875 Penalty: 3412.160645 Iteration 6Q: 3 clusters Score -156943.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -156996.312500 Penalty: 3412.160645 Iteration 7Q: 3 clusters Score -156996.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -157025.375000 Penalty: 3412.160645 Iteration 8Q: 3 clusters Score -157025.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -157056.265625 Penalty: 3412.160645 Iteration 9Q: 3 clusters Score -157056.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -157075.250000 Penalty: 3412.160645 Iteration 10Q: 3 clusters Score -157075.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -157092.500000 Penalty: 3412.160645 Iteration 11Q: 3 clusters Score -157092.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -157103.250000 Penalty: 3412.160645 Iteration 12Q: 3 clusters Score -157103.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -157108.812500 Penalty: 3412.160645 Iteration 13Q: 3 clusters Score -157108.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -157109.531250 Penalty: 3412.160645 Iteration 14Q: 3 clusters Score -157109.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -157110.343750 Penalty: 3412.160645 Iteration 15Q: 3 clusters Score -157110.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -157110.843750 Penalty: 3412.160645 Iteration 16Q: 3 clusters Score -157110.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -157112.328125 Penalty: 3412.160645 Iteration 17Q: 3 clusters Score -157112.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -157112.906250 Penalty: 3412.160645 Iteration 18F: 3 clusters Score -157112.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -157119.109375 Penalty: 3412.160645 Iteration 19Q: 3 clusters Score -157119.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -157121.968750 Penalty: 3412.160645 Iteration 20F: 3 clusters Score -157122 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -157122.906250 Penalty: 3412.160645 Iteration 21Q: 3 clusters Score -157122.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -157122.906250 Penalty: 3412.160645 Iteration 22F: 3 clusters Score -157122.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7592 members Entering Unmasked Estep Score: -1374661.000000 Penalty: 2215.843018 Iteration 0F: 2 clusters Score -1374661 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -1368519.750000 Penalty: 4431.686035 Iteration 0F: 3 clusters Score -1368520 nChanged 3086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -1370153.500000 Penalty: 4431.686035 Iteration 1F: 3 clusters Score -1370154 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -1370394.250000 Penalty: 4431.686035 Iteration 2F: 3 clusters Score -1370394 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -1370563.625000 Penalty: 4431.686035 Iteration 3Q: 3 clusters Score -1370564 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -1370694.000000 Penalty: 4431.686035 Iteration 4Q: 3 clusters Score -1370694 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -1370808.625000 Penalty: 4431.686035 Iteration 5Q: 3 clusters Score -1370809 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -1370936.875000 Penalty: 4431.686035 Iteration 6Q: 3 clusters Score -1370937 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -1371054.500000 Penalty: 4431.686035 Iteration 7Q: 3 clusters Score -1371054 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -1371219.250000 Penalty: 4431.686035 Iteration 8Q: 3 clusters Score -1371219 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -1371415.500000 Penalty: 4431.686035 Iteration 9Q: 3 clusters Score -1371416 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -1371647.000000 Penalty: 4431.686035 Iteration 10Q: 3 clusters Score -1371647 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5891 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -1371889.875000 Penalty: 4431.686035 Iteration 11Q: 3 clusters Score -1371890 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6151 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -1372103.500000 Penalty: 4431.686035 Iteration 12Q: 3 clusters Score -1372104 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6344 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -1372254.750000 Penalty: 4431.686035 Iteration 13Q: 3 clusters Score -1372255 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -1372362.000000 Penalty: 4431.686035 Iteration 14Q: 3 clusters Score -1372362 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6621 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -1372453.500000 Penalty: 4431.686035 Iteration 15Q: 3 clusters Score -1372454 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6719 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -1372528.625000 Penalty: 4431.686035 Iteration 16Q: 3 clusters Score -1372529 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6796 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -1372574.375000 Penalty: 4431.686035 Iteration 17Q: 3 clusters Score -1372574 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -1372607.000000 Penalty: 4431.686035 Iteration 18Q: 3 clusters Score -1372607 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6879 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -1372636.375000 Penalty: 4431.686035 Iteration 19Q: 3 clusters Score -1372636 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6916 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -1372662.875000 Penalty: 4431.686035 Iteration 20F: 3 clusters Score -1372663 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6953 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -1372682.500000 Penalty: 4431.686035 Iteration 21Q: 3 clusters Score -1372682 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6976 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -1372703.250000 Penalty: 4431.686035 Iteration 22Q: 3 clusters Score -1372703 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -1372717.750000 Penalty: 4431.686035 Iteration 23Q: 3 clusters Score -1372718 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -1372725.125000 Penalty: 4431.686035 Iteration 24Q: 3 clusters Score -1372725 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7018 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -1372731.750000 Penalty: 4431.686035 Iteration 25Q: 3 clusters Score -1372732 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7027 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -1372737.250000 Penalty: 4431.686035 Iteration 26Q: 3 clusters Score -1372737 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7034 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -1372737.750000 Penalty: 4431.686035 Iteration 27Q: 3 clusters Score -1372738 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7040 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -1372750.000000 Penalty: 4431.686035 Iteration 28Q: 3 clusters Score -1372750 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7048 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -1372761.750000 Penalty: 4431.686035 Iteration 29Q: 3 clusters Score -1372762 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7057 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -1372767.375000 Penalty: 4431.686035 Iteration 30Q: 3 clusters Score -1372767 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -1372774.500000 Penalty: 4431.686035 Iteration 31Q: 3 clusters Score -1372774 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7073 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -1372786.125000 Penalty: 4431.686035 Iteration 32Q: 3 clusters Score -1372786 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7080 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -1372793.375000 Penalty: 4431.686035 Iteration 33Q: 3 clusters Score -1372793 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7086 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1372799.375000 Penalty: 4431.686035 Iteration 34Q: 3 clusters Score -1372799 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7092 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -1372803.875000 Penalty: 4431.686035 Iteration 35Q: 3 clusters Score -1372804 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7095 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -1372808.875000 Penalty: 4431.686035 Iteration 36Q: 3 clusters Score -1372809 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7101 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -1372814.250000 Penalty: 4431.686035 Iteration 37Q: 3 clusters Score -1372814 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7107 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -1372821.500000 Penalty: 4431.686035 Iteration 38Q: 3 clusters Score -1372822 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7116 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -1372835.750000 Penalty: 4431.686035 Iteration 39Q: 3 clusters Score -1372836 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7122 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -1372839.625000 Penalty: 4431.686035 Iteration 40F: 3 clusters Score -1372840 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7123 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -1372839.875000 Penalty: 4431.686035 Iteration 41Q: 3 clusters Score -1372840 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -1372841.125000 Penalty: 4431.686035 Iteration 42Q: 3 clusters Score -1372841 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7125 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -1372842.625000 Penalty: 4431.686035 Iteration 43Q: 3 clusters Score -1372843 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -1372842.125000 Penalty: 4431.686035 Iteration 44Q: 3 clusters Score -1372842 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -1372843.375000 Penalty: 4431.686035 Iteration 45Q: 3 clusters Score -1372843 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -1372843.375000 Penalty: 4431.686035 Iteration 46F: 3 clusters Score -1372843 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (24860 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24860 members Entering Unmasked Estep Score: -4860890.500000 Penalty: 2510.011963 Iteration 0F: 2 clusters Score -4860890 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12411 members Mstep: Class 2 contains 12449 members Entering Unmasked Estep Score: -4844083.000000 Penalty: 5020.023926 Iteration 0F: 3 clusters Score -4844083 nChanged 11098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12135 members Mstep: Class 2 contains 12725 members Entering Unmasked Estep Score: -4850150.000000 Penalty: 5020.023926 Iteration 1F: 3 clusters Score -4850150 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11977 members Mstep: Class 2 contains 12883 members Entering Unmasked Estep Score: -4850703.500000 Penalty: 5020.023926 Iteration 2F: 3 clusters Score -4850704 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11784 members Mstep: Class 2 contains 13076 members Entering Unmasked Estep Score: -4851254.500000 Penalty: 5020.023926 Iteration 3Q: 3 clusters Score -4851254 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11620 members Mstep: Class 2 contains 13240 members Entering Unmasked Estep Score: -4851828.000000 Penalty: 5020.023926 Iteration 4Q: 3 clusters Score -4851828 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11450 members Mstep: Class 2 contains 13410 members Entering Unmasked Estep Score: -4852386.500000 Penalty: 5020.023926 Iteration 5Q: 3 clusters Score -4852386 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11274 members Mstep: Class 2 contains 13586 members Entering Unmasked Estep Score: -4852936.000000 Penalty: 5020.023926 Iteration 6Q: 3 clusters Score -4852936 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11098 members Mstep: Class 2 contains 13762 members Entering Unmasked Estep Score: -4853566.500000 Penalty: 5020.023926 Iteration 7Q: 3 clusters Score -4853566 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10988 members Mstep: Class 2 contains 13872 members Entering Unmasked Estep Score: -4854216.000000 Penalty: 5020.023926 Iteration 8Q: 3 clusters Score -4854216 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10941 members Mstep: Class 2 contains 13919 members Entering Unmasked Estep Score: -4854921.000000 Penalty: 5020.023926 Iteration 9Q: 3 clusters Score -4854921 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10982 members Mstep: Class 2 contains 13878 members Entering Unmasked Estep Score: -4855608.500000 Penalty: 5020.023926 Iteration 10Q: 3 clusters Score -4855608 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10997 members Mstep: Class 2 contains 13863 members Entering Unmasked Estep Score: -4856155.500000 Penalty: 5020.023926 Iteration 11Q: 3 clusters Score -4856156 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11008 members Mstep: Class 2 contains 13852 members Entering Unmasked Estep Score: -4856531.500000 Penalty: 5020.023926 Iteration 12Q: 3 clusters Score -4856532 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10995 members Mstep: Class 2 contains 13865 members Entering Unmasked Estep Score: -4856732.500000 Penalty: 5020.023926 Iteration 13Q: 3 clusters Score -4856732 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10932 members Mstep: Class 2 contains 13928 members Entering Unmasked Estep Score: -4856861.500000 Penalty: 5020.023926 Iteration 14Q: 3 clusters Score -4856862 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10848 members Mstep: Class 2 contains 14012 members Entering Unmasked Estep Score: -4856929.500000 Penalty: 5020.023926 Iteration 15Q: 3 clusters Score -4856930 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10753 members Mstep: Class 2 contains 14107 members Entering Unmasked Estep Score: -4856961.500000 Penalty: 5020.023926 Iteration 16Q: 3 clusters Score -4856962 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10636 members Mstep: Class 2 contains 14224 members Entering Unmasked Estep Score: -4857013.000000 Penalty: 5020.023926 Iteration 17Q: 3 clusters Score -4857013 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10494 members Mstep: Class 2 contains 14366 members Entering Unmasked Estep Score: -4857011.500000 Penalty: 5020.023926 Iteration 18Q: 3 clusters Score -4857012 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10346 members Mstep: Class 2 contains 14514 members Entering Unmasked Estep Score: -4857038.500000 Penalty: 5020.023926 Iteration 19Q: 3 clusters Score -4857038 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10209 members Mstep: Class 2 contains 14651 members Entering Unmasked Estep Score: -4857073.500000 Penalty: 5020.023926 Iteration 20F: 3 clusters Score -4857074 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10075 members Mstep: Class 2 contains 14785 members Entering Unmasked Estep Score: -4857082.500000 Penalty: 5020.023926 Iteration 21Q: 3 clusters Score -4857082 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9944 members Mstep: Class 2 contains 14916 members Entering Unmasked Estep Score: -4857089.000000 Penalty: 5020.023926 Iteration 22Q: 3 clusters Score -4857089 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9820 members Mstep: Class 2 contains 15040 members Entering Unmasked Estep Score: -4857094.000000 Penalty: 5020.023926 Iteration 23Q: 3 clusters Score -4857094 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9693 members Mstep: Class 2 contains 15167 members Entering Unmasked Estep Score: -4857087.500000 Penalty: 5020.023926 Iteration 24Q: 3 clusters Score -4857088 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9572 members Mstep: Class 2 contains 15288 members Entering Unmasked Estep Score: -4857099.000000 Penalty: 5020.023926 Iteration 25Q: 3 clusters Score -4857099 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9459 members Mstep: Class 2 contains 15401 members Entering Unmasked Estep Score: -4857090.500000 Penalty: 5020.023926 Iteration 26Q: 3 clusters Score -4857090 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9375 members Mstep: Class 2 contains 15485 members Entering Unmasked Estep Score: -4857093.500000 Penalty: 5020.023926 Iteration 27Q: 3 clusters Score -4857094 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9278 members Mstep: Class 2 contains 15582 members Entering Unmasked Estep Score: -4857095.000000 Penalty: 5020.023926 Iteration 28Q: 3 clusters Score -4857095 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9185 members Mstep: Class 2 contains 15675 members Entering Unmasked Estep Score: -4857086.000000 Penalty: 5020.023926 Iteration 29Q: 3 clusters Score -4857086 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9093 members Mstep: Class 2 contains 15767 members Entering Unmasked Estep Score: -4857070.500000 Penalty: 5020.023926 Iteration 30Q: 3 clusters Score -4857070 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8992 members Mstep: Class 2 contains 15868 members Entering Unmasked Estep Score: -4857060.000000 Penalty: 5020.023926 Iteration 31Q: 3 clusters Score -4857060 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8909 members Mstep: Class 2 contains 15951 members Entering Unmasked Estep Score: -4857042.500000 Penalty: 5020.023926 Iteration 32Q: 3 clusters Score -4857042 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8837 members Mstep: Class 2 contains 16023 members Entering Unmasked Estep Score: -4857047.000000 Penalty: 5020.023926 Iteration 33Q: 3 clusters Score -4857047 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8755 members Mstep: Class 2 contains 16105 members Entering Unmasked Estep Score: -4857040.500000 Penalty: 5020.023926 Iteration 34Q: 3 clusters Score -4857040 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8674 members Mstep: Class 2 contains 16186 members Entering Unmasked Estep Score: -4857034.500000 Penalty: 5020.023926 Iteration 35Q: 3 clusters Score -4857034 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8584 members Mstep: Class 2 contains 16276 members Entering Unmasked Estep Score: -4857024.500000 Penalty: 5020.023926 Iteration 36Q: 3 clusters Score -4857024 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8478 members Mstep: Class 2 contains 16382 members Entering Unmasked Estep Score: -4856994.000000 Penalty: 5020.023926 Iteration 37Q: 3 clusters Score -4856994 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8376 members Mstep: Class 2 contains 16484 members Entering Unmasked Estep Score: -4857008.500000 Penalty: 5020.023926 Iteration 38Q: 3 clusters Score -4857008 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8279 members Mstep: Class 2 contains 16581 members Entering Unmasked Estep Score: -4857006.500000 Penalty: 5020.023926 Iteration 39Q: 3 clusters Score -4857006 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8178 members Mstep: Class 2 contains 16682 members Entering Unmasked Estep Score: -4856982.500000 Penalty: 5020.023926 Iteration 40F: 3 clusters Score -4856982 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8069 members Mstep: Class 2 contains 16791 members Entering Unmasked Estep Score: -4856970.500000 Penalty: 5020.023926 Iteration 41Q: 3 clusters Score -4856970 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7956 members Mstep: Class 2 contains 16904 members Entering Unmasked Estep Score: -4856975.500000 Penalty: 5020.023926 Iteration 42Q: 3 clusters Score -4856976 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7826 members Mstep: Class 2 contains 17034 members Entering Unmasked Estep Score: -4856969.000000 Penalty: 5020.023926 Iteration 43Q: 3 clusters Score -4856969 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7671 members Mstep: Class 2 contains 17189 members Entering Unmasked Estep Score: -4856957.000000 Penalty: 5020.023926 Iteration 44Q: 3 clusters Score -4856957 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7490 members Mstep: Class 2 contains 17370 members Entering Unmasked Estep Score: -4856957.500000 Penalty: 5020.023926 Iteration 45Q: 3 clusters Score -4856958 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7286 members Mstep: Class 2 contains 17574 members Entering Unmasked Estep Score: -4856940.000000 Penalty: 5020.023926 Iteration 46Q: 3 clusters Score -4856940 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7043 members Mstep: Class 2 contains 17817 members Entering Unmasked Estep Score: -4856943.000000 Penalty: 5020.023926 Iteration 47Q: 3 clusters Score -4856943 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 18045 members Entering Unmasked Estep Score: -4856928.500000 Penalty: 5020.023926 Iteration 48Q: 3 clusters Score -4856928 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6523 members Mstep: Class 2 contains 18337 members Entering Unmasked Estep Score: -4856939.000000 Penalty: 5020.023926 Iteration 49Q: 3 clusters Score -4856939 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 18637 members Entering Unmasked Estep Score: -4856952.500000 Penalty: 5020.023926 Iteration 50Q: 3 clusters Score -4856952 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 18950 members Entering Unmasked Estep Score: -4856966.500000 Penalty: 5020.023926 Iteration 51Q: 3 clusters Score -4856966 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5556 members Mstep: Class 2 contains 19304 members Entering Unmasked Estep Score: -4857029.500000 Penalty: 5020.023926 Iteration 52Q: 3 clusters Score -4857030 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 19710 members Entering Unmasked Estep Score: -4857112.000000 Penalty: 5020.023926 Iteration 53Q: 3 clusters Score -4857112 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 20175 members Entering Unmasked Estep Score: -4857251.000000 Penalty: 5020.023926 Iteration 54Q: 3 clusters Score -4857251 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 20639 members Entering Unmasked Estep Score: -4857401.000000 Penalty: 5020.023926 Iteration 55Q: 3 clusters Score -4857401 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 21065 members Entering Unmasked Estep Score: -4857528.000000 Penalty: 5020.023926 Iteration 56Q: 3 clusters Score -4857528 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 21460 members Entering Unmasked Estep Score: -4857657.500000 Penalty: 5020.023926 Iteration 57Q: 3 clusters Score -4857658 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 21820 members Entering Unmasked Estep Score: -4857765.000000 Penalty: 5020.023926 Iteration 58Q: 3 clusters Score -4857765 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 22133 members Entering Unmasked Estep Score: -4857866.000000 Penalty: 5020.023926 Iteration 59Q: 3 clusters Score -4857866 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 22455 members Entering Unmasked Estep Score: -4857995.500000 Penalty: 5020.023926 Iteration 60F: 3 clusters Score -4857996 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 22748 members Entering Unmasked Estep Score: -4858102.500000 Penalty: 5020.023926 Iteration 61Q: 3 clusters Score -4858102 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 22991 members Entering Unmasked Estep Score: -4858252.000000 Penalty: 5020.023926 Iteration 62Q: 3 clusters Score -4858252 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 23186 members Entering Unmasked Estep Score: -4858341.000000 Penalty: 5020.023926 Iteration 63Q: 3 clusters Score -4858341 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 23345 members Entering Unmasked Estep Score: -4858421.000000 Penalty: 5020.023926 Iteration 64Q: 3 clusters Score -4858421 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 23479 members Entering Unmasked Estep Score: -4858502.000000 Penalty: 5020.023926 Iteration 65Q: 3 clusters Score -4858502 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 23567 members Entering Unmasked Estep Score: -4858556.500000 Penalty: 5020.023926 Iteration 66Q: 3 clusters Score -4858556 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 23630 members Entering Unmasked Estep Score: -4858591.000000 Penalty: 5020.023926 Iteration 67Q: 3 clusters Score -4858591 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 23688 members Entering Unmasked Estep Score: -4858624.000000 Penalty: 5020.023926 Iteration 68Q: 3 clusters Score -4858624 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 23742 members Entering Unmasked Estep Score: -4858661.000000 Penalty: 5020.023926 Iteration 69Q: 3 clusters Score -4858661 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 23787 members Entering Unmasked Estep Score: -4858681.000000 Penalty: 5020.023926 Iteration 70Q: 3 clusters Score -4858681 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 23831 members Entering Unmasked Estep Score: -4858709.500000 Penalty: 5020.023926 Iteration 71Q: 3 clusters Score -4858710 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 23859 members Entering Unmasked Estep Score: -4858726.500000 Penalty: 5020.023926 Iteration 72Q: 3 clusters Score -4858726 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 23882 members Entering Unmasked Estep Score: -4858733.000000 Penalty: 5020.023926 Iteration 73Q: 3 clusters Score -4858733 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 23901 members Entering Unmasked Estep Score: -4858760.000000 Penalty: 5020.023926 Iteration 74Q: 3 clusters Score -4858760 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 23916 members Entering Unmasked Estep Score: -4858763.000000 Penalty: 5020.023926 Iteration 75Q: 3 clusters Score -4858763 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 23925 members Entering Unmasked Estep Score: -4858774.000000 Penalty: 5020.023926 Iteration 76Q: 3 clusters Score -4858774 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 23931 members Entering Unmasked Estep Score: -4858775.500000 Penalty: 5020.023926 Iteration 77Q: 3 clusters Score -4858776 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 23942 members Entering Unmasked Estep Score: -4858772.500000 Penalty: 5020.023926 Iteration 78Q: 3 clusters Score -4858772 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 23950 members Entering Unmasked Estep Score: -4858776.500000 Penalty: 5020.023926 Iteration 79Q: 3 clusters Score -4858776 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 23959 members Entering Unmasked Estep Score: -4858781.000000 Penalty: 5020.023926 Iteration 80F: 3 clusters Score -4858781 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 23964 members Entering Unmasked Estep Score: -4858785.500000 Penalty: 5020.023926 Iteration 81Q: 3 clusters Score -4858786 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 23969 members Entering Unmasked Estep Score: -4858788.500000 Penalty: 5020.023926 Iteration 82Q: 3 clusters Score -4858788 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 23974 members Entering Unmasked Estep Score: -4858789.000000 Penalty: 5020.023926 Iteration 83Q: 3 clusters Score -4858789 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 23978 members Entering Unmasked Estep Score: -4858791.000000 Penalty: 5020.023926 Iteration 84Q: 3 clusters Score -4858791 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 23984 members Entering Unmasked Estep Score: -4858794.000000 Penalty: 5020.023926 Iteration 85Q: 3 clusters Score -4858794 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 23990 members Entering Unmasked Estep Score: -4858794.000000 Penalty: 5020.023926 Iteration 86Q: 3 clusters Score -4858794 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 23995 members Entering Unmasked Estep Score: -4858799.500000 Penalty: 5020.023926 Iteration 87Q: 3 clusters Score -4858800 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 24000 members Entering Unmasked Estep Score: -4858806.000000 Penalty: 5020.023926 Iteration 88Q: 3 clusters Score -4858806 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 24003 members Entering Unmasked Estep Score: -4858812.000000 Penalty: 5020.023926 Iteration 89Q: 3 clusters Score -4858812 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 24006 members Entering Unmasked Estep Score: -4858808.500000 Penalty: 5020.023926 Iteration 90Q: 3 clusters Score -4858808 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 24013 members Entering Unmasked Estep Score: -4858809.500000 Penalty: 5020.023926 Iteration 91Q: 3 clusters Score -4858810 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 24016 members Entering Unmasked Estep Score: -4858807.500000 Penalty: 5020.023926 Iteration 92Q: 3 clusters Score -4858808 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 24017 members Entering Unmasked Estep Score: -4858807.000000 Penalty: 5020.023926 Iteration 93Q: 3 clusters Score -4858807 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 24018 members Entering Unmasked Estep Score: -4858803.500000 Penalty: 5020.023926 Iteration 94Q: 3 clusters Score -4858804 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 24018 members Entering Unmasked Estep Score: -4858803.500000 Penalty: 5020.023926 Iteration 95F: 3 clusters Score -4858804 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (751 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Entering Unmasked Estep Score: -122278.023438 Penalty: 1642.108643 Iteration 0F: 2 clusters Score -122278 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -120574.390625 Penalty: 3284.217285 Iteration 0F: 3 clusters Score -120574.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -120929.742188 Penalty: 3284.217285 Iteration 1F: 3 clusters Score -120929.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -121324.960938 Penalty: 3284.217285 Iteration 2F: 3 clusters Score -121325 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -121607.531250 Penalty: 3284.217285 Iteration 3F: 3 clusters Score -121607.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -121715.203125 Penalty: 3284.217285 Iteration 4F: 3 clusters Score -121715.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -121811.968750 Penalty: 3284.217285 Iteration 5Q: 3 clusters Score -121812 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -121890.835938 Penalty: 3284.217285 Iteration 6Q: 3 clusters Score -121890.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -121938.132812 Penalty: 3284.217285 Iteration 7Q: 3 clusters Score -121938.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -121975.554688 Penalty: 3284.217285 Iteration 8Q: 3 clusters Score -121975.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -122006.218750 Penalty: 3284.217285 Iteration 9Q: 3 clusters Score -122006.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -122018.718750 Penalty: 3284.217285 Iteration 10Q: 3 clusters Score -122018.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -122027.976562 Penalty: 3284.217285 Iteration 11Q: 3 clusters Score -122028 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -122033.351562 Penalty: 3284.217285 Iteration 12Q: 3 clusters Score -122033.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -122036.890625 Penalty: 3284.217285 Iteration 13Q: 3 clusters Score -122036.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -122042.257812 Penalty: 3284.217285 Iteration 14Q: 3 clusters Score -122042.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -122053.242188 Penalty: 3284.217285 Iteration 15Q: 3 clusters Score -122053.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -122060.734375 Penalty: 3284.217285 Iteration 16Q: 3 clusters Score -122060.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -122065.976562 Penalty: 3284.217285 Iteration 17Q: 3 clusters Score -122066 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -122067.507812 Penalty: 3284.217285 Iteration 18Q: 3 clusters Score -122067.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -122067.507812 Penalty: 3284.217285 Iteration 19F: 3 clusters Score -122067.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Entering Unmasked Estep Score: -143073.437500 Penalty: 1681.983643 Iteration 0F: 2 clusters Score -143073.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -141287.375000 Penalty: 3363.967285 Iteration 0F: 3 clusters Score -141287.4 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -141601.765625 Penalty: 3363.967285 Iteration 1F: 3 clusters Score -141601.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -141721.562500 Penalty: 3363.967285 Iteration 2F: 3 clusters Score -141721.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -141872.953125 Penalty: 3363.967285 Iteration 3F: 3 clusters Score -141873 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -142068.250000 Penalty: 3363.967285 Iteration 4F: 3 clusters Score -142068.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -142189.828125 Penalty: 3363.967285 Iteration 5F: 3 clusters Score -142189.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -142315.453125 Penalty: 3363.967285 Iteration 6F: 3 clusters Score -142315.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -142387.781250 Penalty: 3363.967285 Iteration 7Q: 3 clusters Score -142387.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -142429.015625 Penalty: 3363.967285 Iteration 8Q: 3 clusters Score -142429 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -142446.359375 Penalty: 3363.967285 Iteration 9Q: 3 clusters Score -142446.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -142455.734375 Penalty: 3363.967285 Iteration 10Q: 3 clusters Score -142455.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -142461.937500 Penalty: 3363.967285 Iteration 11Q: 3 clusters Score -142461.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -142464.015625 Penalty: 3363.967285 Iteration 12Q: 3 clusters Score -142464 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -142466.203125 Penalty: 3363.967285 Iteration 13Q: 3 clusters Score -142466.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -142468.937500 Penalty: 3363.967285 Iteration 14Q: 3 clusters Score -142468.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -142468.937500 Penalty: 3363.967285 Iteration 15F: 3 clusters Score -142468.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27528 members Mstep: Class 2 contains 25364 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52358 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24651 members Mstep: Class 7 contains 23729 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19579 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63540 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56370 members Mstep: Class 18 contains 13788 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7592 members Mstep: Class 22 contains 24860 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648284.000000 Penalty: 75971.281250 Iteration 199Q: 25 clusters Score -6.364828e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27550 members Mstep: Class 2 contains 25357 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52368 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24650 members Mstep: Class 7 contains 23712 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19579 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63539 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56370 members Mstep: Class 18 contains 13790 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24853 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648256.000000 Penalty: 75971.281250 Iteration 200F: 25 clusters Score -6.364826e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27545 members Mstep: Class 2 contains 25357 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52377 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24644 members Mstep: Class 7 contains 23704 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19578 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63532 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56368 members Mstep: Class 18 contains 13798 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24865 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648132.000000 Penalty: 75971.281250 Iteration 201Q: 25 clusters Score -6.364813e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27535 members Mstep: Class 2 contains 25353 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52380 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24643 members Mstep: Class 7 contains 23704 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19578 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63534 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56363 members Mstep: Class 18 contains 13803 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24875 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648112.000000 Penalty: 75971.281250 Iteration 202Q: 25 clusters Score -6.364811e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27520 members Mstep: Class 2 contains 25341 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52374 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24643 members Mstep: Class 7 contains 23717 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19579 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63533 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56366 members Mstep: Class 18 contains 13805 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24891 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648056.000000 Penalty: 75971.281250 Iteration 203Q: 25 clusters Score -6.364806e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27498 members Mstep: Class 2 contains 25348 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52382 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24638 members Mstep: Class 7 contains 23718 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19580 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63539 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56359 members Mstep: Class 18 contains 13805 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24902 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647920.000000 Penalty: 75971.281250 Iteration 204Q: 25 clusters Score -6.364792e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27505 members Mstep: Class 2 contains 25346 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52376 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24638 members Mstep: Class 7 contains 23723 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19581 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63544 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56364 members Mstep: Class 18 contains 13805 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24887 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647972.000000 Penalty: 75971.281250 Iteration 205Q: 25 clusters Score -6.364797e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27490 members Mstep: Class 2 contains 25343 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52368 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24640 members Mstep: Class 7 contains 23746 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19579 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63545 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56367 members Mstep: Class 18 contains 13804 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24887 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647968.000000 Penalty: 75971.281250 Iteration 206Q: 25 clusters Score -6.364797e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27482 members Mstep: Class 2 contains 25355 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52366 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24637 members Mstep: Class 7 contains 23761 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19579 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63547 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56369 members Mstep: Class 18 contains 13803 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24870 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647936.000000 Penalty: 75971.281250 Iteration 207Q: 25 clusters Score -6.364794e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27483 members Mstep: Class 2 contains 25357 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52369 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24634 members Mstep: Class 7 contains 23780 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19581 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63545 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56371 members Mstep: Class 18 contains 13803 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24846 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647884.000000 Penalty: 75971.281250 Iteration 208Q: 25 clusters Score -6.364788e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27480 members Mstep: Class 2 contains 25363 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52372 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24630 members Mstep: Class 7 contains 23791 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19585 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63546 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56371 members Mstep: Class 18 contains 13803 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24828 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647944.000000 Penalty: 75971.281250 Iteration 209Q: 25 clusters Score -6.364794e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27474 members Mstep: Class 2 contains 25364 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52382 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24622 members Mstep: Class 7 contains 23797 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19585 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63543 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56371 members Mstep: Class 18 contains 13803 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24828 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647908.000000 Penalty: 75971.281250 Iteration 210Q: 25 clusters Score -6.364791e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27465 members Mstep: Class 2 contains 25372 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52385 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24617 members Mstep: Class 7 contains 23799 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19587 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63548 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56371 members Mstep: Class 18 contains 13805 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24820 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647960.000000 Penalty: 75971.281250 Iteration 211Q: 25 clusters Score -6.364796e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27457 members Mstep: Class 2 contains 25380 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52386 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24611 members Mstep: Class 7 contains 23797 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19588 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63540 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56377 members Mstep: Class 18 contains 13806 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24827 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647960.000000 Penalty: 75971.281250 Iteration 212Q: 25 clusters Score -6.364796e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27453 members Mstep: Class 2 contains 25387 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52393 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24607 members Mstep: Class 7 contains 23799 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19588 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63538 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56377 members Mstep: Class 18 contains 13806 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24821 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647964.000000 Penalty: 75971.281250 Iteration 213Q: 25 clusters Score -6.364796e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27456 members Mstep: Class 2 contains 25395 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52388 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24607 members Mstep: Class 7 contains 23799 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19588 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63538 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56383 members Mstep: Class 18 contains 13805 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24810 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647972.000000 Penalty: 75971.281250 Iteration 214Q: 25 clusters Score -6.364797e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27450 members Mstep: Class 2 contains 25400 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52387 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24607 members Mstep: Class 7 contains 23797 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19589 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63542 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56382 members Mstep: Class 18 contains 13807 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7589 members Mstep: Class 22 contains 24809 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647952.000000 Penalty: 75971.281250 Iteration 215Q: 25 clusters Score -6.364795e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27449 members Mstep: Class 2 contains 25410 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52385 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24606 members Mstep: Class 7 contains 23808 members Mstep: Class 8 contains 1776 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19590 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63542 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56379 members Mstep: Class 18 contains 13807 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24793 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647940.000000 Penalty: 75971.281250 Iteration 216Q: 25 clusters Score -6.364794e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27454 members Mstep: Class 2 contains 25405 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52390 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24604 members Mstep: Class 7 contains 23825 members Mstep: Class 8 contains 1777 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19591 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63536 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56377 members Mstep: Class 18 contains 13807 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24779 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647928.000000 Penalty: 75971.281250 Iteration 217Q: 25 clusters Score -6.364793e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27459 members Mstep: Class 2 contains 25406 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52391 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24603 members Mstep: Class 7 contains 23832 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19591 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63534 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56378 members Mstep: Class 18 contains 13806 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24767 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647876.000000 Penalty: 75971.281250 Iteration 218Q: 25 clusters Score -6.364788e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27454 members Mstep: Class 2 contains 25408 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52390 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24599 members Mstep: Class 7 contains 23834 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19595 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63529 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56377 members Mstep: Class 18 contains 13806 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24774 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647884.000000 Penalty: 75971.281250 Iteration 219Q: 25 clusters Score -6.364788e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27447 members Mstep: Class 2 contains 25410 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52391 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24598 members Mstep: Class 7 contains 23846 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19595 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63522 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56377 members Mstep: Class 18 contains 13806 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24774 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647860.000000 Penalty: 75971.281250 Iteration 220F: 25 clusters Score -6.364786e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27456 members Mstep: Class 2 contains 25407 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52387 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24597 members Mstep: Class 7 contains 23853 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19594 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63517 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56380 members Mstep: Class 18 contains 13806 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24769 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647920.000000 Penalty: 75971.281250 Iteration 221Q: 25 clusters Score -6.364792e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27450 members Mstep: Class 2 contains 25405 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52388 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24592 members Mstep: Class 7 contains 23860 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19597 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63512 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56378 members Mstep: Class 18 contains 13807 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24777 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647832.000000 Penalty: 75971.281250 Iteration 222Q: 25 clusters Score -6.364783e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27433 members Mstep: Class 2 contains 25400 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52392 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24589 members Mstep: Class 7 contains 23864 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19597 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63501 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56378 members Mstep: Class 18 contains 13807 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24805 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647900.000000 Penalty: 75971.281250 Iteration 223Q: 25 clusters Score -6.36479e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27424 members Mstep: Class 2 contains 25400 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52391 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24589 members Mstep: Class 7 contains 23869 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19600 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63498 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56375 members Mstep: Class 18 contains 13807 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24813 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647880.000000 Penalty: 75971.281250 Iteration 224Q: 25 clusters Score -6.364788e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27402 members Mstep: Class 2 contains 25390 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52385 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24589 members Mstep: Class 7 contains 23890 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19600 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63497 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56377 members Mstep: Class 18 contains 13809 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24827 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647836.000000 Penalty: 75971.281250 Iteration 225Q: 25 clusters Score -6.364784e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27368 members Mstep: Class 2 contains 25393 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52389 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24587 members Mstep: Class 7 contains 23907 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19601 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63501 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56376 members Mstep: Class 18 contains 13808 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24836 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647896.000000 Penalty: 75971.281250 Iteration 226Q: 25 clusters Score -6.36479e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27340 members Mstep: Class 2 contains 25383 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52393 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24583 members Mstep: Class 7 contains 23921 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19603 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63501 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56379 members Mstep: Class 18 contains 13808 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24856 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647856.000000 Penalty: 75971.281250 Iteration 227Q: 25 clusters Score -6.364786e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27310 members Mstep: Class 2 contains 25382 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52391 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24583 members Mstep: Class 7 contains 23940 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19605 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63500 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56381 members Mstep: Class 18 contains 13809 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7588 members Mstep: Class 22 contains 24868 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647784.000000 Penalty: 75971.281250 Iteration 228Q: 25 clusters Score -6.364778e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27298 members Mstep: Class 2 contains 25380 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52386 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24576 members Mstep: Class 7 contains 23946 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19606 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63503 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56387 members Mstep: Class 18 contains 13809 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7588 members Mstep: Class 22 contains 24878 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647828.000000 Penalty: 75971.281250 Iteration 229Q: 25 clusters Score -6.364783e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27263 members Mstep: Class 2 contains 25369 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52379 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24578 members Mstep: Class 7 contains 23962 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19606 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63510 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56395 members Mstep: Class 18 contains 13808 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7588 members Mstep: Class 22 contains 24899 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647908.000000 Penalty: 75971.281250 Iteration 230Q: 25 clusters Score -6.364791e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27232 members Mstep: Class 2 contains 25363 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52381 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24575 members Mstep: Class 7 contains 23974 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19609 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63515 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56392 members Mstep: Class 18 contains 13806 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7588 members Mstep: Class 22 contains 24922 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647960.000000 Penalty: 75971.281250 Iteration 231Q: 25 clusters Score -6.364796e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27222 members Mstep: Class 2 contains 25356 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52382 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24574 members Mstep: Class 7 contains 23977 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19610 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63516 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56394 members Mstep: Class 18 contains 13806 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7588 members Mstep: Class 22 contains 24932 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648028.000000 Penalty: 75971.281250 Iteration 232Q: 25 clusters Score -6.364803e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27207 members Mstep: Class 2 contains 25352 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52389 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24572 members Mstep: Class 7 contains 23977 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19612 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63513 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56389 members Mstep: Class 18 contains 13806 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7589 members Mstep: Class 22 contains 24951 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648016.000000 Penalty: 75971.281250 Iteration 233Q: 25 clusters Score -6.364802e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27193 members Mstep: Class 2 contains 25345 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52386 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24567 members Mstep: Class 7 contains 23988 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19612 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63520 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56397 members Mstep: Class 18 contains 13806 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24952 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648052.000000 Penalty: 75971.281250 Iteration 234Q: 25 clusters Score -6.364805e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27167 members Mstep: Class 2 contains 25341 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52385 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24563 members Mstep: Class 7 contains 24010 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19612 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63516 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56400 members Mstep: Class 18 contains 13806 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7590 members Mstep: Class 22 contains 24967 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647980.000000 Penalty: 75971.281250 Iteration 235Q: 25 clusters Score -6.364798e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27149 members Mstep: Class 2 contains 25342 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52391 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24558 members Mstep: Class 7 contains 24015 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19613 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63515 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56401 members Mstep: Class 18 contains 13806 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24976 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647956.000000 Penalty: 75971.281250 Iteration 236Q: 25 clusters Score -6.364796e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27132 members Mstep: Class 2 contains 25336 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52394 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24552 members Mstep: Class 7 contains 24027 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19616 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63514 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56404 members Mstep: Class 18 contains 13805 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24986 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647972.000000 Penalty: 75971.281250 Iteration 237Q: 25 clusters Score -6.364797e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27132 members Mstep: Class 2 contains 25335 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52392 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24545 members Mstep: Class 7 contains 24038 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19620 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63516 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56408 members Mstep: Class 18 contains 13805 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7591 members Mstep: Class 22 contains 24975 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647888.000000 Penalty: 75971.281250 Iteration 238Q: 25 clusters Score -6.364789e+07 nChanged 106 Entering ConstructFrom: Score: -63647888.000000 Penalty: 75971.281250 Entering ConstructFrom: Trying to split cluster 1 (27138 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27138 members Entering Unmasked Estep Score: -5352677.000000 Penalty: 2531.755371 Iteration 0F: 2 clusters Score -5352677 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13659 members Mstep: Class 2 contains 13479 members Entering Unmasked Estep Score: -5335485.500000 Penalty: 5063.510742 Iteration 0F: 3 clusters Score -5335486 nChanged 12218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14323 members Mstep: Class 2 contains 12815 members Entering Unmasked Estep Score: -5342017.000000 Penalty: 5063.510742 Iteration 1F: 3 clusters Score -5342017 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14658 members Mstep: Class 2 contains 12480 members Entering Unmasked Estep Score: -5342428.500000 Penalty: 5063.510742 Iteration 2Q: 3 clusters Score -5342428 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15140 members Mstep: Class 2 contains 11998 members Entering Unmasked Estep Score: -5342848.000000 Penalty: 5063.510742 Iteration 3Q: 3 clusters Score -5342848 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15752 members Mstep: Class 2 contains 11386 members Entering Unmasked Estep Score: -5343215.500000 Penalty: 5063.510742 Iteration 4Q: 3 clusters Score -5343216 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16507 members Mstep: Class 2 contains 10631 members Entering Unmasked Estep Score: -5343632.500000 Penalty: 5063.510742 Iteration 5Q: 3 clusters Score -5343632 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17443 members Mstep: Class 2 contains 9695 members Entering Unmasked Estep Score: -5344116.000000 Penalty: 5063.510742 Iteration 6Q: 3 clusters Score -5344116 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18628 members Mstep: Class 2 contains 8510 members Entering Unmasked Estep Score: -5344819.000000 Penalty: 5063.510742 Iteration 7Q: 3 clusters Score -5344819 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20042 members Mstep: Class 2 contains 7096 members Entering Unmasked Estep Score: -5345855.500000 Penalty: 5063.510742 Iteration 8F: 3 clusters Score -5345856 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21554 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -5347026.000000 Penalty: 5063.510742 Iteration 9F: 3 clusters Score -5347026 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23007 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -5348163.000000 Penalty: 5063.510742 Iteration 10F: 3 clusters Score -5348163 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24106 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -5349032.000000 Penalty: 5063.510742 Iteration 11Q: 3 clusters Score -5349032 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24889 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -5349574.500000 Penalty: 5063.510742 Iteration 12Q: 3 clusters Score -5349574 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25409 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -5349940.500000 Penalty: 5063.510742 Iteration 13Q: 3 clusters Score -5349940 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25786 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -5350204.000000 Penalty: 5063.510742 Iteration 14Q: 3 clusters Score -5350204 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26040 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -5350328.000000 Penalty: 5063.510742 Iteration 15Q: 3 clusters Score -5350328 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26228 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -5350420.000000 Penalty: 5063.510742 Iteration 16Q: 3 clusters Score -5350420 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26324 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -5350479.500000 Penalty: 5063.510742 Iteration 17Q: 3 clusters Score -5350480 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26400 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -5350506.000000 Penalty: 5063.510742 Iteration 18Q: 3 clusters Score -5350506 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26454 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -5350534.500000 Penalty: 5063.510742 Iteration 19Q: 3 clusters Score -5350534 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26490 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -5350544.500000 Penalty: 5063.510742 Iteration 20F: 3 clusters Score -5350544 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26515 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -5350553.000000 Penalty: 5063.510742 Iteration 21Q: 3 clusters Score -5350553 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26538 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -5350576.500000 Penalty: 5063.510742 Iteration 22Q: 3 clusters Score -5350576 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26559 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -5350592.000000 Penalty: 5063.510742 Iteration 23Q: 3 clusters Score -5350592 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26585 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -5350600.000000 Penalty: 5063.510742 Iteration 24Q: 3 clusters Score -5350600 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26596 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -5350608.000000 Penalty: 5063.510742 Iteration 25Q: 3 clusters Score -5350608 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26605 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -5350616.500000 Penalty: 5063.510742 Iteration 26Q: 3 clusters Score -5350616 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26607 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -5350618.000000 Penalty: 5063.510742 Iteration 27Q: 3 clusters Score -5350618 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26609 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -5350619.500000 Penalty: 5063.510742 Iteration 28Q: 3 clusters Score -5350620 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26611 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -5350615.000000 Penalty: 5063.510742 Iteration 29Q: 3 clusters Score -5350615 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26611 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -5350615.000000 Penalty: 5063.510742 Iteration 30F: 3 clusters Score -5350615 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (25335 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25335 members Entering Unmasked Estep Score: -4678944.500000 Penalty: 2514.705566 Iteration 0F: 2 clusters Score -4678944 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12761 members Mstep: Class 2 contains 12574 members Entering Unmasked Estep Score: -4661617.000000 Penalty: 5029.411133 Iteration 0F: 3 clusters Score -4661617 nChanged 11226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13439 members Mstep: Class 2 contains 11896 members Entering Unmasked Estep Score: -4667802.500000 Penalty: 5029.411133 Iteration 1F: 3 clusters Score -4667802 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13777 members Mstep: Class 2 contains 11558 members Entering Unmasked Estep Score: -4668404.000000 Penalty: 5029.411133 Iteration 2F: 3 clusters Score -4668404 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14146 members Mstep: Class 2 contains 11189 members Entering Unmasked Estep Score: -4668984.500000 Penalty: 5029.411133 Iteration 3F: 3 clusters Score -4668984 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14540 members Mstep: Class 2 contains 10795 members Entering Unmasked Estep Score: -4669549.000000 Penalty: 5029.411133 Iteration 4Q: 3 clusters Score -4669549 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14980 members Mstep: Class 2 contains 10355 members Entering Unmasked Estep Score: -4669983.000000 Penalty: 5029.411133 Iteration 5Q: 3 clusters Score -4669983 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15528 members Mstep: Class 2 contains 9807 members Entering Unmasked Estep Score: -4670448.500000 Penalty: 5029.411133 Iteration 6Q: 3 clusters Score -4670448 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16210 members Mstep: Class 2 contains 9125 members Entering Unmasked Estep Score: -4670946.000000 Penalty: 5029.411133 Iteration 7Q: 3 clusters Score -4670946 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16963 members Mstep: Class 2 contains 8372 members Entering Unmasked Estep Score: -4671435.000000 Penalty: 5029.411133 Iteration 8Q: 3 clusters Score -4671435 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17809 members Mstep: Class 2 contains 7526 members Entering Unmasked Estep Score: -4671971.000000 Penalty: 5029.411133 Iteration 9Q: 3 clusters Score -4671971 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18755 members Mstep: Class 2 contains 6580 members Entering Unmasked Estep Score: -4672624.500000 Penalty: 5029.411133 Iteration 10Q: 3 clusters Score -4672624 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19760 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -4673281.500000 Penalty: 5029.411133 Iteration 11Q: 3 clusters Score -4673282 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20754 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -4673984.500000 Penalty: 5029.411133 Iteration 12Q: 3 clusters Score -4673984 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21729 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -4674663.500000 Penalty: 5029.411133 Iteration 13Q: 3 clusters Score -4674664 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22520 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -4675219.000000 Penalty: 5029.411133 Iteration 14Q: 3 clusters Score -4675219 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23122 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -4675612.500000 Penalty: 5029.411133 Iteration 15Q: 3 clusters Score -4675612 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23604 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -4675949.000000 Penalty: 5029.411133 Iteration 16Q: 3 clusters Score -4675949 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23933 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -4676144.500000 Penalty: 5029.411133 Iteration 17Q: 3 clusters Score -4676144 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24186 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -4676308.000000 Penalty: 5029.411133 Iteration 18Q: 3 clusters Score -4676308 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24360 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -4676434.500000 Penalty: 5029.411133 Iteration 19Q: 3 clusters Score -4676434 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24494 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -4676528.500000 Penalty: 5029.411133 Iteration 20F: 3 clusters Score -4676528 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24587 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -4676591.000000 Penalty: 5029.411133 Iteration 21Q: 3 clusters Score -4676591 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24651 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -4676630.000000 Penalty: 5029.411133 Iteration 22Q: 3 clusters Score -4676630 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24690 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -4676688.000000 Penalty: 5029.411133 Iteration 23Q: 3 clusters Score -4676688 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24737 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -4676732.000000 Penalty: 5029.411133 Iteration 24Q: 3 clusters Score -4676732 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24764 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -4676760.000000 Penalty: 5029.411133 Iteration 25Q: 3 clusters Score -4676760 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24788 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -4676789.000000 Penalty: 5029.411133 Iteration 26Q: 3 clusters Score -4676789 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24812 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -4676798.500000 Penalty: 5029.411133 Iteration 27Q: 3 clusters Score -4676798 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24827 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -4676816.500000 Penalty: 5029.411133 Iteration 28Q: 3 clusters Score -4676816 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24845 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -4676837.000000 Penalty: 5029.411133 Iteration 29Q: 3 clusters Score -4676837 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24861 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -4676848.000000 Penalty: 5029.411133 Iteration 30Q: 3 clusters Score -4676848 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24866 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -4676851.000000 Penalty: 5029.411133 Iteration 31Q: 3 clusters Score -4676851 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24875 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -4676866.500000 Penalty: 5029.411133 Iteration 32Q: 3 clusters Score -4676866 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24880 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -4676862.500000 Penalty: 5029.411133 Iteration 33Q: 3 clusters Score -4676862 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24883 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -4676866.000000 Penalty: 5029.411133 Iteration 34Q: 3 clusters Score -4676866 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24886 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -4676867.500000 Penalty: 5029.411133 Iteration 35Q: 3 clusters Score -4676868 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24888 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -4676871.000000 Penalty: 5029.411133 Iteration 36Q: 3 clusters Score -4676871 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24890 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -4676868.500000 Penalty: 5029.411133 Iteration 37Q: 3 clusters Score -4676868 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24890 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -4676868.500000 Penalty: 5029.411133 Iteration 38F: 3 clusters Score -4676868 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Entering Unmasked Estep Score: -34272.835938 Penalty: 1399.192993 Iteration 0F: 2 clusters Score -34272.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -33312.132812 Penalty: 2798.385986 Iteration 0F: 3 clusters Score -33312.13 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -33556.785156 Penalty: 2798.385986 Iteration 1F: 3 clusters Score -33556.79 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -33650.066406 Penalty: 2798.385986 Iteration 2F: 3 clusters Score -33650.07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -33735.105469 Penalty: 2798.385986 Iteration 3Q: 3 clusters Score -33735.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -33742.308594 Penalty: 2798.385986 Iteration 4Q: 3 clusters Score -33742.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -33742.308594 Penalty: 2798.385986 Iteration 5F: 3 clusters Score -33742.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (52394 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52394 members Entering Unmasked Estep Score: -9680516.000000 Penalty: 2694.903809 Iteration 0F: 2 clusters Score -9680516 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26243 members Mstep: Class 2 contains 26151 members Entering Unmasked Estep Score: -9646678.000000 Penalty: 5389.807617 Iteration 0F: 3 clusters Score -9646678 nChanged 24099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26520 members Mstep: Class 2 contains 25874 members Entering Unmasked Estep Score: -9659832.000000 Penalty: 5389.807617 Iteration 1F: 3 clusters Score -9659832 nChanged 2091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26769 members Mstep: Class 2 contains 25625 members Entering Unmasked Estep Score: -9660364.000000 Penalty: 5389.807617 Iteration 2Q: 3 clusters Score -9660364 nChanged 1925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27170 members Mstep: Class 2 contains 25224 members Entering Unmasked Estep Score: -9660813.000000 Penalty: 5389.807617 Iteration 3Q: 3 clusters Score -9660813 nChanged 1769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27767 members Mstep: Class 2 contains 24627 members Entering Unmasked Estep Score: -9661260.000000 Penalty: 5389.807617 Iteration 4Q: 3 clusters Score -9661260 nChanged 1711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28552 members Mstep: Class 2 contains 23842 members Entering Unmasked Estep Score: -9661747.000000 Penalty: 5389.807617 Iteration 5Q: 3 clusters Score -9661747 nChanged 1864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29632 members Mstep: Class 2 contains 22762 members Entering Unmasked Estep Score: -9662340.000000 Penalty: 5389.807617 Iteration 6Q: 3 clusters Score -9662340 nChanged 2103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31139 members Mstep: Class 2 contains 21255 members Entering Unmasked Estep Score: -9663212.000000 Penalty: 5389.807617 Iteration 7Q: 3 clusters Score -9663212 nChanged 2470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33059 members Mstep: Class 2 contains 19335 members Entering Unmasked Estep Score: -9664440.000000 Penalty: 5389.807617 Iteration 8Q: 3 clusters Score -9664440 nChanged 2890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35427 members Mstep: Class 2 contains 16967 members Entering Unmasked Estep Score: -9666210.000000 Penalty: 5389.807617 Iteration 9F: 3 clusters Score -9666210 nChanged 3192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38153 members Mstep: Class 2 contains 14241 members Entering Unmasked Estep Score: -9668610.000000 Penalty: 5389.807617 Iteration 10F: 3 clusters Score -9668610 nChanged 3243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40902 members Mstep: Class 2 contains 11492 members Entering Unmasked Estep Score: -9671295.000000 Penalty: 5389.807617 Iteration 11F: 3 clusters Score -9671295 nChanged 2649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43135 members Mstep: Class 2 contains 9259 members Entering Unmasked Estep Score: -9673407.000000 Penalty: 5389.807617 Iteration 12F: 3 clusters Score -9673407 nChanged 1932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44799 members Mstep: Class 2 contains 7595 members Entering Unmasked Estep Score: -9674817.000000 Penalty: 5389.807617 Iteration 13Q: 3 clusters Score -9674817 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46075 members Mstep: Class 2 contains 6319 members Entering Unmasked Estep Score: -9675810.000000 Penalty: 5389.807617 Iteration 14Q: 3 clusters Score -9675810 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47069 members Mstep: Class 2 contains 5325 members Entering Unmasked Estep Score: -9676451.000000 Penalty: 5389.807617 Iteration 15Q: 3 clusters Score -9676451 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47916 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -9676998.000000 Penalty: 5389.807617 Iteration 16Q: 3 clusters Score -9676998 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48664 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -9677398.000000 Penalty: 5389.807617 Iteration 17Q: 3 clusters Score -9677398 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49299 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -9677758.000000 Penalty: 5389.807617 Iteration 18Q: 3 clusters Score -9677758 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49821 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -9677979.000000 Penalty: 5389.807617 Iteration 19Q: 3 clusters Score -9677979 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50229 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -9678098.000000 Penalty: 5389.807617 Iteration 20F: 3 clusters Score -9678098 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50535 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -9678196.000000 Penalty: 5389.807617 Iteration 21Q: 3 clusters Score -9678196 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50774 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -9678263.000000 Penalty: 5389.807617 Iteration 22Q: 3 clusters Score -9678263 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50938 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -9678300.000000 Penalty: 5389.807617 Iteration 23Q: 3 clusters Score -9678300 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51079 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -9678372.000000 Penalty: 5389.807617 Iteration 24Q: 3 clusters Score -9678372 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51179 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -9678405.000000 Penalty: 5389.807617 Iteration 25Q: 3 clusters Score -9678405 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51262 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -9678399.000000 Penalty: 5389.807617 Iteration 26Q: 3 clusters Score -9678399 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51341 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -9678392.000000 Penalty: 5389.807617 Iteration 27Q: 3 clusters Score -9678392 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51398 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -9678394.000000 Penalty: 5389.807617 Iteration 28Q: 3 clusters Score -9678394 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51444 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -9678418.000000 Penalty: 5389.807617 Iteration 29Q: 3 clusters Score -9678418 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51484 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -9678424.000000 Penalty: 5389.807617 Iteration 30Q: 3 clusters Score -9678424 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51526 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -9678419.000000 Penalty: 5389.807617 Iteration 31Q: 3 clusters Score -9678419 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51556 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -9678438.000000 Penalty: 5389.807617 Iteration 32Q: 3 clusters Score -9678438 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51575 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -9678446.000000 Penalty: 5389.807617 Iteration 33Q: 3 clusters Score -9678446 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51593 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -9678435.000000 Penalty: 5389.807617 Iteration 34Q: 3 clusters Score -9678435 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51611 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -9678453.000000 Penalty: 5389.807617 Iteration 35Q: 3 clusters Score -9678453 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51629 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -9678460.000000 Penalty: 5389.807617 Iteration 36Q: 3 clusters Score -9678460 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51646 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -9678459.000000 Penalty: 5389.807617 Iteration 37Q: 3 clusters Score -9678459 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51658 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -9678448.000000 Penalty: 5389.807617 Iteration 38Q: 3 clusters Score -9678448 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51662 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -9678461.000000 Penalty: 5389.807617 Iteration 39Q: 3 clusters Score -9678461 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51663 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -9678456.000000 Penalty: 5389.807617 Iteration 40F: 3 clusters Score -9678456 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Entering Unmasked Estep Score: -56275.394531 Penalty: 1462.494141 Iteration 0F: 2 clusters Score -56275.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -55011.839844 Penalty: 2924.988281 Iteration 0F: 3 clusters Score -55011.84 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -55153.617188 Penalty: 2924.988281 Iteration 1F: 3 clusters Score -55153.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -55254.605469 Penalty: 2924.988281 Iteration 2Q: 3 clusters Score -55254.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -55282.777344 Penalty: 2924.988281 Iteration 3Q: 3 clusters Score -55282.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -55291.687500 Penalty: 2924.988281 Iteration 4Q: 3 clusters Score -55291.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -55389.621094 Penalty: 2924.988281 Iteration 5Q: 3 clusters Score -55389.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -55429.789062 Penalty: 2924.988281 Iteration 6Q: 3 clusters Score -55429.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -55451.589844 Penalty: 2924.988281 Iteration 7Q: 3 clusters Score -55451.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -55473.136719 Penalty: 2924.988281 Iteration 8Q: 3 clusters Score -55473.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -55482.878906 Penalty: 2924.988281 Iteration 9Q: 3 clusters Score -55482.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -55487.320312 Penalty: 2924.988281 Iteration 10Q: 3 clusters Score -55487.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -55494.820312 Penalty: 2924.988281 Iteration 11Q: 3 clusters Score -55494.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -55501.800781 Penalty: 2924.988281 Iteration 12Q: 3 clusters Score -55501.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -55502.824219 Penalty: 2924.988281 Iteration 13Q: 3 clusters Score -55502.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -55502.824219 Penalty: 2924.988281 Iteration 14F: 3 clusters Score -55502.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (24541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24541 members Entering Unmasked Estep Score: -4517511.500000 Penalty: 2506.809082 Iteration 0F: 2 clusters Score -4517512 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12060 members Mstep: Class 2 contains 12481 members Entering Unmasked Estep Score: -4500507.500000 Penalty: 5013.618164 Iteration 0F: 3 clusters Score -4500508 nChanged 11001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10893 members Mstep: Class 2 contains 13648 members Entering Unmasked Estep Score: -4506752.500000 Penalty: 5013.618164 Iteration 1F: 3 clusters Score -4506752 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10199 members Mstep: Class 2 contains 14342 members Entering Unmasked Estep Score: -4507523.500000 Penalty: 5013.618164 Iteration 2F: 3 clusters Score -4507524 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9256 members Mstep: Class 2 contains 15285 members Entering Unmasked Estep Score: -4508378.500000 Penalty: 5013.618164 Iteration 3F: 3 clusters Score -4508378 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 16475 members Entering Unmasked Estep Score: -4509486.500000 Penalty: 5013.618164 Iteration 4F: 3 clusters Score -4509486 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 17876 members Entering Unmasked Estep Score: -4510837.500000 Penalty: 5013.618164 Iteration 5F: 3 clusters Score -4510838 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 19211 members Entering Unmasked Estep Score: -4512356.000000 Penalty: 5013.618164 Iteration 6F: 3 clusters Score -4512356 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 20246 members Entering Unmasked Estep Score: -4513843.500000 Penalty: 5013.618164 Iteration 7F: 3 clusters Score -4513844 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 20757 members Entering Unmasked Estep Score: -4514832.000000 Penalty: 5013.618164 Iteration 8Q: 3 clusters Score -4514832 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 20979 members Entering Unmasked Estep Score: -4515197.500000 Penalty: 5013.618164 Iteration 9Q: 3 clusters Score -4515198 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 21121 members Entering Unmasked Estep Score: -4515305.000000 Penalty: 5013.618164 Iteration 10Q: 3 clusters Score -4515305 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 21245 members Entering Unmasked Estep Score: -4515395.500000 Penalty: 5013.618164 Iteration 11Q: 3 clusters Score -4515396 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 21331 members Entering Unmasked Estep Score: -4515422.500000 Penalty: 5013.618164 Iteration 12Q: 3 clusters Score -4515422 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 21401 members Entering Unmasked Estep Score: -4515455.500000 Penalty: 5013.618164 Iteration 13Q: 3 clusters Score -4515456 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 21462 members Entering Unmasked Estep Score: -4515472.500000 Penalty: 5013.618164 Iteration 14Q: 3 clusters Score -4515472 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 21517 members Entering Unmasked Estep Score: -4515494.000000 Penalty: 5013.618164 Iteration 15Q: 3 clusters Score -4515494 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 21560 members Entering Unmasked Estep Score: -4515501.500000 Penalty: 5013.618164 Iteration 16Q: 3 clusters Score -4515502 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 21609 members Entering Unmasked Estep Score: -4515513.000000 Penalty: 5013.618164 Iteration 17Q: 3 clusters Score -4515513 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 21645 members Entering Unmasked Estep Score: -4515505.000000 Penalty: 5013.618164 Iteration 18Q: 3 clusters Score -4515505 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 21684 members Entering Unmasked Estep Score: -4515504.000000 Penalty: 5013.618164 Iteration 19Q: 3 clusters Score -4515504 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 21713 members Entering Unmasked Estep Score: -4515521.500000 Penalty: 5013.618164 Iteration 20F: 3 clusters Score -4515522 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 21740 members Entering Unmasked Estep Score: -4515520.500000 Penalty: 5013.618164 Iteration 21Q: 3 clusters Score -4515520 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 21766 members Entering Unmasked Estep Score: -4515520.000000 Penalty: 5013.618164 Iteration 22Q: 3 clusters Score -4515520 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 21780 members Entering Unmasked Estep Score: -4515525.500000 Penalty: 5013.618164 Iteration 23Q: 3 clusters Score -4515526 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 21792 members Entering Unmasked Estep Score: -4515527.000000 Penalty: 5013.618164 Iteration 24Q: 3 clusters Score -4515527 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 21800 members Entering Unmasked Estep Score: -4515524.000000 Penalty: 5013.618164 Iteration 25Q: 3 clusters Score -4515524 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 21809 members Entering Unmasked Estep Score: -4515526.000000 Penalty: 5013.618164 Iteration 26Q: 3 clusters Score -4515526 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 21814 members Entering Unmasked Estep Score: -4515526.000000 Penalty: 5013.618164 Iteration 27Q: 3 clusters Score -4515526 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 21819 members Entering Unmasked Estep Score: -4515531.000000 Penalty: 5013.618164 Iteration 28Q: 3 clusters Score -4515531 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 21825 members Entering Unmasked Estep Score: -4515529.500000 Penalty: 5013.618164 Iteration 29Q: 3 clusters Score -4515530 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 21829 members Entering Unmasked Estep Score: -4515525.000000 Penalty: 5013.618164 Iteration 30Q: 3 clusters Score -4515525 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 21835 members Entering Unmasked Estep Score: -4515517.500000 Penalty: 5013.618164 Iteration 31Q: 3 clusters Score -4515518 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 21837 members Entering Unmasked Estep Score: -4515519.000000 Penalty: 5013.618164 Iteration 32Q: 3 clusters Score -4515519 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 21840 members Entering Unmasked Estep Score: -4515526.000000 Penalty: 5013.618164 Iteration 33Q: 3 clusters Score -4515526 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 21840 members Entering Unmasked Estep Score: -4515526.000000 Penalty: 5013.618164 Iteration 34F: 3 clusters Score -4515526 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (24041 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24041 members Entering Unmasked Estep Score: -4645549.500000 Penalty: 2501.703857 Iteration 0F: 2 clusters Score -4645550 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11895 members Mstep: Class 2 contains 12146 members Entering Unmasked Estep Score: -4628963.000000 Penalty: 5003.407715 Iteration 0F: 3 clusters Score -4628963 nChanged 10621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11148 members Mstep: Class 2 contains 12893 members Entering Unmasked Estep Score: -4634789.000000 Penalty: 5003.407715 Iteration 1F: 3 clusters Score -4634789 nChanged 1305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10665 members Mstep: Class 2 contains 13376 members Entering Unmasked Estep Score: -4635314.500000 Penalty: 5003.407715 Iteration 2F: 3 clusters Score -4635314 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10040 members Mstep: Class 2 contains 14001 members Entering Unmasked Estep Score: -4635789.000000 Penalty: 5003.407715 Iteration 3Q: 3 clusters Score -4635789 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9252 members Mstep: Class 2 contains 14789 members Entering Unmasked Estep Score: -4636290.500000 Penalty: 5003.407715 Iteration 4Q: 3 clusters Score -4636290 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8253 members Mstep: Class 2 contains 15788 members Entering Unmasked Estep Score: -4636909.000000 Penalty: 5003.407715 Iteration 5Q: 3 clusters Score -4636909 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7045 members Mstep: Class 2 contains 16996 members Entering Unmasked Estep Score: -4637704.500000 Penalty: 5003.407715 Iteration 6F: 3 clusters Score -4637704 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 18383 members Entering Unmasked Estep Score: -4638729.000000 Penalty: 5003.407715 Iteration 7F: 3 clusters Score -4638729 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 19849 members Entering Unmasked Estep Score: -4639940.500000 Penalty: 5003.407715 Iteration 8F: 3 clusters Score -4639940 nChanged 1350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 21193 members Entering Unmasked Estep Score: -4641165.500000 Penalty: 5003.407715 Iteration 9F: 3 clusters Score -4641166 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 22211 members Entering Unmasked Estep Score: -4642121.000000 Penalty: 5003.407715 Iteration 10Q: 3 clusters Score -4642121 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 22827 members Entering Unmasked Estep Score: -4642707.000000 Penalty: 5003.407715 Iteration 11Q: 3 clusters Score -4642707 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 23175 members Entering Unmasked Estep Score: -4643057.000000 Penalty: 5003.407715 Iteration 12Q: 3 clusters Score -4643057 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 23368 members Entering Unmasked Estep Score: -4643233.500000 Penalty: 5003.407715 Iteration 13Q: 3 clusters Score -4643234 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 23491 members Entering Unmasked Estep Score: -4643369.500000 Penalty: 5003.407715 Iteration 14Q: 3 clusters Score -4643370 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 23554 members Entering Unmasked Estep Score: -4643445.000000 Penalty: 5003.407715 Iteration 15Q: 3 clusters Score -4643445 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 23596 members Entering Unmasked Estep Score: -4643489.500000 Penalty: 5003.407715 Iteration 16Q: 3 clusters Score -4643490 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 23616 members Entering Unmasked Estep Score: -4643508.000000 Penalty: 5003.407715 Iteration 17Q: 3 clusters Score -4643508 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 23629 members Entering Unmasked Estep Score: -4643528.000000 Penalty: 5003.407715 Iteration 18Q: 3 clusters Score -4643528 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 23636 members Entering Unmasked Estep Score: -4643543.500000 Penalty: 5003.407715 Iteration 19Q: 3 clusters Score -4643544 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 23639 members Entering Unmasked Estep Score: -4643548.500000 Penalty: 5003.407715 Iteration 20F: 3 clusters Score -4643548 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 23642 members Entering Unmasked Estep Score: -4643550.500000 Penalty: 5003.407715 Iteration 21Q: 3 clusters Score -4643550 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 23645 members Entering Unmasked Estep Score: -4643550.500000 Penalty: 5003.407715 Iteration 22Q: 3 clusters Score -4643550 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 23647 members Entering Unmasked Estep Score: -4643561.500000 Penalty: 5003.407715 Iteration 23Q: 3 clusters Score -4643562 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 23648 members Entering Unmasked Estep Score: -4643570.000000 Penalty: 5003.407715 Iteration 24Q: 3 clusters Score -4643570 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 23650 members Entering Unmasked Estep Score: -4643571.500000 Penalty: 5003.407715 Iteration 25Q: 3 clusters Score -4643572 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 23653 members Entering Unmasked Estep Score: -4643574.000000 Penalty: 5003.407715 Iteration 26Q: 3 clusters Score -4643574 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 23655 members Entering Unmasked Estep Score: -4643579.000000 Penalty: 5003.407715 Iteration 27Q: 3 clusters Score -4643579 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 23659 members Entering Unmasked Estep Score: -4643580.000000 Penalty: 5003.407715 Iteration 28Q: 3 clusters Score -4643580 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 23658 members Entering Unmasked Estep Score: -4643582.500000 Penalty: 5003.407715 Iteration 29Q: 3 clusters Score -4643582 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 23659 members Entering Unmasked Estep Score: -4643584.000000 Penalty: 5003.407715 Iteration 30Q: 3 clusters Score -4643584 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 23661 members Entering Unmasked Estep Score: -4643582.500000 Penalty: 5003.407715 Iteration 31Q: 3 clusters Score -4643582 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 23661 members Entering Unmasked Estep Score: -4643582.500000 Penalty: 5003.407715 Iteration 32F: 3 clusters Score -4643582 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Entering Unmasked Estep Score: -307063.062500 Penalty: 1855.844604 Iteration 0F: 2 clusters Score -307063.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -304636.843750 Penalty: 3711.689209 Iteration 0F: 3 clusters Score -304636.8 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -305182.843750 Penalty: 3711.689209 Iteration 1F: 3 clusters Score -305182.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -305394.000000 Penalty: 3711.689209 Iteration 2F: 3 clusters Score -305394 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -305587.031250 Penalty: 3711.689209 Iteration 3F: 3 clusters Score -305587 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -305849.218750 Penalty: 3711.689209 Iteration 4F: 3 clusters Score -305849.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -306036.312500 Penalty: 3711.689209 Iteration 5F: 3 clusters Score -306036.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -306252.750000 Penalty: 3711.689209 Iteration 6F: 3 clusters Score -306252.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -306363.187500 Penalty: 3711.689209 Iteration 7Q: 3 clusters Score -306363.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -306430.531250 Penalty: 3711.689209 Iteration 8Q: 3 clusters Score -306430.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -306490.593750 Penalty: 3711.689209 Iteration 9Q: 3 clusters Score -306490.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -306533.906250 Penalty: 3711.689209 Iteration 10Q: 3 clusters Score -306533.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -306570.718750 Penalty: 3711.689209 Iteration 11Q: 3 clusters Score -306570.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -306614.187500 Penalty: 3711.689209 Iteration 12Q: 3 clusters Score -306614.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -306658.968750 Penalty: 3711.689209 Iteration 13Q: 3 clusters Score -306659 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -306708.500000 Penalty: 3711.689209 Iteration 14Q: 3 clusters Score -306708.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -306756.687500 Penalty: 3711.689209 Iteration 15Q: 3 clusters Score -306756.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -306805.312500 Penalty: 3711.689209 Iteration 16Q: 3 clusters Score -306805.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -306848.125000 Penalty: 3711.689209 Iteration 17Q: 3 clusters Score -306848.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -306903.031250 Penalty: 3711.689209 Iteration 18Q: 3 clusters Score -306903 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -306957.343750 Penalty: 3711.689209 Iteration 19Q: 3 clusters Score -306957.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -306998.500000 Penalty: 3711.689209 Iteration 20F: 3 clusters Score -306998.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -307032.531250 Penalty: 3711.689209 Iteration 21Q: 3 clusters Score -307032.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -307074.687500 Penalty: 3711.689209 Iteration 22Q: 3 clusters Score -307074.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -307110.218750 Penalty: 3711.689209 Iteration 23Q: 3 clusters Score -307110.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -307147.750000 Penalty: 3711.689209 Iteration 24Q: 3 clusters Score -307147.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -307172.437500 Penalty: 3711.689209 Iteration 25Q: 3 clusters Score -307172.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -307202.062500 Penalty: 3711.689209 Iteration 26Q: 3 clusters Score -307202.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -307216.375000 Penalty: 3711.689209 Iteration 27Q: 3 clusters Score -307216.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -307228.687500 Penalty: 3711.689209 Iteration 28Q: 3 clusters Score -307228.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -307235.531250 Penalty: 3711.689209 Iteration 29Q: 3 clusters Score -307235.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -307238.000000 Penalty: 3711.689209 Iteration 30Q: 3 clusters Score -307238 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -307240.281250 Penalty: 3711.689209 Iteration 31Q: 3 clusters Score -307240.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -307241.031250 Penalty: 3711.689209 Iteration 32Q: 3 clusters Score -307241 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -307241.375000 Penalty: 3711.689209 Iteration 33Q: 3 clusters Score -307241.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -307241.625000 Penalty: 3711.689209 Iteration 34Q: 3 clusters Score -307241.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -307241.625000 Penalty: 3711.689209 Iteration 35F: 3 clusters Score -307241.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27138 members Mstep: Class 2 contains 25335 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52394 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24541 members Mstep: Class 7 contains 24041 members Mstep: Class 8 contains 1233 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19624 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63520 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56403 members Mstep: Class 18 contains 13805 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7592 members Mstep: Class 22 contains 24964 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Mstep: Class 25 contains 545 members Entering Unmasked Estep Score: -63646704.000000 Penalty: 79136.750000 Splitting cluster 8 changes total score from -63647888.000000 to -63646704.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Entering Unmasked Estep Score: -14050.183594 Penalty: 1247.548584 Iteration 0F: 2 clusters Score -14050.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -13292.781250 Penalty: 2495.097168 Iteration 0F: 3 clusters Score -13292.78 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -13481.836914 Penalty: 2495.097168 Iteration 1F: 3 clusters Score -13481.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -13624.755859 Penalty: 2495.097168 Iteration 2Q: 3 clusters Score -13624.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -13629.042969 Penalty: 2495.097168 Iteration 3Q: 3 clusters Score -13629.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -13629.042969 Penalty: 2495.097168 Iteration 4F: 3 clusters Score -13629.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Entering Unmasked Estep Score: -207454.250000 Penalty: 1751.210938 Iteration 0F: 2 clusters Score -207454.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -205392.515625 Penalty: 3502.421875 Iteration 0F: 3 clusters Score -205392.5 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -205716.890625 Penalty: 3502.421875 Iteration 1F: 3 clusters Score -205716.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -205842.859375 Penalty: 3502.421875 Iteration 2F: 3 clusters Score -205842.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -205977.546875 Penalty: 3502.421875 Iteration 3Q: 3 clusters Score -205977.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -206142.359375 Penalty: 3502.421875 Iteration 4Q: 3 clusters Score -206142.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -206275.968750 Penalty: 3502.421875 Iteration 5Q: 3 clusters Score -206276 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -206340.562500 Penalty: 3502.421875 Iteration 6Q: 3 clusters Score -206340.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -206405.921875 Penalty: 3502.421875 Iteration 7Q: 3 clusters Score -206405.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -206460.609375 Penalty: 3502.421875 Iteration 8Q: 3 clusters Score -206460.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -206501.156250 Penalty: 3502.421875 Iteration 9Q: 3 clusters Score -206501.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -206539.265625 Penalty: 3502.421875 Iteration 10Q: 3 clusters Score -206539.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -206582.375000 Penalty: 3502.421875 Iteration 11Q: 3 clusters Score -206582.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -206615.062500 Penalty: 3502.421875 Iteration 12Q: 3 clusters Score -206615.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -206641.187500 Penalty: 3502.421875 Iteration 13Q: 3 clusters Score -206641.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -206654.781250 Penalty: 3502.421875 Iteration 14Q: 3 clusters Score -206654.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -206672.906250 Penalty: 3502.421875 Iteration 15Q: 3 clusters Score -206672.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -206680.812500 Penalty: 3502.421875 Iteration 16Q: 3 clusters Score -206680.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -206687.671875 Penalty: 3502.421875 Iteration 17Q: 3 clusters Score -206687.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -206692.343750 Penalty: 3502.421875 Iteration 18Q: 3 clusters Score -206692.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -206693.312500 Penalty: 3502.421875 Iteration 19Q: 3 clusters Score -206693.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -206693.859375 Penalty: 3502.421875 Iteration 20F: 3 clusters Score -206693.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Entering Unmasked Estep Score: -48623.027344 Penalty: 1406.984131 Iteration 0F: 2 clusters Score -48623.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -47361.519531 Penalty: 2813.968262 Iteration 0F: 3 clusters Score -47361.52 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -47468.320312 Penalty: 2813.968262 Iteration 1F: 3 clusters Score -47468.32 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -47498.843750 Penalty: 2813.968262 Iteration 2Q: 3 clusters Score -47498.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -47518.175781 Penalty: 2813.968262 Iteration 3Q: 3 clusters Score -47518.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -47535.210938 Penalty: 2813.968262 Iteration 4Q: 3 clusters Score -47535.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -47552.058594 Penalty: 2813.968262 Iteration 5Q: 3 clusters Score -47552.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -47552.058594 Penalty: 2813.968262 Iteration 6F: 3 clusters Score -47552.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (19624 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19624 members Entering Unmasked Estep Score: -3529643.750000 Penalty: 2451.357910 Iteration 0F: 2 clusters Score -3529644 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9798 members Mstep: Class 2 contains 9826 members Entering Unmasked Estep Score: -3515841.250000 Penalty: 4902.715820 Iteration 0F: 3 clusters Score -3515841 nChanged 8625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9717 members Mstep: Class 2 contains 9907 members Entering Unmasked Estep Score: -3520421.250000 Penalty: 4902.715820 Iteration 1F: 3 clusters Score -3520421 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9798 members Mstep: Class 2 contains 9826 members Entering Unmasked Estep Score: -3520905.000000 Penalty: 4902.715820 Iteration 2F: 3 clusters Score -3520905 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9948 members Mstep: Class 2 contains 9676 members Entering Unmasked Estep Score: -3521433.250000 Penalty: 4902.715820 Iteration 3F: 3 clusters Score -3521433 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10164 members Mstep: Class 2 contains 9460 members Entering Unmasked Estep Score: -3521976.500000 Penalty: 4902.715820 Iteration 4F: 3 clusters Score -3521976 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10435 members Mstep: Class 2 contains 9189 members Entering Unmasked Estep Score: -3522558.750000 Penalty: 4902.715820 Iteration 5F: 3 clusters Score -3522559 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10775 members Mstep: Class 2 contains 8849 members Entering Unmasked Estep Score: -3523148.000000 Penalty: 4902.715820 Iteration 6F: 3 clusters Score -3523148 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11161 members Mstep: Class 2 contains 8463 members Entering Unmasked Estep Score: -3523720.750000 Penalty: 4902.715820 Iteration 7F: 3 clusters Score -3523721 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11608 members Mstep: Class 2 contains 8016 members Entering Unmasked Estep Score: -3524306.250000 Penalty: 4902.715820 Iteration 8F: 3 clusters Score -3524306 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12111 members Mstep: Class 2 contains 7513 members Entering Unmasked Estep Score: -3524910.750000 Penalty: 4902.715820 Iteration 9Q: 3 clusters Score -3524911 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12601 members Mstep: Class 2 contains 7023 members Entering Unmasked Estep Score: -3525510.500000 Penalty: 4902.715820 Iteration 10Q: 3 clusters Score -3525510 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13107 members Mstep: Class 2 contains 6517 members Entering Unmasked Estep Score: -3526036.750000 Penalty: 4902.715820 Iteration 11Q: 3 clusters Score -3526037 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13543 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -3526431.250000 Penalty: 4902.715820 Iteration 12Q: 3 clusters Score -3526431 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13921 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -3526721.000000 Penalty: 4902.715820 Iteration 13Q: 3 clusters Score -3526721 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14277 members Mstep: Class 2 contains 5347 members Entering Unmasked Estep Score: -3526974.250000 Penalty: 4902.715820 Iteration 14Q: 3 clusters Score -3526974 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14593 members Mstep: Class 2 contains 5031 members Entering Unmasked Estep Score: -3527133.500000 Penalty: 4902.715820 Iteration 15Q: 3 clusters Score -3527134 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14891 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -3527283.750000 Penalty: 4902.715820 Iteration 16Q: 3 clusters Score -3527284 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15135 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -3527397.250000 Penalty: 4902.715820 Iteration 17Q: 3 clusters Score -3527397 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15346 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -3527477.500000 Penalty: 4902.715820 Iteration 18Q: 3 clusters Score -3527478 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15530 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -3527561.250000 Penalty: 4902.715820 Iteration 19Q: 3 clusters Score -3527561 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15696 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -3527623.250000 Penalty: 4902.715820 Iteration 20F: 3 clusters Score -3527623 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15862 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -3527696.000000 Penalty: 4902.715820 Iteration 21Q: 3 clusters Score -3527696 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16003 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -3527740.250000 Penalty: 4902.715820 Iteration 22Q: 3 clusters Score -3527740 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16115 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -3527777.750000 Penalty: 4902.715820 Iteration 23Q: 3 clusters Score -3527778 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16213 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -3527801.750000 Penalty: 4902.715820 Iteration 24Q: 3 clusters Score -3527802 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16325 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -3527848.750000 Penalty: 4902.715820 Iteration 25Q: 3 clusters Score -3527849 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16415 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -3527885.000000 Penalty: 4902.715820 Iteration 26Q: 3 clusters Score -3527885 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16489 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -3527904.750000 Penalty: 4902.715820 Iteration 27Q: 3 clusters Score -3527905 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16557 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -3527918.250000 Penalty: 4902.715820 Iteration 28Q: 3 clusters Score -3527918 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16617 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -3527925.000000 Penalty: 4902.715820 Iteration 29Q: 3 clusters Score -3527925 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16677 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -3527933.250000 Penalty: 4902.715820 Iteration 30Q: 3 clusters Score -3527933 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16735 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -3527942.500000 Penalty: 4902.715820 Iteration 31Q: 3 clusters Score -3527942 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16784 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -3527954.750000 Penalty: 4902.715820 Iteration 32Q: 3 clusters Score -3527955 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16831 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -3527960.750000 Penalty: 4902.715820 Iteration 33Q: 3 clusters Score -3527961 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16879 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -3527974.500000 Penalty: 4902.715820 Iteration 34Q: 3 clusters Score -3527974 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16920 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -3527989.750000 Penalty: 4902.715820 Iteration 35Q: 3 clusters Score -3527990 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16957 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -3527990.500000 Penalty: 4902.715820 Iteration 36Q: 3 clusters Score -3527990 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16980 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -3527995.500000 Penalty: 4902.715820 Iteration 37Q: 3 clusters Score -3527996 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17003 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -3528000.750000 Penalty: 4902.715820 Iteration 38Q: 3 clusters Score -3528001 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17026 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -3528012.250000 Penalty: 4902.715820 Iteration 39Q: 3 clusters Score -3528012 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17054 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -3528011.750000 Penalty: 4902.715820 Iteration 40F: 3 clusters Score -3528012 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17083 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -3528021.750000 Penalty: 4902.715820 Iteration 41Q: 3 clusters Score -3528022 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17111 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -3528036.000000 Penalty: 4902.715820 Iteration 42Q: 3 clusters Score -3528036 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17145 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -3528044.500000 Penalty: 4902.715820 Iteration 43Q: 3 clusters Score -3528044 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17176 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -3528049.500000 Penalty: 4902.715820 Iteration 44Q: 3 clusters Score -3528050 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17201 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -3528061.000000 Penalty: 4902.715820 Iteration 45Q: 3 clusters Score -3528061 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17219 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -3528060.500000 Penalty: 4902.715820 Iteration 46Q: 3 clusters Score -3528060 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17234 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -3528068.500000 Penalty: 4902.715820 Iteration 47Q: 3 clusters Score -3528068 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17250 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -3528067.000000 Penalty: 4902.715820 Iteration 48Q: 3 clusters Score -3528067 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17264 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -3528070.000000 Penalty: 4902.715820 Iteration 49Q: 3 clusters Score -3528070 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17278 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -3528071.750000 Penalty: 4902.715820 Iteration 50Q: 3 clusters Score -3528072 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17294 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -3528072.500000 Penalty: 4902.715820 Iteration 51Q: 3 clusters Score -3528072 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17319 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -3528076.000000 Penalty: 4902.715820 Iteration 52Q: 3 clusters Score -3528076 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17343 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -3528083.750000 Penalty: 4902.715820 Iteration 53Q: 3 clusters Score -3528084 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17359 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -3528093.000000 Penalty: 4902.715820 Iteration 54Q: 3 clusters Score -3528093 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17374 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -3528090.750000 Penalty: 4902.715820 Iteration 55Q: 3 clusters Score -3528091 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17397 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -3528096.750000 Penalty: 4902.715820 Iteration 56Q: 3 clusters Score -3528097 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17428 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -3528099.500000 Penalty: 4902.715820 Iteration 57Q: 3 clusters Score -3528100 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17448 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -3528104.000000 Penalty: 4902.715820 Iteration 58Q: 3 clusters Score -3528104 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17467 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -3528108.750000 Penalty: 4902.715820 Iteration 59Q: 3 clusters Score -3528109 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17484 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -3528111.250000 Penalty: 4902.715820 Iteration 60F: 3 clusters Score -3528111 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17500 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -3528117.000000 Penalty: 4902.715820 Iteration 61Q: 3 clusters Score -3528117 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17515 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -3528112.500000 Penalty: 4902.715820 Iteration 62Q: 3 clusters Score -3528112 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17526 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -3528114.250000 Penalty: 4902.715820 Iteration 63Q: 3 clusters Score -3528114 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17540 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -3528116.500000 Penalty: 4902.715820 Iteration 64Q: 3 clusters Score -3528116 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17558 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -3528116.500000 Penalty: 4902.715820 Iteration 65Q: 3 clusters Score -3528116 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17572 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -3528124.750000 Penalty: 4902.715820 Iteration 66Q: 3 clusters Score -3528125 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17585 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -3528134.000000 Penalty: 4902.715820 Iteration 67Q: 3 clusters Score -3528134 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17599 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -3528132.750000 Penalty: 4902.715820 Iteration 68Q: 3 clusters Score -3528133 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17624 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -3528130.750000 Penalty: 4902.715820 Iteration 69Q: 3 clusters Score -3528131 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17658 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -3528176.000000 Penalty: 4902.715820 Iteration 74Q: 3 clusters Score -3528176 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17800 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -3528181.250000 Penalty: 4902.715820 Iteration 75Q: 3 clusters Score -3528181 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17813 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -3528184.750000 Penalty: 4902.715820 Iteration 76Q: 3 clusters Score -3528185 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17823 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -3528188.750000 Penalty: 4902.715820 Iteration 77Q: 3 clusters Score -3528189 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17832 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -3528196.750000 Penalty: 4902.715820 Iteration 78Q: 3 clusters Score -3528197 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17839 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -3528195.750000 Penalty: 4902.715820 Iteration 79Q: 3 clusters Score -3528196 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17847 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -3528196.500000 Penalty: 4902.715820 Iteration 80F: 3 clusters Score -3528196 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17860 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -3528196.750000 Penalty: 4902.715820 Iteration 81Q: 3 clusters Score -3528197 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17868 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -3528200.750000 Penalty: 4902.715820 Iteration 82Q: 3 clusters Score -3528201 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17875 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -3528204.250000 Penalty: 4902.715820 Iteration 83Q: 3 clusters Score -3528204 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17888 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -3528210.750000 Penalty: 4902.715820 Iteration 84Q: 3 clusters Score -3528211 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17902 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -3528207.750000 Penalty: 4902.715820 Iteration 85Q: 3 clusters Score -3528208 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17918 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -3528211.000000 Penalty: 4902.715820 Iteration 86Q: 3 clusters Score -3528211 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17940 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -3528227.000000 Penalty: 4902.715820 Iteration 87Q: 3 clusters Score -3528227 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17955 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -3528224.250000 Penalty: 4902.715820 Iteration 88Q: 3 clusters Score -3528224 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17971 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -3528232.000000 Penalty: 4902.715820 Iteration 89Q: 3 clusters Score -3528232 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17980 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -3528236.250000 Penalty: 4902.715820 Iteration 90Q: 3 clusters Score -3528236 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17988 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -3528230.000000 Penalty: 4902.715820 Iteration 91Q: 3 clusters Score -3528230 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18005 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -3528237.500000 Penalty: 4902.715820 Iteration 92Q: 3 clusters Score -3528238 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18019 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -3528240.750000 Penalty: 4902.715820 Iteration 93Q: 3 clusters Score -3528241 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18034 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -3528250.000000 Penalty: 4902.715820 Iteration 94Q: 3 clusters Score -3528250 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18050 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -3528250.750000 Penalty: 4902.715820 Iteration 95Q: 3 clusters Score -3528251 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18063 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -3528256.500000 Penalty: 4902.715820 Iteration 96Q: 3 clusters Score -3528256 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18074 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -3528260.250000 Penalty: 4902.715820 Iteration 97Q: 3 clusters Score -3528260 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18083 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -3528261.750000 Penalty: 4902.715820 Iteration 98Q: 3 clusters Score -3528262 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18093 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -3528260.000000 Penalty: 4902.715820 Iteration 99Q: 3 clusters Score -3528260 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18106 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -3528270.000000 Penalty: 4902.715820 Iteration 100F: 3 clusters Score -3528270 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18120 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -3528276.250000 Penalty: 4902.715820 Iteration 101Q: 3 clusters Score -3528276 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18137 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -3528284.250000 Penalty: 4902.715820 Iteration 102Q: 3 clusters Score -3528284 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18155 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -3528289.500000 Penalty: 4902.715820 Iteration 103Q: 3 clusters Score -3528290 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18169 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -3528291.750000 Penalty: 4902.715820 Iteration 104Q: 3 clusters Score -3528292 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18191 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -3528299.750000 Penalty: 4902.715820 Iteration 105Q: 3 clusters Score -3528300 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18209 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -3528306.250000 Penalty: 4902.715820 Iteration 106Q: 3 clusters Score -3528306 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18234 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -3528318.250000 Penalty: 4902.715820 Iteration 107Q: 3 clusters Score -3528318 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18260 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -3528326.250000 Penalty: 4902.715820 Iteration 108Q: 3 clusters Score -3528326 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18290 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -3528344.000000 Penalty: 4902.715820 Iteration 109Q: 3 clusters Score -3528344 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18319 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -3528352.250000 Penalty: 4902.715820 Iteration 110Q: 3 clusters Score -3528352 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18344 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -3528361.000000 Penalty: 4902.715820 Iteration 111Q: 3 clusters Score -3528361 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18367 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -3528371.500000 Penalty: 4902.715820 Iteration 112Q: 3 clusters Score -3528372 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18391 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -3528379.500000 Penalty: 4902.715820 Iteration 113Q: 3 clusters Score -3528380 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18415 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -3528391.000000 Penalty: 4902.715820 Iteration 114Q: 3 clusters Score -3528391 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18433 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -3528399.500000 Penalty: 4902.715820 Iteration 115Q: 3 clusters Score -3528400 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18447 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -3528410.250000 Penalty: 4902.715820 Iteration 116Q: 3 clusters Score -3528410 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18455 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -3528411.500000 Penalty: 4902.715820 Iteration 117Q: 3 clusters Score -3528412 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18470 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -3528428.250000 Penalty: 4902.715820 Iteration 118Q: 3 clusters Score -3528428 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18483 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -3528437.500000 Penalty: 4902.715820 Iteration 119Q: 3 clusters Score -3528438 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18495 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -3528444.750000 Penalty: 4902.715820 Iteration 120F: 3 clusters Score -3528445 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18513 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -3528455.000000 Penalty: 4902.715820 Iteration 121Q: 3 clusters Score -3528455 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18529 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -3528466.000000 Penalty: 4902.715820 Iteration 122Q: 3 clusters Score -3528466 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18541 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -3528478.750000 Penalty: 4902.715820 Iteration 123Q: 3 clusters Score -3528479 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18546 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -3528475.000000 Penalty: 4902.715820 Iteration 124Q: 3 clusters Score -3528475 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18551 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -3528478.250000 Penalty: 4902.715820 Iteration 125Q: 3 clusters Score -3528478 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18557 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -3528488.500000 Penalty: 4902.715820 Iteration 126Q: 3 clusters Score -3528488 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18570 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -3528491.750000 Penalty: 4902.715820 Iteration 127Q: 3 clusters Score -3528492 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18577 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -3528495.500000 Penalty: 4902.715820 Iteration 128Q: 3 clusters Score -3528496 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18582 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -3528494.000000 Penalty: 4902.715820 Iteration 129Q: 3 clusters Score -3528494 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18585 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -3528498.750000 Penalty: 4902.715820 Iteration 130Q: 3 clusters Score -3528499 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18586 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -3528498.000000 Penalty: 4902.715820 Iteration 131Q: 3 clusters Score -3528498 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18586 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -3528498.000000 Penalty: 4902.715820 Iteration 132F: 3 clusters Score -3528498 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Entering Unmasked Estep Score: -75539.914062 Penalty: 1520.004517 Iteration 0F: 2 clusters Score -75539.91 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 246 members Entering Unmasked Estep Score: -74157.304688 Penalty: 3040.009033 Iteration 0F: 3 clusters Score -74157.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -74427.859375 Penalty: 3040.009033 Iteration 1F: 3 clusters Score -74427.86 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -74499.039062 Penalty: 3040.009033 Iteration 2Q: 3 clusters Score -74499.04 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -74546.875000 Penalty: 3040.009033 Iteration 3Q: 3 clusters Score -74546.88 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -74576.578125 Penalty: 3040.009033 Iteration 4Q: 3 clusters Score -74576.58 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -74595.812500 Penalty: 3040.009033 Iteration 5Q: 3 clusters Score -74595.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -74624.773438 Penalty: 3040.009033 Iteration 6Q: 3 clusters Score -74624.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -74652.554688 Penalty: 3040.009033 Iteration 7Q: 3 clusters Score -74652.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -74666.804688 Penalty: 3040.009033 Iteration 8Q: 3 clusters Score -74666.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -74672.953125 Penalty: 3040.009033 Iteration 9Q: 3 clusters Score -74672.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -74681.367188 Penalty: 3040.009033 Iteration 10Q: 3 clusters Score -74681.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -74685.570312 Penalty: 3040.009033 Iteration 11Q: 3 clusters Score -74685.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -74685.570312 Penalty: 3040.009033 Iteration 12F: 3 clusters Score -74685.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Entering Unmasked Estep Score: -49756.726562 Penalty: 1440.419434 Iteration 0F: 2 clusters Score -49756.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -48429.097656 Penalty: 2880.838867 Iteration 0F: 3 clusters Score -48429.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -48579.468750 Penalty: 2880.838867 Iteration 1F: 3 clusters Score -48579.47 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -48610.593750 Penalty: 2880.838867 Iteration 2Q: 3 clusters Score -48610.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -48626.675781 Penalty: 2880.838867 Iteration 3Q: 3 clusters Score -48626.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -48636.886719 Penalty: 2880.838867 Iteration 4Q: 3 clusters Score -48636.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -48646.226562 Penalty: 2880.838867 Iteration 5Q: 3 clusters Score -48646.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -48651.828125 Penalty: 2880.838867 Iteration 6Q: 3 clusters Score -48651.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -48655.109375 Penalty: 2880.838867 Iteration 7Q: 3 clusters Score -48655.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -48657.589844 Penalty: 2880.838867 Iteration 8Q: 3 clusters Score -48657.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -48659.664062 Penalty: 2880.838867 Iteration 9Q: 3 clusters Score -48659.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -48659.664062 Penalty: 2880.838867 Iteration 10F: 3 clusters Score -48659.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (63520 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63520 members Entering Unmasked Estep Score: -11430766.000000 Penalty: 2742.659180 Iteration 0F: 2 clusters Score -1.143077e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31824 members Mstep: Class 2 contains 31696 members Entering Unmasked Estep Score: -11396691.000000 Penalty: 5485.318359 Iteration 0F: 3 clusters Score -1.139669e+07 nChanged 29521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32409 members Mstep: Class 2 contains 31111 members Entering Unmasked Estep Score: -11413084.000000 Penalty: 5485.318359 Iteration 1F: 3 clusters Score -1.141308e+07 nChanged 2338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32615 members Mstep: Class 2 contains 30905 members Entering Unmasked Estep Score: -11413616.000000 Penalty: 5485.318359 Iteration 2Q: 3 clusters Score -1.141362e+07 nChanged 2267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32896 members Mstep: Class 2 contains 30624 members Entering Unmasked Estep Score: -11414183.000000 Penalty: 5485.318359 Iteration 3Q: 3 clusters Score -1.141418e+07 nChanged 2237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33283 members Mstep: Class 2 contains 30237 members Entering Unmasked Estep Score: -11414808.000000 Penalty: 5485.318359 Iteration 4Q: 3 clusters Score -1.141481e+07 nChanged 2172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33881 members Mstep: Class 2 contains 29639 members Entering Unmasked Estep Score: -11415443.000000 Penalty: 5485.318359 Iteration 5Q: 3 clusters Score -1.141544e+07 nChanged 2241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34712 members Mstep: Class 2 contains 28808 members Entering Unmasked Estep Score: -11416057.000000 Penalty: 5485.318359 Iteration 6Q: 3 clusters Score -1.141606e+07 nChanged 2380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35782 members Mstep: Class 2 contains 27738 members Entering Unmasked Estep Score: -11416881.000000 Penalty: 5485.318359 Iteration 7Q: 3 clusters Score -1.141688e+07 nChanged 2608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37106 members Mstep: Class 2 contains 26414 members Entering Unmasked Estep Score: -11418146.000000 Penalty: 5485.318359 Iteration 8Q: 3 clusters Score -1.141815e+07 nChanged 2957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38643 members Mstep: Class 2 contains 24877 members Entering Unmasked Estep Score: -11419839.000000 Penalty: 5485.318359 Iteration 9Q: 3 clusters Score -1.141984e+07 nChanged 3241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40206 members Mstep: Class 2 contains 23314 members Entering Unmasked Estep Score: -11422027.000000 Penalty: 5485.318359 Iteration 10F: 3 clusters Score -1.142203e+07 nChanged 3274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41506 members Mstep: Class 2 contains 22014 members Entering Unmasked Estep Score: -11424183.000000 Penalty: 5485.318359 Iteration 11F: 3 clusters Score -1.142418e+07 nChanged 2865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42419 members Mstep: Class 2 contains 21101 members Entering Unmasked Estep Score: -11425622.000000 Penalty: 5485.318359 Iteration 12Q: 3 clusters Score -1.142562e+07 nChanged 2034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43095 members Mstep: Class 2 contains 20425 members Entering Unmasked Estep Score: -11426327.000000 Penalty: 5485.318359 Iteration 13Q: 3 clusters Score -1.142633e+07 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43732 members Mstep: Class 2 contains 19788 members Entering Unmasked Estep Score: -11426615.000000 Penalty: 5485.318359 Iteration 14Q: 3 clusters Score -1.142662e+07 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44421 members Mstep: Class 2 contains 19099 members Entering Unmasked Estep Score: -11426774.000000 Penalty: 5485.318359 Iteration 15Q: 3 clusters Score -1.142677e+07 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45268 members Mstep: Class 2 contains 18252 members Entering Unmasked Estep Score: -11426956.000000 Penalty: 5485.318359 Iteration 16Q: 3 clusters Score -1.142696e+07 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46202 members Mstep: Class 2 contains 17318 members Entering Unmasked Estep Score: -11427114.000000 Penalty: 5485.318359 Iteration 17Q: 3 clusters Score -1.142711e+07 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47262 members Mstep: Class 2 contains 16258 members Entering Unmasked Estep Score: -11427178.000000 Penalty: 5485.318359 Iteration 18Q: 3 clusters Score -1.142718e+07 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48315 members Mstep: Class 2 contains 15205 members Entering Unmasked Estep Score: -11427289.000000 Penalty: 5485.318359 Iteration 19Q: 3 clusters Score -1.142729e+07 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49455 members Mstep: Class 2 contains 14065 members Entering Unmasked Estep Score: -11427291.000000 Penalty: 5485.318359 Iteration 20F: 3 clusters Score -1.142729e+07 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50535 members Mstep: Class 2 contains 12985 members Entering Unmasked Estep Score: -11427322.000000 Penalty: 5485.318359 Iteration 21Q: 3 clusters Score -1.142732e+07 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51586 members Mstep: Class 2 contains 11934 members Entering Unmasked Estep Score: -11427300.000000 Penalty: 5485.318359 Iteration 22Q: 3 clusters Score -1.14273e+07 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52610 members Mstep: Class 2 contains 10910 members Entering Unmasked Estep Score: -11427151.000000 Penalty: 5485.318359 Iteration 23Q: 3 clusters Score -1.142715e+07 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53542 members Mstep: Class 2 contains 9978 members Entering Unmasked Estep Score: -11427076.000000 Penalty: 5485.318359 Iteration 24Q: 3 clusters Score -1.142708e+07 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54433 members Mstep: Class 2 contains 9087 members Entering Unmasked Estep Score: -11427096.000000 Penalty: 5485.318359 Iteration 25Q: 3 clusters Score -1.14271e+07 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55268 members Mstep: Class 2 contains 8252 members Entering Unmasked Estep Score: -11427006.000000 Penalty: 5485.318359 Iteration 26Q: 3 clusters Score -1.142701e+07 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56013 members Mstep: Class 2 contains 7507 members Entering Unmasked Estep Score: -11427028.000000 Penalty: 5485.318359 Iteration 27Q: 3 clusters Score -1.142703e+07 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56660 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -11427024.000000 Penalty: 5485.318359 Iteration 28Q: 3 clusters Score -1.142702e+07 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57258 members Mstep: Class 2 contains 6262 members Entering Unmasked Estep Score: -11426898.000000 Penalty: 5485.318359 Iteration 29Q: 3 clusters Score -1.14269e+07 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57815 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -11426848.000000 Penalty: 5485.318359 Iteration 30Q: 3 clusters Score -1.142685e+07 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58302 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -11426911.000000 Penalty: 5485.318359 Iteration 31Q: 3 clusters Score -1.142691e+07 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58715 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -11426968.000000 Penalty: 5485.318359 Iteration 32Q: 3 clusters Score -1.142697e+07 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59086 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -11426994.000000 Penalty: 5485.318359 Iteration 33Q: 3 clusters Score -1.142699e+07 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59414 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -11427055.000000 Penalty: 5485.318359 Iteration 34Q: 3 clusters Score -1.142706e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59720 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -11427153.000000 Penalty: 5485.318359 Iteration 35Q: 3 clusters Score -1.142715e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60005 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -11427257.000000 Penalty: 5485.318359 Iteration 36Q: 3 clusters Score -1.142726e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60272 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -11427350.000000 Penalty: 5485.318359 Iteration 37Q: 3 clusters Score -1.142735e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60509 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -11427409.000000 Penalty: 5485.318359 Iteration 38Q: 3 clusters Score -1.142741e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60703 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -11427489.000000 Penalty: 5485.318359 Iteration 39Q: 3 clusters Score -1.142749e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60889 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -11427527.000000 Penalty: 5485.318359 Iteration 40F: 3 clusters Score -1.142753e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61077 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -11427574.000000 Penalty: 5485.318359 Iteration 41Q: 3 clusters Score -1.142757e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61242 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -11427643.000000 Penalty: 5485.318359 Iteration 42Q: 3 clusters Score -1.142764e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61399 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -11427714.000000 Penalty: 5485.318359 Iteration 43Q: 3 clusters Score -1.142771e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61529 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -11427772.000000 Penalty: 5485.318359 Iteration 44Q: 3 clusters Score -1.142777e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61628 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -11427770.000000 Penalty: 5485.318359 Iteration 45Q: 3 clusters Score -1.142777e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61707 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -11427814.000000 Penalty: 5485.318359 Iteration 46Q: 3 clusters Score -1.142781e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61788 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -11427862.000000 Penalty: 5485.318359 Iteration 47Q: 3 clusters Score -1.142786e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61874 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -11427858.000000 Penalty: 5485.318359 Iteration 48Q: 3 clusters Score -1.142786e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61960 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -11427932.000000 Penalty: 5485.318359 Iteration 49Q: 3 clusters Score -1.142793e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62026 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -11427956.000000 Penalty: 5485.318359 Iteration 50Q: 3 clusters Score -1.142796e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62089 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -11427983.000000 Penalty: 5485.318359 Iteration 51Q: 3 clusters Score -1.142798e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62152 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -11427993.000000 Penalty: 5485.318359 Iteration 52Q: 3 clusters Score -1.142799e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62208 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -11428026.000000 Penalty: 5485.318359 Iteration 53Q: 3 clusters Score -1.142803e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62268 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -11428076.000000 Penalty: 5485.318359 Iteration 54Q: 3 clusters Score -1.142808e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62316 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -11428100.000000 Penalty: 5485.318359 Iteration 55Q: 3 clusters Score -1.14281e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62362 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -11428123.000000 Penalty: 5485.318359 Iteration 56Q: 3 clusters Score -1.142812e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62412 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -11428125.000000 Penalty: 5485.318359 Iteration 57Q: 3 clusters Score -1.142812e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62449 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -11428152.000000 Penalty: 5485.318359 Iteration 58Q: 3 clusters Score -1.142815e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62481 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -11428170.000000 Penalty: 5485.318359 Iteration 59Q: 3 clusters Score -1.142817e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62507 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -11428200.000000 Penalty: 5485.318359 Iteration 60F: 3 clusters Score -1.14282e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62528 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -11428213.000000 Penalty: 5485.318359 Iteration 61Q: 3 clusters Score -1.142821e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62552 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -11428227.000000 Penalty: 5485.318359 Iteration 62Q: 3 clusters Score -1.142823e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62579 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -11428226.000000 Penalty: 5485.318359 Iteration 63Q: 3 clusters Score -1.142823e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62599 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -11428227.000000 Penalty: 5485.318359 Iteration 64Q: 3 clusters Score -1.142823e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62617 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -11428231.000000 Penalty: 5485.318359 Iteration 65Q: 3 clusters Score -1.142823e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62631 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -11428254.000000 Penalty: 5485.318359 Iteration 66Q: 3 clusters Score -1.142825e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62635 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -11428258.000000 Penalty: 5485.318359 Iteration 67Q: 3 clusters Score -1.142826e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62645 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -11428251.000000 Penalty: 5485.318359 Iteration 68Q: 3 clusters Score -1.142825e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62659 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -11428249.000000 Penalty: 5485.318359 Iteration 69Q: 3 clusters Score -1.142825e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62674 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -11428257.000000 Penalty: 5485.318359 Iteration 70Q: 3 clusters Score -1.142826e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62685 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -11428259.000000 Penalty: 5485.318359 Iteration 71Q: 3 clusters Score -1.142826e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62690 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -11428269.000000 Penalty: 5485.318359 Iteration 72Q: 3 clusters Score -1.142827e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62693 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -11428269.000000 Penalty: 5485.318359 Iteration 73Q: 3 clusters Score -1.142827e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62698 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -11428269.000000 Penalty: 5485.318359 Iteration 74Q: 3 clusters Score -1.142827e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62701 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -11428261.000000 Penalty: 5485.318359 Iteration 75Q: 3 clusters Score -1.142826e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62702 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -11428270.000000 Penalty: 5485.318359 Iteration 76Q: 3 clusters Score -1.142827e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62702 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -11428270.000000 Penalty: 5485.318359 Iteration 77F: 3 clusters Score -1.142827e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1042 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Entering Unmasked Estep Score: -176215.187500 Penalty: 1723.326538 Iteration 0F: 2 clusters Score -176215.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -174242.718750 Penalty: 3446.653076 Iteration 0F: 3 clusters Score -174242.7 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -174556.437500 Penalty: 3446.653076 Iteration 1F: 3 clusters Score -174556.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -174686.234375 Penalty: 3446.653076 Iteration 2F: 3 clusters Score -174686.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -174754.546875 Penalty: 3446.653076 Iteration 3Q: 3 clusters Score -174754.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -174827.531250 Penalty: 3446.653076 Iteration 4Q: 3 clusters Score -174827.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -174884.828125 Penalty: 3446.653076 Iteration 5Q: 3 clusters Score -174884.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -174980.656250 Penalty: 3446.653076 Iteration 6Q: 3 clusters Score -174980.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -175050.375000 Penalty: 3446.653076 Iteration 7Q: 3 clusters Score -175050.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -175101.140625 Penalty: 3446.653076 Iteration 8Q: 3 clusters Score -175101.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -175154.218750 Penalty: 3446.653076 Iteration 9Q: 3 clusters Score -175154.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -175210.937500 Penalty: 3446.653076 Iteration 10Q: 3 clusters Score -175210.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -175280.687500 Penalty: 3446.653076 Iteration 11Q: 3 clusters Score -175280.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -175324.421875 Penalty: 3446.653076 Iteration 12Q: 3 clusters Score -175324.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -175359.437500 Penalty: 3446.653076 Iteration 13Q: 3 clusters Score -175359.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -175381.640625 Penalty: 3446.653076 Iteration 14Q: 3 clusters Score -175381.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -175409.859375 Penalty: 3446.653076 Iteration 15Q: 3 clusters Score -175409.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -175440.953125 Penalty: 3446.653076 Iteration 16Q: 3 clusters Score -175441 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -175463.562500 Penalty: 3446.653076 Iteration 17Q: 3 clusters Score -175463.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -175492.375000 Penalty: 3446.653076 Iteration 18Q: 3 clusters Score -175492.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -175504.093750 Penalty: 3446.653076 Iteration 19Q: 3 clusters Score -175504.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -175516.171875 Penalty: 3446.653076 Iteration 20F: 3 clusters Score -175516.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -175521.156250 Penalty: 3446.653076 Iteration 21Q: 3 clusters Score -175521.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -175530.468750 Penalty: 3446.653076 Iteration 22Q: 3 clusters Score -175530.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -175534.359375 Penalty: 3446.653076 Iteration 23Q: 3 clusters Score -175534.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -175540.437500 Penalty: 3446.653076 Iteration 24Q: 3 clusters Score -175540.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -175540.437500 Penalty: 3446.653076 Iteration 25F: 3 clusters Score -175540.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (56403 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56403 members Entering Unmasked Estep Score: -10361305.000000 Penalty: 2713.188965 Iteration 0F: 2 clusters Score -1.03613e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28412 members Mstep: Class 2 contains 27991 members Entering Unmasked Estep Score: -10324283.000000 Penalty: 5426.377930 Iteration 0F: 3 clusters Score -1.032428e+07 nChanged 26124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30212 members Mstep: Class 2 contains 26191 members Entering Unmasked Estep Score: -10338924.000000 Penalty: 5426.377930 Iteration 1F: 3 clusters Score -1.033892e+07 nChanged 2218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31230 members Mstep: Class 2 contains 25173 members Entering Unmasked Estep Score: -10339624.000000 Penalty: 5426.377930 Iteration 2Q: 3 clusters Score -1.033962e+07 nChanged 2268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32698 members Mstep: Class 2 contains 23705 members Entering Unmasked Estep Score: -10340332.000000 Penalty: 5426.377930 Iteration 3Q: 3 clusters Score -1.034033e+07 nChanged 2667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34929 members Mstep: Class 2 contains 21474 members Entering Unmasked Estep Score: -10341532.000000 Penalty: 5426.377930 Iteration 4Q: 3 clusters Score -1.034153e+07 nChanged 3333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38044 members Mstep: Class 2 contains 18359 members Entering Unmasked Estep Score: -10343568.000000 Penalty: 5426.377930 Iteration 5F: 3 clusters Score -1.034357e+07 nChanged 4207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42143 members Mstep: Class 2 contains 14260 members Entering Unmasked Estep Score: -10346751.000000 Penalty: 5426.377930 Iteration 6F: 3 clusters Score -1.034675e+07 nChanged 4757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46776 members Mstep: Class 2 contains 9627 members Entering Unmasked Estep Score: -10351113.000000 Penalty: 5426.377930 Iteration 7F: 3 clusters Score -1.035111e+07 nChanged 4129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50841 members Mstep: Class 2 contains 5562 members Entering Unmasked Estep Score: -10355174.000000 Penalty: 5426.377930 Iteration 8F: 3 clusters Score -1.035517e+07 nChanged 2800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53591 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -10357503.000000 Penalty: 5426.377930 Iteration 9Q: 3 clusters Score -1.03575e+07 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54936 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -10358505.000000 Penalty: 5426.377930 Iteration 10Q: 3 clusters Score -1.03585e+07 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55494 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -10358935.000000 Penalty: 5426.377930 Iteration 11Q: 3 clusters Score -1.035894e+07 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55700 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -10359139.000000 Penalty: 5426.377930 Iteration 12Q: 3 clusters Score -1.035914e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55777 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -10359230.000000 Penalty: 5426.377930 Iteration 13Q: 3 clusters Score -1.035923e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55827 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -10359286.000000 Penalty: 5426.377930 Iteration 14Q: 3 clusters Score -1.035929e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55849 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -10359327.000000 Penalty: 5426.377930 Iteration 15Q: 3 clusters Score -1.035933e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55860 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -10359351.000000 Penalty: 5426.377930 Iteration 16Q: 3 clusters Score -1.035935e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55875 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -10359372.000000 Penalty: 5426.377930 Iteration 17Q: 3 clusters Score -1.035937e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55874 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -10359380.000000 Penalty: 5426.377930 Iteration 18Q: 3 clusters Score -1.035938e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55874 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -10359389.000000 Penalty: 5426.377930 Iteration 19Q: 3 clusters Score -1.035939e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55875 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -10359389.000000 Penalty: 5426.377930 Iteration 20F: 3 clusters Score -1.035939e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55876 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -10359394.000000 Penalty: 5426.377930 Iteration 21Q: 3 clusters Score -1.035939e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55878 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -10359388.000000 Penalty: 5426.377930 Iteration 22Q: 3 clusters Score -1.035939e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55879 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -10359393.000000 Penalty: 5426.377930 Iteration 23Q: 3 clusters Score -1.035939e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55879 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -10359393.000000 Penalty: 5426.377930 Iteration 24F: 3 clusters Score -1.035939e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (13805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13805 members Entering Unmasked Estep Score: -2390301.500000 Penalty: 2364.131104 Iteration 0F: 2 clusters Score -2390302 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -2380164.250000 Penalty: 4728.262207 Iteration 0F: 3 clusters Score -2380164 nChanged 5988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7034 members Mstep: Class 2 contains 6771 members Entering Unmasked Estep Score: -2383332.750000 Penalty: 4728.262207 Iteration 1F: 3 clusters Score -2383333 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 6706 members Entering Unmasked Estep Score: -2383680.250000 Penalty: 4728.262207 Iteration 2F: 3 clusters Score -2383680 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7204 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -2383930.500000 Penalty: 4728.262207 Iteration 3Q: 3 clusters Score -2383930 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7327 members Mstep: Class 2 contains 6478 members Entering Unmasked Estep Score: -2384105.250000 Penalty: 4728.262207 Iteration 4Q: 3 clusters Score -2384105 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7485 members Mstep: Class 2 contains 6320 members Entering Unmasked Estep Score: -2384246.000000 Penalty: 4728.262207 Iteration 5Q: 3 clusters Score -2384246 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7687 members Mstep: Class 2 contains 6118 members Entering Unmasked Estep Score: -2384391.500000 Penalty: 4728.262207 Iteration 6Q: 3 clusters Score -2384392 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7898 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -2384504.750000 Penalty: 4728.262207 Iteration 7Q: 3 clusters Score -2384505 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8163 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -2384641.750000 Penalty: 4728.262207 Iteration 8Q: 3 clusters Score -2384642 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8497 members Mstep: Class 2 contains 5308 members Entering Unmasked Estep Score: -2384794.250000 Penalty: 4728.262207 Iteration 9Q: 3 clusters Score -2384794 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8854 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -2384985.750000 Penalty: 4728.262207 Iteration 10Q: 3 clusters Score -2384986 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9302 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -2385234.500000 Penalty: 4728.262207 Iteration 11Q: 3 clusters Score -2385234 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9809 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -2385525.250000 Penalty: 4728.262207 Iteration 12Q: 3 clusters Score -2385525 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10348 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -2385854.500000 Penalty: 4728.262207 Iteration 13Q: 3 clusters Score -2385854 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10889 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -2386223.250000 Penalty: 4728.262207 Iteration 14Q: 3 clusters Score -2386223 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11445 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -2386636.000000 Penalty: 4728.262207 Iteration 15Q: 3 clusters Score -2386636 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11947 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -2387054.250000 Penalty: 4728.262207 Iteration 16Q: 3 clusters Score -2387054 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12389 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -2387440.000000 Penalty: 4728.262207 Iteration 17Q: 3 clusters Score -2387440 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12717 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -2387734.250000 Penalty: 4728.262207 Iteration 18Q: 3 clusters Score -2387734 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12940 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -2387916.750000 Penalty: 4728.262207 Iteration 19Q: 3 clusters Score -2387917 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13077 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -2388032.000000 Penalty: 4728.262207 Iteration 20F: 3 clusters Score -2388032 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13171 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -2388120.500000 Penalty: 4728.262207 Iteration 21Q: 3 clusters Score -2388120 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13234 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -2388178.500000 Penalty: 4728.262207 Iteration 22Q: 3 clusters Score -2388178 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13276 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -2388220.250000 Penalty: 4728.262207 Iteration 23Q: 3 clusters Score -2388220 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13301 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -2388253.500000 Penalty: 4728.262207 Iteration 24Q: 3 clusters Score -2388254 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13329 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -2388278.000000 Penalty: 4728.262207 Iteration 25Q: 3 clusters Score -2388278 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13345 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -2388304.750000 Penalty: 4728.262207 Iteration 26Q: 3 clusters Score -2388305 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13358 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -2388319.250000 Penalty: 4728.262207 Iteration 27Q: 3 clusters Score -2388319 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13365 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -2388327.750000 Penalty: 4728.262207 Iteration 28Q: 3 clusters Score -2388328 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13370 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -2388333.750000 Penalty: 4728.262207 Iteration 29Q: 3 clusters Score -2388334 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13378 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -2388340.500000 Penalty: 4728.262207 Iteration 30Q: 3 clusters Score -2388340 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13382 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -2388343.000000 Penalty: 4728.262207 Iteration 31Q: 3 clusters Score -2388343 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13387 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -2388352.500000 Penalty: 4728.262207 Iteration 32Q: 3 clusters Score -2388352 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13387 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -2388351.750000 Penalty: 4728.262207 Iteration 33Q: 3 clusters Score -2388352 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13386 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -2388354.500000 Penalty: 4728.262207 Iteration 34Q: 3 clusters Score -2388354 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13386 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -2388354.500000 Penalty: 4728.262207 Iteration 35F: 3 clusters Score -2388354 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Entering Unmasked Estep Score: -269149.656250 Penalty: 1815.654785 Iteration 0F: 2 clusters Score -269149.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -266830.125000 Penalty: 3631.309570 Iteration 0F: 3 clusters Score -266830.1 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -267190.500000 Penalty: 3631.309570 Iteration 1F: 3 clusters Score -267190.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -267318.156250 Penalty: 3631.309570 Iteration 2F: 3 clusters Score -267318.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -267381.468750 Penalty: 3631.309570 Iteration 3Q: 3 clusters Score -267381.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -267409.437500 Penalty: 3631.309570 Iteration 4Q: 3 clusters Score -267409.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -267429.718750 Penalty: 3631.309570 Iteration 5Q: 3 clusters Score -267429.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -267437.062500 Penalty: 3631.309570 Iteration 6Q: 3 clusters Score -267437.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -267442.812500 Penalty: 3631.309570 Iteration 7Q: 3 clusters Score -267442.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -267444.031250 Penalty: 3631.309570 Iteration 8Q: 3 clusters Score -267444 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -267447.125000 Penalty: 3631.309570 Iteration 9Q: 3 clusters Score -267447.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -267448.375000 Penalty: 3631.309570 Iteration 10Q: 3 clusters Score -267448.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -267449.656250 Penalty: 3631.309570 Iteration 11Q: 3 clusters Score -267449.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -267451.187500 Penalty: 3631.309570 Iteration 12Q: 3 clusters Score -267451.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -267452.500000 Penalty: 3631.309570 Iteration 13Q: 3 clusters Score -267452.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -267452.843750 Penalty: 3631.309570 Iteration 14Q: 3 clusters Score -267452.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -267453.593750 Penalty: 3631.309570 Iteration 15Q: 3 clusters Score -267453.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -267453.593750 Penalty: 3631.309570 Iteration 16F: 3 clusters Score -267453.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Entering Unmasked Estep Score: -157660.187500 Penalty: 1706.080322 Iteration 0F: 2 clusters Score -157660.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -155808.921875 Penalty: 3412.160645 Iteration 0F: 3 clusters Score -155808.9 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -156254.625000 Penalty: 3412.160645 Iteration 1F: 3 clusters Score -156254.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -156532.656250 Penalty: 3412.160645 Iteration 2F: 3 clusters Score -156532.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -156784.218750 Penalty: 3412.160645 Iteration 3F: 3 clusters Score -156784.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -156901.093750 Penalty: 3412.160645 Iteration 4Q: 3 clusters Score -156901.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -156985.765625 Penalty: 3412.160645 Iteration 5Q: 3 clusters Score -156985.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -157045.640625 Penalty: 3412.160645 Iteration 6Q: 3 clusters Score -157045.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -157088.625000 Penalty: 3412.160645 Iteration 7Q: 3 clusters Score -157088.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -157127.062500 Penalty: 3412.160645 Iteration 8Q: 3 clusters Score -157127.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -157138.062500 Penalty: 3412.160645 Iteration 9Q: 3 clusters Score -157138.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -157148.031250 Penalty: 3412.160645 Iteration 10Q: 3 clusters Score -157148 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -157153.562500 Penalty: 3412.160645 Iteration 11Q: 3 clusters Score -157153.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -157160.562500 Penalty: 3412.160645 Iteration 12Q: 3 clusters Score -157160.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -157163.093750 Penalty: 3412.160645 Iteration 13Q: 3 clusters Score -157163.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -157165.250000 Penalty: 3412.160645 Iteration 14Q: 3 clusters Score -157165.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -157165.250000 Penalty: 3412.160645 Iteration 15F: 3 clusters Score -157165.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7592 members Entering Unmasked Estep Score: -1374701.000000 Penalty: 2215.843018 Iteration 0F: 2 clusters Score -1374701 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -1368541.375000 Penalty: 4431.686035 Iteration 0F: 3 clusters Score -1368541 nChanged 3032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -1370184.375000 Penalty: 4431.686035 Iteration 1F: 3 clusters Score -1370184 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -1370426.625000 Penalty: 4431.686035 Iteration 2F: 3 clusters Score -1370427 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -1370633.375000 Penalty: 4431.686035 Iteration 3F: 3 clusters Score -1370633 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -1370807.250000 Penalty: 4431.686035 Iteration 4Q: 3 clusters Score -1370807 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -1370966.500000 Penalty: 4431.686035 Iteration 5Q: 3 clusters Score -1370966 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -1371102.750000 Penalty: 4431.686035 Iteration 6Q: 3 clusters Score -1371103 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -1371205.375000 Penalty: 4431.686035 Iteration 7Q: 3 clusters Score -1371205 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -1371281.625000 Penalty: 4431.686035 Iteration 8Q: 3 clusters Score -1371282 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -1371367.750000 Penalty: 4431.686035 Iteration 9Q: 3 clusters Score -1371368 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -1371454.750000 Penalty: 4431.686035 Iteration 10Q: 3 clusters Score -1371455 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -1371529.500000 Penalty: 4431.686035 Iteration 11Q: 3 clusters Score -1371530 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -1371607.500000 Penalty: 4431.686035 Iteration 12Q: 3 clusters Score -1371608 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -1371671.000000 Penalty: 4431.686035 Iteration 13Q: 3 clusters Score -1371671 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -1371737.250000 Penalty: 4431.686035 Iteration 14Q: 3 clusters Score -1371737 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -1371805.750000 Penalty: 4431.686035 Iteration 15Q: 3 clusters Score -1371806 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -1371878.000000 Penalty: 4431.686035 Iteration 16Q: 3 clusters Score -1371878 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -1371971.000000 Penalty: 4431.686035 Iteration 17Q: 3 clusters Score -1371971 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -1372053.625000 Penalty: 4431.686035 Iteration 18Q: 3 clusters Score -1372054 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -1372123.875000 Penalty: 4431.686035 Iteration 19Q: 3 clusters Score -1372124 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -1372180.625000 Penalty: 4431.686035 Iteration 20F: 3 clusters Score -1372181 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -1372231.125000 Penalty: 4431.686035 Iteration 21Q: 3 clusters Score -1372231 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5495 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -1372267.625000 Penalty: 4431.686035 Iteration 22Q: 3 clusters Score -1372268 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -1372297.750000 Penalty: 4431.686035 Iteration 23Q: 3 clusters Score -1372298 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5663 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -1372334.375000 Penalty: 4431.686035 Iteration 24Q: 3 clusters Score -1372334 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -1372377.250000 Penalty: 4431.686035 Iteration 25Q: 3 clusters Score -1372377 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -1372417.000000 Penalty: 4431.686035 Iteration 26Q: 3 clusters Score -1372417 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5926 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -1372453.750000 Penalty: 4431.686035 Iteration 27Q: 3 clusters Score -1372454 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -1372483.500000 Penalty: 4431.686035 Iteration 28Q: 3 clusters Score -1372484 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6073 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -1372517.500000 Penalty: 4431.686035 Iteration 29Q: 3 clusters Score -1372518 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -1372547.625000 Penalty: 4431.686035 Iteration 30Q: 3 clusters Score -1372548 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6206 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -1372579.125000 Penalty: 4431.686035 Iteration 31Q: 3 clusters Score -1372579 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -1372604.500000 Penalty: 4431.686035 Iteration 32Q: 3 clusters Score -1372604 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6327 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -1372631.750000 Penalty: 4431.686035 Iteration 33Q: 3 clusters Score -1372632 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -1372662.500000 Penalty: 4431.686035 Iteration 34Q: 3 clusters Score -1372662 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -1372691.750000 Penalty: 4431.686035 Iteration 35Q: 3 clusters Score -1372692 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6476 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -1372707.500000 Penalty: 4431.686035 Iteration 36Q: 3 clusters Score -1372708 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6503 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -1372713.250000 Penalty: 4431.686035 Iteration 37Q: 3 clusters Score -1372713 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -1372722.125000 Penalty: 4431.686035 Iteration 38Q: 3 clusters Score -1372722 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -1372730.375000 Penalty: 4431.686035 Iteration 39Q: 3 clusters Score -1372730 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -1372738.375000 Penalty: 4431.686035 Iteration 40F: 3 clusters Score -1372738 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -1372743.500000 Penalty: 4431.686035 Iteration 41Q: 3 clusters Score -1372744 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6585 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -1372750.250000 Penalty: 4431.686035 Iteration 42Q: 3 clusters Score -1372750 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6600 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -1372754.875000 Penalty: 4431.686035 Iteration 43Q: 3 clusters Score -1372755 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -1372756.250000 Penalty: 4431.686035 Iteration 44Q: 3 clusters Score -1372756 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6609 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -1372759.875000 Penalty: 4431.686035 Iteration 45Q: 3 clusters Score -1372760 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6618 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -1372762.250000 Penalty: 4431.686035 Iteration 46Q: 3 clusters Score -1372762 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -1372761.250000 Penalty: 4431.686035 Iteration 47Q: 3 clusters Score -1372761 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -1372763.625000 Penalty: 4431.686035 Iteration 48Q: 3 clusters Score -1372764 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6637 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -1372769.000000 Penalty: 4431.686035 Iteration 49Q: 3 clusters Score -1372769 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6642 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -1372768.500000 Penalty: 4431.686035 Iteration 50Q: 3 clusters Score -1372768 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6648 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -1372770.250000 Penalty: 4431.686035 Iteration 51Q: 3 clusters Score -1372770 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -1372770.375000 Penalty: 4431.686035 Iteration 52Q: 3 clusters Score -1372770 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -1372772.750000 Penalty: 4431.686035 Iteration 53Q: 3 clusters Score -1372773 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6660 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -1372775.750000 Penalty: 4431.686035 Iteration 54Q: 3 clusters Score -1372776 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -1372778.000000 Penalty: 4431.686035 Iteration 55Q: 3 clusters Score -1372778 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -1372780.500000 Penalty: 4431.686035 Iteration 56Q: 3 clusters Score -1372780 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6670 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -1372781.125000 Penalty: 4431.686035 Iteration 57Q: 3 clusters Score -1372781 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -1372780.875000 Penalty: 4431.686035 Iteration 58Q: 3 clusters Score -1372781 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6674 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -1372778.250000 Penalty: 4431.686035 Iteration 59Q: 3 clusters Score -1372778 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -1372779.875000 Penalty: 4431.686035 Iteration 60F: 3 clusters Score -1372780 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (24964 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24964 members Entering Unmasked Estep Score: -4883895.000000 Penalty: 2511.047119 Iteration 0F: 2 clusters Score -4883895 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12510 members Mstep: Class 2 contains 12454 members Entering Unmasked Estep Score: -4867036.000000 Penalty: 5022.094238 Iteration 0F: 3 clusters Score -4867036 nChanged 11103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12845 members Mstep: Class 2 contains 12119 members Entering Unmasked Estep Score: -4873017.000000 Penalty: 5022.094238 Iteration 1F: 3 clusters Score -4873017 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13116 members Mstep: Class 2 contains 11848 members Entering Unmasked Estep Score: -4873654.000000 Penalty: 5022.094238 Iteration 2F: 3 clusters Score -4873654 nChanged 1415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13543 members Mstep: Class 2 contains 11421 members Entering Unmasked Estep Score: -4874441.500000 Penalty: 5022.094238 Iteration 3F: 3 clusters Score -4874442 nChanged 1563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14150 members Mstep: Class 2 contains 10814 members Entering Unmasked Estep Score: -4875389.500000 Penalty: 5022.094238 Iteration 4F: 3 clusters Score -4875390 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14891 members Mstep: Class 2 contains 10073 members Entering Unmasked Estep Score: -4876502.500000 Penalty: 5022.094238 Iteration 5F: 3 clusters Score -4876502 nChanged 1674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15603 members Mstep: Class 2 contains 9361 members Entering Unmasked Estep Score: -4877622.000000 Penalty: 5022.094238 Iteration 6F: 3 clusters Score -4877622 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16242 members Mstep: Class 2 contains 8722 members Entering Unmasked Estep Score: -4878911.000000 Penalty: 5022.094238 Iteration 7F: 3 clusters Score -4878911 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16727 members Mstep: Class 2 contains 8237 members Entering Unmasked Estep Score: -4880062.500000 Penalty: 5022.094238 Iteration 8F: 3 clusters Score -4880062 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16936 members Mstep: Class 2 contains 8028 members Entering Unmasked Estep Score: -4880803.000000 Penalty: 5022.094238 Iteration 9Q: 3 clusters Score -4880803 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16977 members Mstep: Class 2 contains 7987 members Entering Unmasked Estep Score: -4881051.000000 Penalty: 5022.094238 Iteration 10Q: 3 clusters Score -4881051 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16953 members Mstep: Class 2 contains 8011 members Entering Unmasked Estep Score: -4881144.500000 Penalty: 5022.094238 Iteration 11Q: 3 clusters Score -4881144 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16896 members Mstep: Class 2 contains 8068 members Entering Unmasked Estep Score: -4881164.000000 Penalty: 5022.094238 Iteration 12Q: 3 clusters Score -4881164 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16828 members Mstep: Class 2 contains 8136 members Entering Unmasked Estep Score: -4881195.000000 Penalty: 5022.094238 Iteration 13Q: 3 clusters Score -4881195 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16753 members Mstep: Class 2 contains 8211 members Entering Unmasked Estep Score: -4881190.000000 Penalty: 5022.094238 Iteration 14Q: 3 clusters Score -4881190 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16698 members Mstep: Class 2 contains 8266 members Entering Unmasked Estep Score: -4881193.500000 Penalty: 5022.094238 Iteration 15Q: 3 clusters Score -4881194 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16633 members Mstep: Class 2 contains 8331 members Entering Unmasked Estep Score: -4881204.000000 Penalty: 5022.094238 Iteration 16Q: 3 clusters Score -4881204 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16585 members Mstep: Class 2 contains 8379 members Entering Unmasked Estep Score: -4881194.000000 Penalty: 5022.094238 Iteration 17Q: 3 clusters Score -4881194 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16534 members Mstep: Class 2 contains 8430 members Entering Unmasked Estep Score: -4881183.500000 Penalty: 5022.094238 Iteration 18Q: 3 clusters Score -4881184 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16482 members Mstep: Class 2 contains 8482 members Entering Unmasked Estep Score: -4881188.000000 Penalty: 5022.094238 Iteration 19Q: 3 clusters Score -4881188 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16429 members Mstep: Class 2 contains 8535 members Entering Unmasked Estep Score: -4881179.000000 Penalty: 5022.094238 Iteration 20F: 3 clusters Score -4881179 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16378 members Mstep: Class 2 contains 8586 members Entering Unmasked Estep Score: -4881180.000000 Penalty: 5022.094238 Iteration 21Q: 3 clusters Score -4881180 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16324 members Mstep: Class 2 contains 8640 members Entering Unmasked Estep Score: -4881169.500000 Penalty: 5022.094238 Iteration 22Q: 3 clusters Score -4881170 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16279 members Mstep: Class 2 contains 8685 members Entering Unmasked Estep Score: -4881176.000000 Penalty: 5022.094238 Iteration 23Q: 3 clusters Score -4881176 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16239 members Mstep: Class 2 contains 8725 members Entering Unmasked Estep Score: -4881167.500000 Penalty: 5022.094238 Iteration 24Q: 3 clusters Score -4881168 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16203 members Mstep: Class 2 contains 8761 members Entering Unmasked Estep Score: -4881160.500000 Penalty: 5022.094238 Iteration 25Q: 3 clusters Score -4881160 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16179 members Mstep: Class 2 contains 8785 members Entering Unmasked Estep Score: -4881164.500000 Penalty: 5022.094238 Iteration 26Q: 3 clusters Score -4881164 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16155 members Mstep: Class 2 contains 8809 members Entering Unmasked Estep Score: -4881157.000000 Penalty: 5022.094238 Iteration 27Q: 3 clusters Score -4881157 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16137 members Mstep: Class 2 contains 8827 members Entering Unmasked Estep Score: -4881153.000000 Penalty: 5022.094238 Iteration 28Q: 3 clusters Score -4881153 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16114 members Mstep: Class 2 contains 8850 members Entering Unmasked Estep Score: -4881155.000000 Penalty: 5022.094238 Iteration 29Q: 3 clusters Score -4881155 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16084 members Mstep: Class 2 contains 8880 members Entering Unmasked Estep Score: -4881153.500000 Penalty: 5022.094238 Iteration 30Q: 3 clusters Score -4881154 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16052 members Mstep: Class 2 contains 8912 members Entering Unmasked Estep Score: -4881153.500000 Penalty: 5022.094238 Iteration 31Q: 3 clusters Score -4881154 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16023 members Mstep: Class 2 contains 8941 members Entering Unmasked Estep Score: -4881152.500000 Penalty: 5022.094238 Iteration 32Q: 3 clusters Score -4881152 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15992 members Mstep: Class 2 contains 8972 members Entering Unmasked Estep Score: -4881135.500000 Penalty: 5022.094238 Iteration 33Q: 3 clusters Score -4881136 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15969 members Mstep: Class 2 contains 8995 members Entering Unmasked Estep Score: -4881135.000000 Penalty: 5022.094238 Iteration 34Q: 3 clusters Score -4881135 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15954 members Mstep: Class 2 contains 9010 members Entering Unmasked Estep Score: -4881141.500000 Penalty: 5022.094238 Iteration 35Q: 3 clusters Score -4881142 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15939 members Mstep: Class 2 contains 9025 members Entering Unmasked Estep Score: -4881131.000000 Penalty: 5022.094238 Iteration 36Q: 3 clusters Score -4881131 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15918 members Mstep: Class 2 contains 9046 members Entering Unmasked Estep Score: -4881135.000000 Penalty: 5022.094238 Iteration 37Q: 3 clusters Score -4881135 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15895 members Mstep: Class 2 contains 9069 members Entering Unmasked Estep Score: -4881129.500000 Penalty: 5022.094238 Iteration 38Q: 3 clusters Score -4881130 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15865 members Mstep: Class 2 contains 9099 members Entering Unmasked Estep Score: -4881124.000000 Penalty: 5022.094238 Iteration 39Q: 3 clusters Score -4881124 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15843 members Mstep: Class 2 contains 9121 members Entering Unmasked Estep Score: -4881121.000000 Penalty: 5022.094238 Iteration 40F: 3 clusters Score -4881121 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15832 members Mstep: Class 2 contains 9132 members Entering Unmasked Estep Score: -4881115.000000 Penalty: 5022.094238 Iteration 41Q: 3 clusters Score -4881115 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15817 members Mstep: Class 2 contains 9147 members Entering Unmasked Estep Score: -4881120.000000 Penalty: 5022.094238 Iteration 42Q: 3 clusters Score -4881120 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15800 members Mstep: Class 2 contains 9164 members Entering Unmasked Estep Score: -4881126.000000 Penalty: 5022.094238 Iteration 43Q: 3 clusters Score -4881126 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15787 members Mstep: Class 2 contains 9177 members Entering Unmasked Estep Score: -4881125.000000 Penalty: 5022.094238 Iteration 44Q: 3 clusters Score -4881125 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15775 members Mstep: Class 2 contains 9189 members Entering Unmasked Estep Score: -4881124.500000 Penalty: 5022.094238 Iteration 45Q: 3 clusters Score -4881124 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15761 members Mstep: Class 2 contains 9203 members Entering Unmasked Estep Score: -4881124.500000 Penalty: 5022.094238 Iteration 46Q: 3 clusters Score -4881124 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15752 members Mstep: Class 2 contains 9212 members Entering Unmasked Estep Score: -4881113.000000 Penalty: 5022.094238 Iteration 47Q: 3 clusters Score -4881113 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15742 members Mstep: Class 2 contains 9222 members Entering Unmasked Estep Score: -4881108.000000 Penalty: 5022.094238 Iteration 48Q: 3 clusters Score -4881108 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15729 members Mstep: Class 2 contains 9235 members Entering Unmasked Estep Score: -4881105.500000 Penalty: 5022.094238 Iteration 49Q: 3 clusters Score -4881106 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15718 members Mstep: Class 2 contains 9246 members Entering Unmasked Estep Score: -4881111.000000 Penalty: 5022.094238 Iteration 50Q: 3 clusters Score -4881111 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15712 members Mstep: Class 2 contains 9252 members Entering Unmasked Estep Score: -4881109.000000 Penalty: 5022.094238 Iteration 51Q: 3 clusters Score -4881109 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15707 members Mstep: Class 2 contains 9257 members Entering Unmasked Estep Score: -4881113.000000 Penalty: 5022.094238 Iteration 52Q: 3 clusters Score -4881113 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15695 members Mstep: Class 2 contains 9269 members Entering Unmasked Estep Score: -4881110.500000 Penalty: 5022.094238 Iteration 53Q: 3 clusters Score -4881110 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15680 members Mstep: Class 2 contains 9284 members Entering Unmasked Estep Score: -4881108.500000 Penalty: 5022.094238 Iteration 54Q: 3 clusters Score -4881108 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15666 members Mstep: Class 2 contains 9298 members Entering Unmasked Estep Score: -4881108.500000 Penalty: 5022.094238 Iteration 55Q: 3 clusters Score -4881108 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15658 members Mstep: Class 2 contains 9306 members Entering Unmasked Estep Score: -4881102.500000 Penalty: 5022.094238 Iteration 56Q: 3 clusters Score -4881102 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15637 members Mstep: Class 2 contains 9327 members Entering Unmasked Estep Score: -4881099.500000 Penalty: 5022.094238 Iteration 57Q: 3 clusters Score -4881100 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15616 members Mstep: Class 2 contains 9348 members Entering Unmasked Estep Score: -4881097.000000 Penalty: 5022.094238 Iteration 58Q: 3 clusters Score -4881097 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15602 members Mstep: Class 2 contains 9362 members Entering Unmasked Estep Score: -4881095.500000 Penalty: 5022.094238 Iteration 59Q: 3 clusters Score -4881096 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15587 members Mstep: Class 2 contains 9377 members Entering Unmasked Estep Score: -4881099.500000 Penalty: 5022.094238 Iteration 60F: 3 clusters Score -4881100 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15571 members Mstep: Class 2 contains 9393 members Entering Unmasked Estep Score: -4881095.000000 Penalty: 5022.094238 Iteration 61Q: 3 clusters Score -4881095 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15564 members Mstep: Class 2 contains 9400 members Entering Unmasked Estep Score: -4881087.500000 Penalty: 5022.094238 Iteration 62Q: 3 clusters Score -4881088 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15560 members Mstep: Class 2 contains 9404 members Entering Unmasked Estep Score: -4881086.500000 Penalty: 5022.094238 Iteration 63Q: 3 clusters Score -4881086 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15557 members Mstep: Class 2 contains 9407 members Entering Unmasked Estep Score: -4881090.500000 Penalty: 5022.094238 Iteration 64Q: 3 clusters Score -4881090 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15551 members Mstep: Class 2 contains 9413 members Entering Unmasked Estep Score: -4881092.000000 Penalty: 5022.094238 Iteration 65Q: 3 clusters Score -4881092 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15540 members Mstep: Class 2 contains 9424 members Entering Unmasked Estep Score: -4881088.500000 Penalty: 5022.094238 Iteration 66Q: 3 clusters Score -4881088 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15530 members Mstep: Class 2 contains 9434 members Entering Unmasked Estep Score: -4881087.500000 Penalty: 5022.094238 Iteration 67Q: 3 clusters Score -4881088 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15519 members Mstep: Class 2 contains 9445 members Entering Unmasked Estep Score: -4881083.000000 Penalty: 5022.094238 Iteration 68Q: 3 clusters Score -4881083 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15505 members Mstep: Class 2 contains 9459 members Entering Unmasked Estep Score: -4881091.000000 Penalty: 5022.094238 Iteration 69Q: 3 clusters Score -4881091 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15490 members Mstep: Class 2 contains 9474 members Entering Unmasked Estep Score: -4881088.000000 Penalty: 5022.094238 Iteration 70Q: 3 clusters Score -4881088 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15471 members Mstep: Class 2 contains 9493 members Entering Unmasked Estep Score: -4881086.500000 Penalty: 5022.094238 Iteration 71Q: 3 clusters Score -4881086 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15450 members Mstep: Class 2 contains 9514 members Entering Unmasked Estep Score: -4881085.000000 Penalty: 5022.094238 Iteration 72Q: 3 clusters Score -4881085 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15436 members Mstep: Class 2 contains 9528 members Entering Unmasked Estep Score: -4881078.500000 Penalty: 5022.094238 Iteration 73Q: 3 clusters Score -4881078 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15421 members Mstep: Class 2 contains 9543 members Entering Unmasked Estep Score: -4881079.500000 Penalty: 5022.094238 Iteration 74Q: 3 clusters Score -4881080 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15407 members Mstep: Class 2 contains 9557 members Entering Unmasked Estep Score: -4881078.500000 Penalty: 5022.094238 Iteration 75Q: 3 clusters Score -4881078 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15387 members Mstep: Class 2 contains 9577 members Entering Unmasked Estep Score: -4881084.000000 Penalty: 5022.094238 Iteration 76Q: 3 clusters Score -4881084 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15377 members Mstep: Class 2 contains 9587 members Entering Unmasked Estep Score: -4881080.500000 Penalty: 5022.094238 Iteration 77Q: 3 clusters Score -4881080 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15366 members Mstep: Class 2 contains 9598 members Entering Unmasked Estep Score: -4881087.500000 Penalty: 5022.094238 Iteration 78Q: 3 clusters Score -4881088 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15354 members Mstep: Class 2 contains 9610 members Entering Unmasked Estep Score: -4881087.500000 Penalty: 5022.094238 Iteration 79Q: 3 clusters Score -4881088 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15341 members Mstep: Class 2 contains 9623 members Entering Unmasked Estep Score: -4881089.000000 Penalty: 5022.094238 Iteration 80F: 3 clusters Score -4881089 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15330 members Mstep: Class 2 contains 9634 members Entering Unmasked Estep Score: -4881081.000000 Penalty: 5022.094238 Iteration 81Q: 3 clusters Score -4881081 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15314 members Mstep: Class 2 contains 9650 members Entering Unmasked Estep Score: -4881090.500000 Penalty: 5022.094238 Iteration 82Q: 3 clusters Score -4881090 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15304 members Mstep: Class 2 contains 9660 members Entering Unmasked Estep Score: -4881081.500000 Penalty: 5022.094238 Iteration 83Q: 3 clusters Score -4881082 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15294 members Mstep: Class 2 contains 9670 members Entering Unmasked Estep Score: -4881082.000000 Penalty: 5022.094238 Iteration 84Q: 3 clusters Score -4881082 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15285 members Mstep: Class 2 contains 9679 members Entering Unmasked Estep Score: -4881081.000000 Penalty: 5022.094238 Iteration 85Q: 3 clusters Score -4881081 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15275 members Mstep: Class 2 contains 9689 members Entering Unmasked Estep Score: -4881081.500000 Penalty: 5022.094238 Iteration 86Q: 3 clusters Score -4881082 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15266 members Mstep: Class 2 contains 9698 members Entering Unmasked Estep Score: -4881078.500000 Penalty: 5022.094238 Iteration 87Q: 3 clusters Score -4881078 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15260 members Mstep: Class 2 contains 9704 members Entering Unmasked Estep Score: -4881078.000000 Penalty: 5022.094238 Iteration 88Q: 3 clusters Score -4881078 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15252 members Mstep: Class 2 contains 9712 members Entering Unmasked Estep Score: -4881083.500000 Penalty: 5022.094238 Iteration 89Q: 3 clusters Score -4881084 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15244 members Mstep: Class 2 contains 9720 members Entering Unmasked Estep Score: -4881067.500000 Penalty: 5022.094238 Iteration 90Q: 3 clusters Score -4881068 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15235 members Mstep: Class 2 contains 9729 members Entering Unmasked Estep Score: -4881067.500000 Penalty: 5022.094238 Iteration 91Q: 3 clusters Score -4881068 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15230 members Mstep: Class 2 contains 9734 members Entering Unmasked Estep Score: -4881068.000000 Penalty: 5022.094238 Iteration 92Q: 3 clusters Score -4881068 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15228 members Mstep: Class 2 contains 9736 members Entering Unmasked Estep Score: -4881067.500000 Penalty: 5022.094238 Iteration 93Q: 3 clusters Score -4881068 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15228 members Mstep: Class 2 contains 9736 members Entering Unmasked Estep Score: -4881067.500000 Penalty: 5022.094238 Iteration 94F: 3 clusters Score -4881068 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (751 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Entering Unmasked Estep Score: -122278.023438 Penalty: 1642.108643 Iteration 0F: 2 clusters Score -122278 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -120499.664062 Penalty: 3284.217285 Iteration 0F: 3 clusters Score -120499.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -120787.921875 Penalty: 3284.217285 Iteration 1F: 3 clusters Score -120787.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -120909.406250 Penalty: 3284.217285 Iteration 2F: 3 clusters Score -120909.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -120955.171875 Penalty: 3284.217285 Iteration 3Q: 3 clusters Score -120955.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -120985.000000 Penalty: 3284.217285 Iteration 4Q: 3 clusters Score -120985 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -120990.804688 Penalty: 3284.217285 Iteration 5Q: 3 clusters Score -120990.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -120999.257812 Penalty: 3284.217285 Iteration 6Q: 3 clusters Score -120999.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -121003.570312 Penalty: 3284.217285 Iteration 7Q: 3 clusters Score -121003.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -121006.367188 Penalty: 3284.217285 Iteration 8Q: 3 clusters Score -121006.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -121010.125000 Penalty: 3284.217285 Iteration 9Q: 3 clusters Score -121010.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -121015.257812 Penalty: 3284.217285 Iteration 10Q: 3 clusters Score -121015.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -121019.718750 Penalty: 3284.217285 Iteration 11Q: 3 clusters Score -121019.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -121021.250000 Penalty: 3284.217285 Iteration 12Q: 3 clusters Score -121021.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -121022.500000 Penalty: 3284.217285 Iteration 13Q: 3 clusters Score -121022.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -121023.500000 Penalty: 3284.217285 Iteration 14Q: 3 clusters Score -121023.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -121023.500000 Penalty: 3284.217285 Iteration 15F: 3 clusters Score -121023.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Entering Unmasked Estep Score: -143073.437500 Penalty: 1681.983643 Iteration 0F: 2 clusters Score -143073.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -141236.812500 Penalty: 3363.967285 Iteration 0F: 3 clusters Score -141236.8 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -141572.750000 Penalty: 3363.967285 Iteration 1F: 3 clusters Score -141572.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -141707.296875 Penalty: 3363.967285 Iteration 2F: 3 clusters Score -141707.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -141822.328125 Penalty: 3363.967285 Iteration 3Q: 3 clusters Score -141822.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -141909.390625 Penalty: 3363.967285 Iteration 4Q: 3 clusters Score -141909.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -141978.515625 Penalty: 3363.967285 Iteration 5Q: 3 clusters Score -141978.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -142023.562500 Penalty: 3363.967285 Iteration 6Q: 3 clusters Score -142023.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -142049.078125 Penalty: 3363.967285 Iteration 7Q: 3 clusters Score -142049.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -142090.062500 Penalty: 3363.967285 Iteration 8Q: 3 clusters Score -142090.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -142140.484375 Penalty: 3363.967285 Iteration 9Q: 3 clusters Score -142140.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -142172.125000 Penalty: 3363.967285 Iteration 10Q: 3 clusters Score -142172.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -142219.375000 Penalty: 3363.967285 Iteration 11Q: 3 clusters Score -142219.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -142258.531250 Penalty: 3363.967285 Iteration 12Q: 3 clusters Score -142258.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -142274.703125 Penalty: 3363.967285 Iteration 13Q: 3 clusters Score -142274.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -142290.328125 Penalty: 3363.967285 Iteration 14Q: 3 clusters Score -142290.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -142299.437500 Penalty: 3363.967285 Iteration 15Q: 3 clusters Score -142299.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -142306.765625 Penalty: 3363.967285 Iteration 16Q: 3 clusters Score -142306.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -142311.843750 Penalty: 3363.967285 Iteration 17Q: 3 clusters Score -142311.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -142315.328125 Penalty: 3363.967285 Iteration 18Q: 3 clusters Score -142315.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -142321.375000 Penalty: 3363.967285 Iteration 19Q: 3 clusters Score -142321.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -142327.359375 Penalty: 3363.967285 Iteration 20F: 3 clusters Score -142327.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -142335.515625 Penalty: 3363.967285 Iteration 21Q: 3 clusters Score -142335.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -142343.953125 Penalty: 3363.967285 Iteration 22Q: 3 clusters Score -142344 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -142345.921875 Penalty: 3363.967285 Iteration 23Q: 3 clusters Score -142345.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -142345.921875 Penalty: 3363.967285 Iteration 24F: 3 clusters Score -142345.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27138 members Mstep: Class 2 contains 25335 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52394 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24541 members Mstep: Class 7 contains 24041 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19624 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63520 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56403 members Mstep: Class 18 contains 13805 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7592 members Mstep: Class 22 contains 24964 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647872.000000 Penalty: 75971.281250 Iteration 239Q: 25 clusters Score -6.364787e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27150 members Mstep: Class 2 contains 25335 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52394 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24536 members Mstep: Class 7 contains 24038 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19627 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63527 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56403 members Mstep: Class 18 contains 13806 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7592 members Mstep: Class 22 contains 24949 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647804.000000 Penalty: 75971.281250 Iteration 240F: 25 clusters Score -6.36478e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27163 members Mstep: Class 2 contains 25331 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52393 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24532 members Mstep: Class 7 contains 24038 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19630 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63525 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56406 members Mstep: Class 18 contains 13810 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7592 members Mstep: Class 22 contains 24937 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647912.000000 Penalty: 75971.281250 Iteration 241Q: 25 clusters Score -6.364791e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27170 members Mstep: Class 2 contains 25318 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52400 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24525 members Mstep: Class 7 contains 24040 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19629 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63525 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56406 members Mstep: Class 18 contains 13812 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7592 members Mstep: Class 22 contains 24940 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647916.000000 Penalty: 75971.281250 Iteration 242Q: 25 clusters Score -6.364792e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27184 members Mstep: Class 2 contains 25316 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52393 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24521 members Mstep: Class 7 contains 24033 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19631 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63522 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56416 members Mstep: Class 18 contains 13812 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7592 members Mstep: Class 22 contains 24937 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647868.000000 Penalty: 75971.281250 Iteration 243Q: 25 clusters Score -6.364787e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27181 members Mstep: Class 2 contains 25313 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52385 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24518 members Mstep: Class 7 contains 24030 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19635 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63527 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56421 members Mstep: Class 18 contains 13812 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7592 members Mstep: Class 22 contains 24943 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647852.000000 Penalty: 75971.281250 Iteration 244Q: 25 clusters Score -6.364785e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27172 members Mstep: Class 2 contains 25308 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52381 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24515 members Mstep: Class 7 contains 24028 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19638 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63525 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56431 members Mstep: Class 18 contains 13811 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7592 members Mstep: Class 22 contains 24956 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647868.000000 Penalty: 75971.281250 Iteration 245Q: 25 clusters Score -6.364787e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27162 members Mstep: Class 2 contains 25303 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52378 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24509 members Mstep: Class 7 contains 24031 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19639 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63523 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56441 members Mstep: Class 18 contains 13811 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7592 members Mstep: Class 22 contains 24968 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647836.000000 Penalty: 75971.281250 Iteration 246Q: 25 clusters Score -6.364784e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27165 members Mstep: Class 2 contains 25299 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52380 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24500 members Mstep: Class 7 contains 24026 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19641 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63526 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56450 members Mstep: Class 18 contains 13811 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7593 members Mstep: Class 22 contains 24966 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647912.000000 Penalty: 75971.281250 Iteration 247Q: 25 clusters Score -6.364791e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27172 members Mstep: Class 2 contains 25298 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52375 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24496 members Mstep: Class 7 contains 24027 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19642 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63526 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56457 members Mstep: Class 18 contains 13810 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7593 members Mstep: Class 22 contains 24961 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647956.000000 Penalty: 75971.281250 Iteration 248Q: 25 clusters Score -6.364796e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27180 members Mstep: Class 2 contains 25293 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52371 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24494 members Mstep: Class 7 contains 24025 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19643 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63527 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56461 members Mstep: Class 18 contains 13812 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7593 members Mstep: Class 22 contains 24958 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647924.000000 Penalty: 75971.281250 Iteration 249Q: 25 clusters Score -6.364792e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27169 members Mstep: Class 2 contains 25292 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52373 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24486 members Mstep: Class 7 contains 24036 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19648 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63528 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56462 members Mstep: Class 18 contains 13811 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7593 members Mstep: Class 22 contains 24959 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648012.000000 Penalty: 75971.281250 Iteration 250Q: 25 clusters Score -6.364801e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27154 members Mstep: Class 2 contains 25286 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52377 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24476 members Mstep: Class 7 contains 24058 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19653 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63533 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56455 members Mstep: Class 18 contains 13810 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7593 members Mstep: Class 22 contains 24962 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647884.000000 Penalty: 75971.281250 Iteration 251Q: 25 clusters Score -6.364788e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27157 members Mstep: Class 2 contains 25278 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52382 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24467 members Mstep: Class 7 contains 24061 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19657 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63537 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56460 members Mstep: Class 18 contains 13808 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7594 members Mstep: Class 22 contains 24956 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647864.000000 Penalty: 75971.281250 Iteration 252Q: 25 clusters Score -6.364786e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27153 members Mstep: Class 2 contains 25272 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52378 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24461 members Mstep: Class 7 contains 24068 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19660 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63536 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56464 members Mstep: Class 18 contains 13810 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7594 members Mstep: Class 22 contains 24961 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647860.000000 Penalty: 75971.281250 Iteration 253Q: 25 clusters Score -6.364786e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27146 members Mstep: Class 2 contains 25266 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52378 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24455 members Mstep: Class 7 contains 24072 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19663 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63534 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56465 members Mstep: Class 18 contains 13814 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 24969 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647816.000000 Penalty: 75971.281250 Iteration 254Q: 25 clusters Score -6.364782e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27147 members Mstep: Class 2 contains 25265 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52374 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24455 members Mstep: Class 7 contains 24065 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19666 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63528 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56472 members Mstep: Class 18 contains 13814 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 24976 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647832.000000 Penalty: 75971.281250 Iteration 255Q: 25 clusters Score -6.364783e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27155 members Mstep: Class 2 contains 25263 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52367 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24455 members Mstep: Class 7 contains 24058 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19667 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63525 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56474 members Mstep: Class 18 contains 13817 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 24980 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647824.000000 Penalty: 75971.281250 Iteration 256Q: 25 clusters Score -6.364782e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27162 members Mstep: Class 2 contains 25259 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52365 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24454 members Mstep: Class 7 contains 24052 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19668 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63527 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56478 members Mstep: Class 18 contains 13817 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 24979 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647904.000000 Penalty: 75971.281250 Iteration 257Q: 25 clusters Score -6.36479e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27167 members Mstep: Class 2 contains 25260 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52367 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24451 members Mstep: Class 7 contains 24043 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19668 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63523 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56480 members Mstep: Class 18 contains 13816 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 24986 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647912.000000 Penalty: 75971.281250 Iteration 258Q: 25 clusters Score -6.364791e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27160 members Mstep: Class 2 contains 25263 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52368 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24449 members Mstep: Class 7 contains 24028 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19669 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63523 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56479 members Mstep: Class 18 contains 13820 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25002 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647960.000000 Penalty: 75971.281250 Iteration 259Q: 25 clusters Score -6.364796e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27167 members Mstep: Class 2 contains 25260 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52370 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24449 members Mstep: Class 7 contains 24005 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19671 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63526 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56479 members Mstep: Class 18 contains 13819 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25016 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648016.000000 Penalty: 75971.281250 Iteration 260F: 25 clusters Score -6.364802e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27176 members Mstep: Class 2 contains 25263 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52369 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24450 members Mstep: Class 7 contains 23983 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19674 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63527 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56475 members Mstep: Class 18 contains 13819 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25026 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648032.000000 Penalty: 75971.281250 Iteration 261Q: 25 clusters Score -6.364803e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27185 members Mstep: Class 2 contains 25263 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52365 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24446 members Mstep: Class 7 contains 23977 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19677 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63528 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56476 members Mstep: Class 18 contains 13821 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25024 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647940.000000 Penalty: 75971.281250 Iteration 262Q: 25 clusters Score -6.364794e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27183 members Mstep: Class 2 contains 25265 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52363 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24441 members Mstep: Class 7 contains 23972 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19678 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63526 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56481 members Mstep: Class 18 contains 13821 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25031 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647888.000000 Penalty: 75971.281250 Iteration 263Q: 25 clusters Score -6.364789e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27198 members Mstep: Class 2 contains 25261 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52360 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24438 members Mstep: Class 7 contains 23958 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19678 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63527 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56481 members Mstep: Class 18 contains 13824 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25037 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647900.000000 Penalty: 75971.281250 Iteration 264Q: 25 clusters Score -6.36479e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27200 members Mstep: Class 2 contains 25260 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52354 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24439 members Mstep: Class 7 contains 23945 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19677 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63528 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56482 members Mstep: Class 18 contains 13824 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25052 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647888.000000 Penalty: 75971.281250 Iteration 265Q: 25 clusters Score -6.364789e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27188 members Mstep: Class 2 contains 25261 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52351 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24436 members Mstep: Class 7 contains 23950 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19677 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63522 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56487 members Mstep: Class 18 contains 13826 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25063 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647896.000000 Penalty: 75971.281250 Iteration 266Q: 25 clusters Score -6.36479e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27173 members Mstep: Class 2 contains 25257 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52356 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24431 members Mstep: Class 7 contains 23952 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19677 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63520 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56489 members Mstep: Class 18 contains 13826 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25080 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647848.000000 Penalty: 75971.281250 Iteration 267Q: 25 clusters Score -6.364785e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27164 members Mstep: Class 2 contains 25255 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52362 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24424 members Mstep: Class 7 contains 23938 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19679 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63515 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56488 members Mstep: Class 18 contains 13828 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25108 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647820.000000 Penalty: 75971.281250 Iteration 268Q: 25 clusters Score -6.364782e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27151 members Mstep: Class 2 contains 25247 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52368 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24414 members Mstep: Class 7 contains 23945 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19680 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63512 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56493 members Mstep: Class 18 contains 13829 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25122 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647920.000000 Penalty: 75971.281250 Iteration 269Q: 25 clusters Score -6.364792e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27139 members Mstep: Class 2 contains 25242 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52368 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24411 members Mstep: Class 7 contains 23946 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19681 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63513 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56497 members Mstep: Class 18 contains 13828 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25136 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647952.000000 Penalty: 75971.281250 Iteration 270Q: 25 clusters Score -6.364795e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27121 members Mstep: Class 2 contains 25234 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52373 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24405 members Mstep: Class 7 contains 23948 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19681 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63511 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56500 members Mstep: Class 18 contains 13829 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25159 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647944.000000 Penalty: 75971.281250 Iteration 271Q: 25 clusters Score -6.364794e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27114 members Mstep: Class 2 contains 25227 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52380 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24400 members Mstep: Class 7 contains 23944 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19682 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63511 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56502 members Mstep: Class 18 contains 13827 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25174 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647904.000000 Penalty: 75971.281250 Iteration 272Q: 25 clusters Score -6.36479e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27115 members Mstep: Class 2 contains 25221 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52382 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24395 members Mstep: Class 7 contains 23949 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19684 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63506 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56502 members Mstep: Class 18 contains 13826 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7597 members Mstep: Class 22 contains 25180 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647960.000000 Penalty: 75971.281250 Iteration 273Q: 25 clusters Score -6.364796e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27107 members Mstep: Class 2 contains 25219 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52385 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24392 members Mstep: Class 7 contains 23956 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19684 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63508 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56502 members Mstep: Class 18 contains 13828 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25180 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647948.000000 Penalty: 75971.281250 Iteration 274Q: 25 clusters Score -6.364795e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27097 members Mstep: Class 2 contains 25214 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52387 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24388 members Mstep: Class 7 contains 23967 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19684 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63505 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56503 members Mstep: Class 18 contains 13827 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25189 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647912.000000 Penalty: 75971.281250 Iteration 275Q: 25 clusters Score -6.364791e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27086 members Mstep: Class 2 contains 25211 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52388 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24387 members Mstep: Class 7 contains 23974 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19684 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63502 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56504 members Mstep: Class 18 contains 13826 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25199 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647880.000000 Penalty: 75971.281250 Iteration 276Q: 25 clusters Score -6.364788e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27079 members Mstep: Class 2 contains 25205 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52386 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24387 members Mstep: Class 7 contains 23965 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19684 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63501 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56508 members Mstep: Class 18 contains 13826 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25220 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647912.000000 Penalty: 75971.281250 Iteration 277Q: 25 clusters Score -6.364791e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27078 members Mstep: Class 2 contains 25199 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52380 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24388 members Mstep: Class 7 contains 23960 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19683 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63499 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56516 members Mstep: Class 18 contains 13825 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25233 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647940.000000 Penalty: 75971.281250 Iteration 278Q: 25 clusters Score -6.364794e+07 nChanged 78 Entering ConstructFrom: Score: -63647940.000000 Penalty: 75971.281250 Entering ConstructFrom: Trying to split cluster 1 (27070 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27070 members Entering Unmasked Estep Score: -5337714.000000 Penalty: 2531.133057 Iteration 0F: 2 clusters Score -5337714 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13582 members Mstep: Class 2 contains 13488 members Entering Unmasked Estep Score: -5320487.000000 Penalty: 5062.266113 Iteration 0F: 3 clusters Score -5320487 nChanged 12186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13486 members Mstep: Class 2 contains 13584 members Entering Unmasked Estep Score: -5327140.500000 Penalty: 5062.266113 Iteration 1F: 3 clusters Score -5327140 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13234 members Mstep: Class 2 contains 13836 members Entering Unmasked Estep Score: -5327740.000000 Penalty: 5062.266113 Iteration 2F: 3 clusters Score -5327740 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12946 members Mstep: Class 2 contains 14124 members Entering Unmasked Estep Score: -5328412.000000 Penalty: 5062.266113 Iteration 3F: 3 clusters Score -5328412 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12535 members Mstep: Class 2 contains 14535 members Entering Unmasked Estep Score: -5329212.500000 Penalty: 5062.266113 Iteration 4F: 3 clusters Score -5329212 nChanged 1608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12081 members Mstep: Class 2 contains 14989 members Entering Unmasked Estep Score: -5330225.000000 Penalty: 5062.266113 Iteration 5F: 3 clusters Score -5330225 nChanged 1704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11587 members Mstep: Class 2 contains 15483 members Entering Unmasked Estep Score: -5331351.000000 Penalty: 5062.266113 Iteration 6F: 3 clusters Score -5331351 nChanged 1675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11074 members Mstep: Class 2 contains 15996 members Entering Unmasked Estep Score: -5332570.000000 Penalty: 5062.266113 Iteration 7F: 3 clusters Score -5332570 nChanged 1477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10747 members Mstep: Class 2 contains 16323 members Entering Unmasked Estep Score: -5333511.000000 Penalty: 5062.266113 Iteration 8F: 3 clusters Score -5333511 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10479 members Mstep: Class 2 contains 16591 members Entering Unmasked Estep Score: -5334157.000000 Penalty: 5062.266113 Iteration 9Q: 3 clusters Score -5334157 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10292 members Mstep: Class 2 contains 16778 members Entering Unmasked Estep Score: -5334486.000000 Penalty: 5062.266113 Iteration 10Q: 3 clusters Score -5334486 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10134 members Mstep: Class 2 contains 16936 members Entering Unmasked Estep Score: -5334671.500000 Penalty: 5062.266113 Iteration 11Q: 3 clusters Score -5334672 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9988 members Mstep: Class 2 contains 17082 members Entering Unmasked Estep Score: -5334861.000000 Penalty: 5062.266113 Iteration 12Q: 3 clusters Score -5334861 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9861 members Mstep: Class 2 contains 17209 members Entering Unmasked Estep Score: -5335011.500000 Penalty: 5062.266113 Iteration 13Q: 3 clusters Score -5335012 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9722 members Mstep: Class 2 contains 17348 members Entering Unmasked Estep Score: -5335167.000000 Penalty: 5062.266113 Iteration 14Q: 3 clusters Score -5335167 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9605 members Mstep: Class 2 contains 17465 members Entering Unmasked Estep Score: -5335279.500000 Penalty: 5062.266113 Iteration 15Q: 3 clusters Score -5335280 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9498 members Mstep: Class 2 contains 17572 members Entering Unmasked Estep Score: -5335368.500000 Penalty: 5062.266113 Iteration 16Q: 3 clusters Score -5335368 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9430 members Mstep: Class 2 contains 17640 members Entering Unmasked Estep Score: -5335433.500000 Penalty: 5062.266113 Iteration 17Q: 3 clusters Score -5335434 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9348 members Mstep: Class 2 contains 17722 members Entering Unmasked Estep Score: -5335494.000000 Penalty: 5062.266113 Iteration 18Q: 3 clusters Score -5335494 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9284 members Mstep: Class 2 contains 17786 members Entering Unmasked Estep Score: -5335543.500000 Penalty: 5062.266113 Iteration 19Q: 3 clusters Score -5335544 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9224 members Mstep: Class 2 contains 17846 members Entering Unmasked Estep Score: -5335565.500000 Penalty: 5062.266113 Iteration 20F: 3 clusters Score -5335566 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9164 members Mstep: Class 2 contains 17906 members Entering Unmasked Estep Score: -5335590.500000 Penalty: 5062.266113 Iteration 21Q: 3 clusters Score -5335590 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9104 members Mstep: Class 2 contains 17966 members Entering Unmasked Estep Score: -5335608.000000 Penalty: 5062.266113 Iteration 22Q: 3 clusters Score -5335608 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9062 members Mstep: Class 2 contains 18008 members Entering Unmasked Estep Score: -5335626.000000 Penalty: 5062.266113 Iteration 23Q: 3 clusters Score -5335626 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9027 members Mstep: Class 2 contains 18043 members Entering Unmasked Estep Score: -5335636.000000 Penalty: 5062.266113 Iteration 24Q: 3 clusters Score -5335636 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8992 members Mstep: Class 2 contains 18078 members Entering Unmasked Estep Score: -5335647.500000 Penalty: 5062.266113 Iteration 25Q: 3 clusters Score -5335648 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8952 members Mstep: Class 2 contains 18118 members Entering Unmasked Estep Score: -5335645.000000 Penalty: 5062.266113 Iteration 26Q: 3 clusters Score -5335645 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8927 members Mstep: Class 2 contains 18143 members Entering Unmasked Estep Score: -5335656.000000 Penalty: 5062.266113 Iteration 27Q: 3 clusters Score -5335656 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8902 members Mstep: Class 2 contains 18168 members Entering Unmasked Estep Score: -5335661.000000 Penalty: 5062.266113 Iteration 28Q: 3 clusters Score -5335661 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8876 members Mstep: Class 2 contains 18194 members Entering Unmasked Estep Score: -5335654.500000 Penalty: 5062.266113 Iteration 29Q: 3 clusters Score -5335654 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8846 members Mstep: Class 2 contains 18224 members Entering Unmasked Estep Score: -5335659.500000 Penalty: 5062.266113 Iteration 30Q: 3 clusters Score -5335660 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8824 members Mstep: Class 2 contains 18246 members Entering Unmasked Estep Score: -5335658.500000 Penalty: 5062.266113 Iteration 31Q: 3 clusters Score -5335658 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8790 members Mstep: Class 2 contains 18280 members Entering Unmasked Estep Score: -5335679.000000 Penalty: 5062.266113 Iteration 32Q: 3 clusters Score -5335679 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8754 members Mstep: Class 2 contains 18316 members Entering Unmasked Estep Score: -5335680.000000 Penalty: 5062.266113 Iteration 33Q: 3 clusters Score -5335680 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8725 members Mstep: Class 2 contains 18345 members Entering Unmasked Estep Score: -5335686.000000 Penalty: 5062.266113 Iteration 34Q: 3 clusters Score -5335686 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8702 members Mstep: Class 2 contains 18368 members Entering Unmasked Estep Score: -5335697.500000 Penalty: 5062.266113 Iteration 35Q: 3 clusters Score -5335698 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8670 members Mstep: Class 2 contains 18400 members Entering Unmasked Estep Score: -5335699.500000 Penalty: 5062.266113 Iteration 36Q: 3 clusters Score -5335700 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8637 members Mstep: Class 2 contains 18433 members Entering Unmasked Estep Score: -5335703.500000 Penalty: 5062.266113 Iteration 37Q: 3 clusters Score -5335704 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8604 members Mstep: Class 2 contains 18466 members Entering Unmasked Estep Score: -5335712.500000 Penalty: 5062.266113 Iteration 38Q: 3 clusters Score -5335712 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8569 members Mstep: Class 2 contains 18501 members Entering Unmasked Estep Score: -5335740.000000 Penalty: 5062.266113 Iteration 39Q: 3 clusters Score -5335740 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8540 members Mstep: Class 2 contains 18530 members Entering Unmasked Estep Score: -5335754.500000 Penalty: 5062.266113 Iteration 40F: 3 clusters Score -5335754 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8508 members Mstep: Class 2 contains 18562 members Entering Unmasked Estep Score: -5335763.500000 Penalty: 5062.266113 Iteration 41Q: 3 clusters Score -5335764 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8483 members Mstep: Class 2 contains 18587 members Entering Unmasked Estep Score: -5335758.000000 Penalty: 5062.266113 Iteration 42Q: 3 clusters Score -5335758 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8471 members Mstep: Class 2 contains 18599 members Entering Unmasked Estep Score: -5335762.000000 Penalty: 5062.266113 Iteration 43Q: 3 clusters Score -5335762 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8461 members Mstep: Class 2 contains 18609 members Entering Unmasked Estep Score: -5335762.500000 Penalty: 5062.266113 Iteration 44Q: 3 clusters Score -5335762 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8453 members Mstep: Class 2 contains 18617 members Entering Unmasked Estep Score: -5335764.500000 Penalty: 5062.266113 Iteration 45Q: 3 clusters Score -5335764 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8445 members Mstep: Class 2 contains 18625 members Entering Unmasked Estep Score: -5335765.000000 Penalty: 5062.266113 Iteration 46Q: 3 clusters Score -5335765 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8437 members Mstep: Class 2 contains 18633 members Entering Unmasked Estep Score: -5335762.000000 Penalty: 5062.266113 Iteration 47Q: 3 clusters Score -5335762 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8428 members Mstep: Class 2 contains 18642 members Entering Unmasked Estep Score: -5335760.500000 Penalty: 5062.266113 Iteration 48Q: 3 clusters Score -5335760 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8420 members Mstep: Class 2 contains 18650 members Entering Unmasked Estep Score: -5335770.500000 Penalty: 5062.266113 Iteration 49Q: 3 clusters Score -5335770 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8415 members Mstep: Class 2 contains 18655 members Entering Unmasked Estep Score: -5335767.000000 Penalty: 5062.266113 Iteration 50Q: 3 clusters Score -5335767 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8411 members Mstep: Class 2 contains 18659 members Entering Unmasked Estep Score: -5335763.000000 Penalty: 5062.266113 Iteration 51Q: 3 clusters Score -5335763 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8410 members Mstep: Class 2 contains 18660 members Entering Unmasked Estep Score: -5335770.000000 Penalty: 5062.266113 Iteration 52Q: 3 clusters Score -5335770 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8406 members Mstep: Class 2 contains 18664 members Entering Unmasked Estep Score: -5335773.000000 Penalty: 5062.266113 Iteration 53Q: 3 clusters Score -5335773 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8400 members Mstep: Class 2 contains 18670 members Entering Unmasked Estep Score: -5335767.500000 Penalty: 5062.266113 Iteration 54Q: 3 clusters Score -5335768 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8394 members Mstep: Class 2 contains 18676 members Entering Unmasked Estep Score: -5335766.500000 Penalty: 5062.266113 Iteration 55Q: 3 clusters Score -5335766 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8388 members Mstep: Class 2 contains 18682 members Entering Unmasked Estep Score: -5335769.000000 Penalty: 5062.266113 Iteration 56Q: 3 clusters Score -5335769 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8376 members Mstep: Class 2 contains 18694 members Entering Unmasked Estep Score: -5335765.500000 Penalty: 5062.266113 Iteration 57Q: 3 clusters Score -5335766 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8362 members Mstep: Class 2 contains 18708 members Entering Unmasked Estep Score: -5335776.500000 Penalty: 5062.266113 Iteration 58Q: 3 clusters Score -5335776 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8347 members Mstep: Class 2 contains 18723 members Entering Unmasked Estep Score: -5335771.500000 Penalty: 5062.266113 Iteration 59Q: 3 clusters Score -5335772 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8341 members Mstep: Class 2 contains 18729 members Entering Unmasked Estep Score: -5335770.000000 Penalty: 5062.266113 Iteration 60F: 3 clusters Score -5335770 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8334 members Mstep: Class 2 contains 18736 members Entering Unmasked Estep Score: -5335769.500000 Penalty: 5062.266113 Iteration 61Q: 3 clusters Score -5335770 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8324 members Mstep: Class 2 contains 18746 members Entering Unmasked Estep Score: -5335768.000000 Penalty: 5062.266113 Iteration 62Q: 3 clusters Score -5335768 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 18753 members Entering Unmasked Estep Score: -5335771.000000 Penalty: 5062.266113 Iteration 63Q: 3 clusters Score -5335771 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8308 members Mstep: Class 2 contains 18762 members Entering Unmasked Estep Score: -5335770.000000 Penalty: 5062.266113 Iteration 64Q: 3 clusters Score -5335770 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8293 members Mstep: Class 2 contains 18777 members Entering Unmasked Estep Score: -5335768.000000 Penalty: 5062.266113 Iteration 65Q: 3 clusters Score -5335768 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8285 members Mstep: Class 2 contains 18785 members Entering Unmasked Estep Score: -5335762.000000 Penalty: 5062.266113 Iteration 66Q: 3 clusters Score -5335762 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8281 members Mstep: Class 2 contains 18789 members Entering Unmasked Estep Score: -5335761.000000 Penalty: 5062.266113 Iteration 67Q: 3 clusters Score -5335761 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8277 members Mstep: Class 2 contains 18793 members Entering Unmasked Estep Score: -5335765.000000 Penalty: 5062.266113 Iteration 68Q: 3 clusters Score -5335765 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8274 members Mstep: Class 2 contains 18796 members Entering Unmasked Estep Score: -5335764.500000 Penalty: 5062.266113 Iteration 69Q: 3 clusters Score -5335764 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8272 members Mstep: Class 2 contains 18798 members Entering Unmasked Estep Score: -5335765.500000 Penalty: 5062.266113 Iteration 70Q: 3 clusters Score -5335766 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8268 members Mstep: Class 2 contains 18802 members Entering Unmasked Estep Score: -5335760.000000 Penalty: 5062.266113 Iteration 71Q: 3 clusters Score -5335760 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8265 members Mstep: Class 2 contains 18805 members Entering Unmasked Estep Score: -5335758.500000 Penalty: 5062.266113 Iteration 72Q: 3 clusters Score -5335758 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8261 members Mstep: Class 2 contains 18809 members Entering Unmasked Estep Score: -5335759.500000 Penalty: 5062.266113 Iteration 73Q: 3 clusters Score -5335760 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8257 members Mstep: Class 2 contains 18813 members Entering Unmasked Estep Score: -5335760.000000 Penalty: 5062.266113 Iteration 74Q: 3 clusters Score -5335760 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8252 members Mstep: Class 2 contains 18818 members Entering Unmasked Estep Score: -5335763.500000 Penalty: 5062.266113 Iteration 75Q: 3 clusters Score -5335764 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8250 members Mstep: Class 2 contains 18820 members Entering Unmasked Estep Score: -5335763.000000 Penalty: 5062.266113 Iteration 76Q: 3 clusters Score -5335763 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8248 members Mstep: Class 2 contains 18822 members Entering Unmasked Estep Score: -5335764.500000 Penalty: 5062.266113 Iteration 77Q: 3 clusters Score -5335764 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8247 members Mstep: Class 2 contains 18823 members Entering Unmasked Estep Score: -5335762.000000 Penalty: 5062.266113 Iteration 78Q: 3 clusters Score -5335762 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8244 members Mstep: Class 2 contains 18826 members Entering Unmasked Estep Score: -5335765.500000 Penalty: 5062.266113 Iteration 79Q: 3 clusters Score -5335766 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8243 members Mstep: Class 2 contains 18827 members Entering Unmasked Estep Score: -5335766.000000 Penalty: 5062.266113 Iteration 80F: 3 clusters Score -5335766 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8238 members Mstep: Class 2 contains 18832 members Entering Unmasked Estep Score: -5335764.000000 Penalty: 5062.266113 Iteration 81Q: 3 clusters Score -5335764 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8236 members Mstep: Class 2 contains 18834 members Entering Unmasked Estep Score: -5335764.500000 Penalty: 5062.266113 Iteration 82Q: 3 clusters Score -5335764 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8236 members Mstep: Class 2 contains 18834 members Entering Unmasked Estep Score: -5335764.500000 Penalty: 5062.266113 Iteration 83F: 3 clusters Score -5335764 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (25195 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25195 members Entering Unmasked Estep Score: -4652876.500000 Penalty: 2513.331543 Iteration 0F: 2 clusters Score -4652876 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12493 members Mstep: Class 2 contains 12702 members Entering Unmasked Estep Score: -4635484.500000 Penalty: 5026.663086 Iteration 0F: 3 clusters Score -4635484 nChanged 11340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12185 members Mstep: Class 2 contains 13010 members Entering Unmasked Estep Score: -4641835.000000 Penalty: 5026.663086 Iteration 1F: 3 clusters Score -4641835 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12005 members Mstep: Class 2 contains 13190 members Entering Unmasked Estep Score: -4642441.000000 Penalty: 5026.663086 Iteration 2F: 3 clusters Score -4642441 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11894 members Mstep: Class 2 contains 13301 members Entering Unmasked Estep Score: -4642937.000000 Penalty: 5026.663086 Iteration 3F: 3 clusters Score -4642937 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11765 members Mstep: Class 2 contains 13430 members Entering Unmasked Estep Score: -4643386.000000 Penalty: 5026.663086 Iteration 4Q: 3 clusters Score -4643386 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11645 members Mstep: Class 2 contains 13550 members Entering Unmasked Estep Score: -4643831.500000 Penalty: 5026.663086 Iteration 5Q: 3 clusters Score -4643832 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11493 members Mstep: Class 2 contains 13702 members Entering Unmasked Estep Score: -4644252.000000 Penalty: 5026.663086 Iteration 6Q: 3 clusters Score -4644252 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11263 members Mstep: Class 2 contains 13932 members Entering Unmasked Estep Score: -4644725.500000 Penalty: 5026.663086 Iteration 7Q: 3 clusters Score -4644726 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10941 members Mstep: Class 2 contains 14254 members Entering Unmasked Estep Score: -4645237.000000 Penalty: 5026.663086 Iteration 8Q: 3 clusters Score -4645237 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10448 members Mstep: Class 2 contains 14747 members Entering Unmasked Estep Score: -4645872.500000 Penalty: 5026.663086 Iteration 9Q: 3 clusters Score -4645872 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9800 members Mstep: Class 2 contains 15395 members Entering Unmasked Estep Score: -4646586.000000 Penalty: 5026.663086 Iteration 10Q: 3 clusters Score -4646586 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9065 members Mstep: Class 2 contains 16130 members Entering Unmasked Estep Score: -4647244.500000 Penalty: 5026.663086 Iteration 11Q: 3 clusters Score -4647244 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8308 members Mstep: Class 2 contains 16887 members Entering Unmasked Estep Score: -4647901.000000 Penalty: 5026.663086 Iteration 12Q: 3 clusters Score -4647901 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7531 members Mstep: Class 2 contains 17664 members Entering Unmasked Estep Score: -4648458.000000 Penalty: 5026.663086 Iteration 13Q: 3 clusters Score -4648458 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6810 members Mstep: Class 2 contains 18385 members Entering Unmasked Estep Score: -4648957.500000 Penalty: 5026.663086 Iteration 14Q: 3 clusters Score -4648958 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 19046 members Entering Unmasked Estep Score: -4649321.500000 Penalty: 5026.663086 Iteration 15Q: 3 clusters Score -4649322 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 19593 members Entering Unmasked Estep Score: -4649595.000000 Penalty: 5026.663086 Iteration 16Q: 3 clusters Score -4649595 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 20078 members Entering Unmasked Estep Score: -4649815.000000 Penalty: 5026.663086 Iteration 17Q: 3 clusters Score -4649815 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 20543 members Entering Unmasked Estep Score: -4650016.000000 Penalty: 5026.663086 Iteration 18Q: 3 clusters Score -4650016 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 20979 members Entering Unmasked Estep Score: -4650192.000000 Penalty: 5026.663086 Iteration 19Q: 3 clusters Score -4650192 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 21385 members Entering Unmasked Estep Score: -4650371.500000 Penalty: 5026.663086 Iteration 20F: 3 clusters Score -4650372 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 21771 members Entering Unmasked Estep Score: -4650562.000000 Penalty: 5026.663086 Iteration 21Q: 3 clusters Score -4650562 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 22130 members Entering Unmasked Estep Score: -4650710.000000 Penalty: 5026.663086 Iteration 22Q: 3 clusters Score -4650710 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 22421 members Entering Unmasked Estep Score: -4650860.000000 Penalty: 5026.663086 Iteration 23Q: 3 clusters Score -4650860 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 22672 members Entering Unmasked Estep Score: -4650976.000000 Penalty: 5026.663086 Iteration 24Q: 3 clusters Score -4650976 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 22900 members Entering Unmasked Estep Score: -4651072.500000 Penalty: 5026.663086 Iteration 25Q: 3 clusters Score -4651072 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 23111 members Entering Unmasked Estep Score: -4651149.500000 Penalty: 5026.663086 Iteration 26Q: 3 clusters Score -4651150 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 23274 members Entering Unmasked Estep Score: -4651213.500000 Penalty: 5026.663086 Iteration 27Q: 3 clusters Score -4651214 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 23411 members Entering Unmasked Estep Score: -4651270.500000 Penalty: 5026.663086 Iteration 28Q: 3 clusters Score -4651270 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 23524 members Entering Unmasked Estep Score: -4651319.000000 Penalty: 5026.663086 Iteration 29Q: 3 clusters Score -4651319 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 23609 members Entering Unmasked Estep Score: -4651350.500000 Penalty: 5026.663086 Iteration 30Q: 3 clusters Score -4651350 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 23686 members Entering Unmasked Estep Score: -4651380.000000 Penalty: 5026.663086 Iteration 31Q: 3 clusters Score -4651380 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 23746 members Entering Unmasked Estep Score: -4651406.500000 Penalty: 5026.663086 Iteration 32Q: 3 clusters Score -4651406 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 23811 members Entering Unmasked Estep Score: -4651441.000000 Penalty: 5026.663086 Iteration 33Q: 3 clusters Score -4651441 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 23874 members Entering Unmasked Estep Score: -4651470.500000 Penalty: 5026.663086 Iteration 34Q: 3 clusters Score -4651470 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 23917 members Entering Unmasked Estep Score: -4651494.500000 Penalty: 5026.663086 Iteration 35Q: 3 clusters Score -4651494 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 23955 members Entering Unmasked Estep Score: -4651503.500000 Penalty: 5026.663086 Iteration 36Q: 3 clusters Score -4651504 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 23991 members Entering Unmasked Estep Score: -4651519.000000 Penalty: 5026.663086 Iteration 37Q: 3 clusters Score -4651519 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 24013 members Entering Unmasked Estep Score: -4651528.000000 Penalty: 5026.663086 Iteration 38Q: 3 clusters Score -4651528 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 24034 members Entering Unmasked Estep Score: -4651539.500000 Penalty: 5026.663086 Iteration 39Q: 3 clusters Score -4651540 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 24061 members Entering Unmasked Estep Score: -4651556.000000 Penalty: 5026.663086 Iteration 40F: 3 clusters Score -4651556 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 24077 members Entering Unmasked Estep Score: -4651565.500000 Penalty: 5026.663086 Iteration 41Q: 3 clusters Score -4651566 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 24098 members Entering Unmasked Estep Score: -4651583.500000 Penalty: 5026.663086 Iteration 42Q: 3 clusters Score -4651584 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 24117 members Entering Unmasked Estep Score: -4651591.500000 Penalty: 5026.663086 Iteration 43Q: 3 clusters Score -4651592 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 24142 members Entering Unmasked Estep Score: -4651602.500000 Penalty: 5026.663086 Iteration 44Q: 3 clusters Score -4651602 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 24167 members Entering Unmasked Estep Score: -4651624.500000 Penalty: 5026.663086 Iteration 45Q: 3 clusters Score -4651624 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 24194 members Entering Unmasked Estep Score: -4651641.500000 Penalty: 5026.663086 Iteration 46Q: 3 clusters Score -4651642 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 24218 members Entering Unmasked Estep Score: -4651664.500000 Penalty: 5026.663086 Iteration 47Q: 3 clusters Score -4651664 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 24232 members Entering Unmasked Estep Score: -4651677.500000 Penalty: 5026.663086 Iteration 48Q: 3 clusters Score -4651678 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 24269 members Entering Unmasked Estep Score: -4651716.000000 Penalty: 5026.663086 Iteration 49Q: 3 clusters Score -4651716 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 24297 members Entering Unmasked Estep Score: -4651758.000000 Penalty: 5026.663086 Iteration 50Q: 3 clusters Score -4651758 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 24333 members Entering Unmasked Estep Score: -4651849.000000 Penalty: 5026.663086 Iteration 51Q: 3 clusters Score -4651849 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 24359 members Entering Unmasked Estep Score: -4651914.500000 Penalty: 5026.663086 Iteration 52Q: 3 clusters Score -4651914 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 24381 members Entering Unmasked Estep Score: -4651946.500000 Penalty: 5026.663086 Iteration 53Q: 3 clusters Score -4651946 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 24395 members Entering Unmasked Estep Score: -4651963.000000 Penalty: 5026.663086 Iteration 54Q: 3 clusters Score -4651963 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 24403 members Entering Unmasked Estep Score: -4651965.500000 Penalty: 5026.663086 Iteration 55Q: 3 clusters Score -4651966 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 24408 members Entering Unmasked Estep Score: -4651974.500000 Penalty: 5026.663086 Iteration 56Q: 3 clusters Score -4651974 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 24411 members Entering Unmasked Estep Score: -4651976.500000 Penalty: 5026.663086 Iteration 57Q: 3 clusters Score -4651976 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 24415 members Entering Unmasked Estep Score: -4651979.500000 Penalty: 5026.663086 Iteration 58Q: 3 clusters Score -4651980 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 24415 members Entering Unmasked Estep Score: -4651980.500000 Penalty: 5026.663086 Iteration 59Q: 3 clusters Score -4651980 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 24415 members Entering Unmasked Estep Score: -4651980.500000 Penalty: 5026.663086 Iteration 60F: 3 clusters Score -4651980 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Entering Unmasked Estep Score: -34272.835938 Penalty: 1399.192993 Iteration 0F: 2 clusters Score -34272.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -33263.949219 Penalty: 2798.385986 Iteration 0F: 3 clusters Score -33263.95 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -33564.675781 Penalty: 2798.385986 Iteration 1F: 3 clusters Score -33564.68 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -33711.187500 Penalty: 2798.385986 Iteration 2F: 3 clusters Score -33711.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -33764.410156 Penalty: 2798.385986 Iteration 3Q: 3 clusters Score -33764.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -33792.210938 Penalty: 2798.385986 Iteration 4Q: 3 clusters Score -33792.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -33828.613281 Penalty: 2798.385986 Iteration 5Q: 3 clusters Score -33828.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -33857.347656 Penalty: 2798.385986 Iteration 6Q: 3 clusters Score -33857.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -33868.527344 Penalty: 2798.385986 Iteration 7Q: 3 clusters Score -33868.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -33868.527344 Penalty: 2798.385986 Iteration 8F: 3 clusters Score -33868.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (52376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52376 members Entering Unmasked Estep Score: -9677648.000000 Penalty: 2694.818359 Iteration 0F: 2 clusters Score -9677648 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26087 members Mstep: Class 2 contains 26289 members Entering Unmasked Estep Score: -9643529.000000 Penalty: 5389.636719 Iteration 0F: 3 clusters Score -9643529 nChanged 24284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25899 members Mstep: Class 2 contains 26477 members Entering Unmasked Estep Score: -9656909.000000 Penalty: 5389.636719 Iteration 1F: 3 clusters Score -9656909 nChanged 1864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25735 members Mstep: Class 2 contains 26641 members Entering Unmasked Estep Score: -9657470.000000 Penalty: 5389.636719 Iteration 2Q: 3 clusters Score -9657470 nChanged 1690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25467 members Mstep: Class 2 contains 26909 members Entering Unmasked Estep Score: -9657862.000000 Penalty: 5389.636719 Iteration 3Q: 3 clusters Score -9657862 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25075 members Mstep: Class 2 contains 27301 members Entering Unmasked Estep Score: -9658313.000000 Penalty: 5389.636719 Iteration 4Q: 3 clusters Score -9658313 nChanged 1694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24501 members Mstep: Class 2 contains 27875 members Entering Unmasked Estep Score: -9658816.000000 Penalty: 5389.636719 Iteration 5Q: 3 clusters Score -9658816 nChanged 1801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23674 members Mstep: Class 2 contains 28702 members Entering Unmasked Estep Score: -9659452.000000 Penalty: 5389.636719 Iteration 6Q: 3 clusters Score -9659452 nChanged 1920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22484 members Mstep: Class 2 contains 29892 members Entering Unmasked Estep Score: -9660179.000000 Penalty: 5389.636719 Iteration 7Q: 3 clusters Score -9660179 nChanged 2202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20804 members Mstep: Class 2 contains 31572 members Entering Unmasked Estep Score: -9661186.000000 Penalty: 5389.636719 Iteration 8Q: 3 clusters Score -9661186 nChanged 2615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18561 members Mstep: Class 2 contains 33815 members Entering Unmasked Estep Score: -9662748.000000 Penalty: 5389.636719 Iteration 9Q: 3 clusters Score -9662748 nChanged 3092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15731 members Mstep: Class 2 contains 36645 members Entering Unmasked Estep Score: -9664887.000000 Penalty: 5389.636719 Iteration 10F: 3 clusters Score -9664887 nChanged 3265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12680 members Mstep: Class 2 contains 39696 members Entering Unmasked Estep Score: -9667514.000000 Penalty: 5389.636719 Iteration 11F: 3 clusters Score -9667514 nChanged 3022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9878 members Mstep: Class 2 contains 42498 members Entering Unmasked Estep Score: -9670171.000000 Penalty: 5389.636719 Iteration 12F: 3 clusters Score -9670171 nChanged 2355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7815 members Mstep: Class 2 contains 44561 members Entering Unmasked Estep Score: -9672232.000000 Penalty: 5389.636719 Iteration 13Q: 3 clusters Score -9672232 nChanged 1684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6471 members Mstep: Class 2 contains 45905 members Entering Unmasked Estep Score: -9673584.000000 Penalty: 5389.636719 Iteration 14Q: 3 clusters Score -9673584 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 46794 members Entering Unmasked Estep Score: -9674390.000000 Penalty: 5389.636719 Iteration 15Q: 3 clusters Score -9674390 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4919 members Mstep: Class 2 contains 47457 members Entering Unmasked Estep Score: -9674858.000000 Penalty: 5389.636719 Iteration 16Q: 3 clusters Score -9674858 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 48002 members Entering Unmasked Estep Score: -9675095.000000 Penalty: 5389.636719 Iteration 17Q: 3 clusters Score -9675095 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 48451 members Entering Unmasked Estep Score: -9675246.000000 Penalty: 5389.636719 Iteration 18Q: 3 clusters Score -9675246 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 48829 members Entering Unmasked Estep Score: -9675346.000000 Penalty: 5389.636719 Iteration 19Q: 3 clusters Score -9675346 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 49132 members Entering Unmasked Estep Score: -9675398.000000 Penalty: 5389.636719 Iteration 20F: 3 clusters Score -9675398 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 49386 members Entering Unmasked Estep Score: -9675429.000000 Penalty: 5389.636719 Iteration 21Q: 3 clusters Score -9675429 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 49590 members Entering Unmasked Estep Score: -9675445.000000 Penalty: 5389.636719 Iteration 22Q: 3 clusters Score -9675445 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 49800 members Entering Unmasked Estep Score: -9675484.000000 Penalty: 5389.636719 Iteration 23Q: 3 clusters Score -9675484 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 49988 members Entering Unmasked Estep Score: -9675513.000000 Penalty: 5389.636719 Iteration 24Q: 3 clusters Score -9675513 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 50148 members Entering Unmasked Estep Score: -9675538.000000 Penalty: 5389.636719 Iteration 25Q: 3 clusters Score -9675538 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 50302 members Entering Unmasked Estep Score: -9675540.000000 Penalty: 5389.636719 Iteration 26Q: 3 clusters Score -9675540 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 50459 members Entering Unmasked Estep Score: -9675534.000000 Penalty: 5389.636719 Iteration 27Q: 3 clusters Score -9675534 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 50602 members Entering Unmasked Estep Score: -9675541.000000 Penalty: 5389.636719 Iteration 28Q: 3 clusters Score -9675541 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 50711 members Entering Unmasked Estep Score: -9675546.000000 Penalty: 5389.636719 Iteration 29Q: 3 clusters Score -9675546 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 50818 members Entering Unmasked Estep Score: -9675551.000000 Penalty: 5389.636719 Iteration 30Q: 3 clusters Score -9675551 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 50901 members Entering Unmasked Estep Score: -9675560.000000 Penalty: 5389.636719 Iteration 31Q: 3 clusters Score -9675560 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 50977 members Entering Unmasked Estep Score: -9675568.000000 Penalty: 5389.636719 Iteration 32Q: 3 clusters Score -9675568 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 51044 members Entering Unmasked Estep Score: -9675569.000000 Penalty: 5389.636719 Iteration 33Q: 3 clusters Score -9675569 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 51110 members Entering Unmasked Estep Score: -9675588.000000 Penalty: 5389.636719 Iteration 34Q: 3 clusters Score -9675588 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 51169 members Entering Unmasked Estep Score: -9675591.000000 Penalty: 5389.636719 Iteration 35Q: 3 clusters Score -9675591 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 51221 members Entering Unmasked Estep Score: -9675606.000000 Penalty: 5389.636719 Iteration 36Q: 3 clusters Score -9675606 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 51279 members Entering Unmasked Estep Score: -9675622.000000 Penalty: 5389.636719 Iteration 37Q: 3 clusters Score -9675622 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 51320 members Entering Unmasked Estep Score: -9675620.000000 Penalty: 5389.636719 Iteration 38Q: 3 clusters Score -9675620 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 51359 members Entering Unmasked Estep Score: -9675612.000000 Penalty: 5389.636719 Iteration 39Q: 3 clusters Score -9675612 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 51391 members Entering Unmasked Estep Score: -9675612.000000 Penalty: 5389.636719 Iteration 40F: 3 clusters Score -9675612 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 51423 members Entering Unmasked Estep Score: -9675624.000000 Penalty: 5389.636719 Iteration 41Q: 3 clusters Score -9675624 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 51444 members Entering Unmasked Estep Score: -9675618.000000 Penalty: 5389.636719 Iteration 42Q: 3 clusters Score -9675618 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 51461 members Entering Unmasked Estep Score: -9675622.000000 Penalty: 5389.636719 Iteration 43Q: 3 clusters Score -9675622 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 51479 members Entering Unmasked Estep Score: -9675619.000000 Penalty: 5389.636719 Iteration 44Q: 3 clusters Score -9675619 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 51489 members Entering Unmasked Estep Score: -9675630.000000 Penalty: 5389.636719 Iteration 45Q: 3 clusters Score -9675630 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 51498 members Entering Unmasked Estep Score: -9675621.000000 Penalty: 5389.636719 Iteration 46Q: 3 clusters Score -9675621 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 51506 members Entering Unmasked Estep Score: -9675611.000000 Penalty: 5389.636719 Iteration 47Q: 3 clusters Score -9675611 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 51510 members Entering Unmasked Estep Score: -9675616.000000 Penalty: 5389.636719 Iteration 48Q: 3 clusters Score -9675616 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 51514 members Entering Unmasked Estep Score: -9675620.000000 Penalty: 5389.636719 Iteration 49Q: 3 clusters Score -9675620 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 51518 members Entering Unmasked Estep Score: -9675628.000000 Penalty: 5389.636719 Iteration 50Q: 3 clusters Score -9675628 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 51521 members Entering Unmasked Estep Score: -9675622.000000 Penalty: 5389.636719 Iteration 51Q: 3 clusters Score -9675622 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 51523 members Entering Unmasked Estep Score: -9675624.000000 Penalty: 5389.636719 Iteration 52Q: 3 clusters Score -9675624 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 51527 members Entering Unmasked Estep Score: -9675636.000000 Penalty: 5389.636719 Iteration 53Q: 3 clusters Score -9675636 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 51528 members Entering Unmasked Estep Score: -9675634.000000 Penalty: 5389.636719 Iteration 54Q: 3 clusters Score -9675634 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 51528 members Entering Unmasked Estep Score: -9675634.000000 Penalty: 5389.636719 Iteration 55F: 3 clusters Score -9675634 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Entering Unmasked Estep Score: -56275.394531 Penalty: 1462.494141 Iteration 0F: 2 clusters Score -56275.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -55056.824219 Penalty: 2924.988281 Iteration 0F: 3 clusters Score -55056.82 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -55237.562500 Penalty: 2924.988281 Iteration 1F: 3 clusters Score -55237.56 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -55318.085938 Penalty: 2924.988281 Iteration 2Q: 3 clusters Score -55318.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -55377.503906 Penalty: 2924.988281 Iteration 3Q: 3 clusters Score -55377.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -55433.140625 Penalty: 2924.988281 Iteration 4Q: 3 clusters Score -55433.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -55441.960938 Penalty: 2924.988281 Iteration 5Q: 3 clusters Score -55441.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -55453.070312 Penalty: 2924.988281 Iteration 6Q: 3 clusters Score -55453.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -55465.511719 Penalty: 2924.988281 Iteration 7Q: 3 clusters Score -55465.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -55468.703125 Penalty: 2924.988281 Iteration 8Q: 3 clusters Score -55468.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -55468.703125 Penalty: 2924.988281 Iteration 9F: 3 clusters Score -55468.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (24389 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24389 members Entering Unmasked Estep Score: -4489441.500000 Penalty: 2505.268066 Iteration 0F: 2 clusters Score -4489442 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12194 members Mstep: Class 2 contains 12195 members Entering Unmasked Estep Score: -4472472.000000 Penalty: 5010.536133 Iteration 0F: 3 clusters Score -4472472 nChanged 10809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12291 members Mstep: Class 2 contains 12098 members Entering Unmasked Estep Score: -4478201.000000 Penalty: 5010.536133 Iteration 1F: 3 clusters Score -4478201 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12371 members Mstep: Class 2 contains 12018 members Entering Unmasked Estep Score: -4478609.000000 Penalty: 5010.536133 Iteration 2Q: 3 clusters Score -4478609 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12459 members Mstep: Class 2 contains 11930 members Entering Unmasked Estep Score: -4478957.000000 Penalty: 5010.536133 Iteration 3Q: 3 clusters Score -4478957 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12603 members Mstep: Class 2 contains 11786 members Entering Unmasked Estep Score: -4479295.000000 Penalty: 5010.536133 Iteration 4Q: 3 clusters Score -4479295 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12813 members Mstep: Class 2 contains 11576 members Entering Unmasked Estep Score: -4479560.000000 Penalty: 5010.536133 Iteration 5Q: 3 clusters Score -4479560 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13136 members Mstep: Class 2 contains 11253 members Entering Unmasked Estep Score: -4479859.500000 Penalty: 5010.536133 Iteration 6Q: 3 clusters Score -4479860 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13550 members Mstep: Class 2 contains 10839 members Entering Unmasked Estep Score: -4480153.000000 Penalty: 5010.536133 Iteration 7Q: 3 clusters Score -4480153 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14028 members Mstep: Class 2 contains 10361 members Entering Unmasked Estep Score: -4480536.000000 Penalty: 5010.536133 Iteration 8Q: 3 clusters Score -4480536 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14592 members Mstep: Class 2 contains 9797 members Entering Unmasked Estep Score: -4481022.000000 Penalty: 5010.536133 Iteration 9Q: 3 clusters Score -4481022 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15311 members Mstep: Class 2 contains 9078 members Entering Unmasked Estep Score: -4481713.500000 Penalty: 5010.536133 Iteration 10Q: 3 clusters Score -4481714 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16164 members Mstep: Class 2 contains 8225 members Entering Unmasked Estep Score: -4482682.000000 Penalty: 5010.536133 Iteration 11F: 3 clusters Score -4482682 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17063 members Mstep: Class 2 contains 7326 members Entering Unmasked Estep Score: -4483834.000000 Penalty: 5010.536133 Iteration 12F: 3 clusters Score -4483834 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17838 members Mstep: Class 2 contains 6551 members Entering Unmasked Estep Score: -4484864.500000 Penalty: 5010.536133 Iteration 13F: 3 clusters Score -4484864 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18332 members Mstep: Class 2 contains 6057 members Entering Unmasked Estep Score: -4485468.000000 Penalty: 5010.536133 Iteration 14Q: 3 clusters Score -4485468 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18714 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -4485844.000000 Penalty: 5010.536133 Iteration 15Q: 3 clusters Score -4485844 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19063 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -4486151.500000 Penalty: 5010.536133 Iteration 16Q: 3 clusters Score -4486152 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19372 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -4486387.000000 Penalty: 5010.536133 Iteration 17Q: 3 clusters Score -4486387 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19660 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -4486592.000000 Penalty: 5010.536133 Iteration 18Q: 3 clusters Score -4486592 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19901 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -4486778.500000 Penalty: 5010.536133 Iteration 19Q: 3 clusters Score -4486778 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20109 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -4486918.000000 Penalty: 5010.536133 Iteration 20F: 3 clusters Score -4486918 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20290 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -4487031.500000 Penalty: 5010.536133 Iteration 21Q: 3 clusters Score -4487032 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20427 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -4487091.500000 Penalty: 5010.536133 Iteration 22Q: 3 clusters Score -4487092 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20554 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -4487150.500000 Penalty: 5010.536133 Iteration 23Q: 3 clusters Score -4487150 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20648 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -4487168.500000 Penalty: 5010.536133 Iteration 24Q: 3 clusters Score -4487168 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20712 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -4487198.000000 Penalty: 5010.536133 Iteration 25Q: 3 clusters Score -4487198 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20770 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -4487219.000000 Penalty: 5010.536133 Iteration 26Q: 3 clusters Score -4487219 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20831 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -4487228.500000 Penalty: 5010.536133 Iteration 27Q: 3 clusters Score -4487228 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20890 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -4487235.000000 Penalty: 5010.536133 Iteration 28Q: 3 clusters Score -4487235 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20947 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -4487264.000000 Penalty: 5010.536133 Iteration 29Q: 3 clusters Score -4487264 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21010 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -4487280.500000 Penalty: 5010.536133 Iteration 30Q: 3 clusters Score -4487280 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21070 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -4487306.500000 Penalty: 5010.536133 Iteration 31Q: 3 clusters Score -4487306 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21122 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -4487326.000000 Penalty: 5010.536133 Iteration 32Q: 3 clusters Score -4487326 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21166 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -4487325.500000 Penalty: 5010.536133 Iteration 33Q: 3 clusters Score -4487326 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21204 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -4487331.000000 Penalty: 5010.536133 Iteration 34Q: 3 clusters Score -4487331 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21252 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -4487339.500000 Penalty: 5010.536133 Iteration 35Q: 3 clusters Score -4487340 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21297 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -4487358.500000 Penalty: 5010.536133 Iteration 36Q: 3 clusters Score -4487358 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21354 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -4487366.500000 Penalty: 5010.536133 Iteration 37Q: 3 clusters Score -4487366 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21408 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -4487385.000000 Penalty: 5010.536133 Iteration 38Q: 3 clusters Score -4487385 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21450 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -4487398.500000 Penalty: 5010.536133 Iteration 39Q: 3 clusters Score -4487398 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21498 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -4487401.000000 Penalty: 5010.536133 Iteration 40F: 3 clusters Score -4487401 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21529 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -4487413.000000 Penalty: 5010.536133 Iteration 41Q: 3 clusters Score -4487413 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21553 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -4487417.000000 Penalty: 5010.536133 Iteration 42Q: 3 clusters Score -4487417 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21576 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -4487418.000000 Penalty: 5010.536133 Iteration 43Q: 3 clusters Score -4487418 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21602 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -4487433.500000 Penalty: 5010.536133 Iteration 44Q: 3 clusters Score -4487434 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21629 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -4487438.000000 Penalty: 5010.536133 Iteration 45Q: 3 clusters Score -4487438 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21644 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -4487447.000000 Penalty: 5010.536133 Iteration 46Q: 3 clusters Score -4487447 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21655 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -4487445.500000 Penalty: 5010.536133 Iteration 47Q: 3 clusters Score -4487446 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21668 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -4487456.500000 Penalty: 5010.536133 Iteration 48Q: 3 clusters Score -4487456 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21679 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -4487457.500000 Penalty: 5010.536133 Iteration 49Q: 3 clusters Score -4487458 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21689 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -4487459.500000 Penalty: 5010.536133 Iteration 50Q: 3 clusters Score -4487460 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21703 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -4487462.500000 Penalty: 5010.536133 Iteration 51Q: 3 clusters Score -4487462 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21718 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -4487461.500000 Penalty: 5010.536133 Iteration 52Q: 3 clusters Score -4487462 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21733 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -4487458.000000 Penalty: 5010.536133 Iteration 53Q: 3 clusters Score -4487458 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21743 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -4487454.000000 Penalty: 5010.536133 Iteration 54Q: 3 clusters Score -4487454 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21760 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -4487451.500000 Penalty: 5010.536133 Iteration 55Q: 3 clusters Score -4487452 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21782 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -4487455.000000 Penalty: 5010.536133 Iteration 56Q: 3 clusters Score -4487455 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21803 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -4487478.000000 Penalty: 5010.536133 Iteration 57Q: 3 clusters Score -4487478 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21820 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -4487484.500000 Penalty: 5010.536133 Iteration 58Q: 3 clusters Score -4487484 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21841 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -4487486.500000 Penalty: 5010.536133 Iteration 59Q: 3 clusters Score -4487486 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21863 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -4487484.500000 Penalty: 5010.536133 Iteration 60F: 3 clusters Score -4487484 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21875 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -4487489.000000 Penalty: 5010.536133 Iteration 61Q: 3 clusters Score -4487489 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21884 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -4487487.000000 Penalty: 5010.536133 Iteration 62Q: 3 clusters Score -4487487 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21893 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -4487481.000000 Penalty: 5010.536133 Iteration 63Q: 3 clusters Score -4487481 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21903 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -4487481.500000 Penalty: 5010.536133 Iteration 64Q: 3 clusters Score -4487482 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21919 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -4487488.000000 Penalty: 5010.536133 Iteration 65Q: 3 clusters Score -4487488 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21936 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -4487487.500000 Penalty: 5010.536133 Iteration 66Q: 3 clusters Score -4487488 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21953 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -4487491.500000 Penalty: 5010.536133 Iteration 67Q: 3 clusters Score -4487492 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21968 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -4487496.000000 Penalty: 5010.536133 Iteration 68Q: 3 clusters Score -4487496 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21986 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -4487500.000000 Penalty: 5010.536133 Iteration 69Q: 3 clusters Score -4487500 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22005 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -4487502.500000 Penalty: 5010.536133 Iteration 70Q: 3 clusters Score -4487502 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22019 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -4487503.500000 Penalty: 5010.536133 Iteration 71Q: 3 clusters Score -4487504 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22033 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -4487506.000000 Penalty: 5010.536133 Iteration 72Q: 3 clusters Score -4487506 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22048 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -4487507.500000 Penalty: 5010.536133 Iteration 73Q: 3 clusters Score -4487508 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22063 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -4487506.500000 Penalty: 5010.536133 Iteration 74Q: 3 clusters Score -4487506 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22084 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -4487510.500000 Penalty: 5010.536133 Iteration 75Q: 3 clusters Score -4487510 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22103 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -4487519.000000 Penalty: 5010.536133 Iteration 76Q: 3 clusters Score -4487519 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22125 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -4487515.000000 Penalty: 5010.536133 Iteration 77Q: 3 clusters Score -4487515 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22142 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -4487529.000000 Penalty: 5010.536133 Iteration 78Q: 3 clusters Score -4487529 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22149 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -4487524.500000 Penalty: 5010.536133 Iteration 79Q: 3 clusters Score -4487524 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22157 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -4487528.000000 Penalty: 5010.536133 Iteration 80F: 3 clusters Score -4487528 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22165 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -4487533.500000 Penalty: 5010.536133 Iteration 81Q: 3 clusters Score -4487534 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22176 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -4487527.000000 Penalty: 5010.536133 Iteration 82Q: 3 clusters Score -4487527 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22183 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -4487528.000000 Penalty: 5010.536133 Iteration 83Q: 3 clusters Score -4487528 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22192 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -4487530.000000 Penalty: 5010.536133 Iteration 84Q: 3 clusters Score -4487530 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22196 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -4487539.000000 Penalty: 5010.536133 Iteration 85Q: 3 clusters Score -4487539 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22202 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -4487542.000000 Penalty: 5010.536133 Iteration 86Q: 3 clusters Score -4487542 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22210 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -4487542.500000 Penalty: 5010.536133 Iteration 87Q: 3 clusters Score -4487542 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22219 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -4487548.000000 Penalty: 5010.536133 Iteration 88Q: 3 clusters Score -4487548 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22227 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -4487545.000000 Penalty: 5010.536133 Iteration 89Q: 3 clusters Score -4487545 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22236 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -4487547.500000 Penalty: 5010.536133 Iteration 90Q: 3 clusters Score -4487548 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22246 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -4487549.000000 Penalty: 5010.536133 Iteration 91Q: 3 clusters Score -4487549 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22258 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -4487542.000000 Penalty: 5010.536133 Iteration 92Q: 3 clusters Score -4487542 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22264 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -4487547.500000 Penalty: 5010.536133 Iteration 93Q: 3 clusters Score -4487548 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22269 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -4487551.500000 Penalty: 5010.536133 Iteration 94Q: 3 clusters Score -4487552 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22276 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -4487543.000000 Penalty: 5010.536133 Iteration 95Q: 3 clusters Score -4487543 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22284 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -4487550.500000 Penalty: 5010.536133 Iteration 96Q: 3 clusters Score -4487550 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22287 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -4487549.500000 Penalty: 5010.536133 Iteration 97Q: 3 clusters Score -4487550 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22287 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -4487549.500000 Penalty: 5010.536133 Iteration 98F: 3 clusters Score -4487550 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (23959 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23959 members Entering Unmasked Estep Score: -4628607.000000 Penalty: 2500.856689 Iteration 0F: 2 clusters Score -4628607 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11967 members Mstep: Class 2 contains 11992 members Entering Unmasked Estep Score: -4612053.500000 Penalty: 5001.713379 Iteration 0F: 3 clusters Score -4612054 nChanged 10604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12077 members Mstep: Class 2 contains 11882 members Entering Unmasked Estep Score: -4617677.000000 Penalty: 5001.713379 Iteration 1F: 3 clusters Score -4617677 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12077 members Mstep: Class 2 contains 11882 members Entering Unmasked Estep Score: -4618015.500000 Penalty: 5001.713379 Iteration 2Q: 3 clusters Score -4618016 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12075 members Mstep: Class 2 contains 11884 members Entering Unmasked Estep Score: -4618286.500000 Penalty: 5001.713379 Iteration 3Q: 3 clusters Score -4618286 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12082 members Mstep: Class 2 contains 11877 members Entering Unmasked Estep Score: -4618474.000000 Penalty: 5001.713379 Iteration 4Q: 3 clusters Score -4618474 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12069 members Mstep: Class 2 contains 11890 members Entering Unmasked Estep Score: -4618652.500000 Penalty: 5001.713379 Iteration 5Q: 3 clusters Score -4618652 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12030 members Mstep: Class 2 contains 11929 members Entering Unmasked Estep Score: -4618833.000000 Penalty: 5001.713379 Iteration 6Q: 3 clusters Score -4618833 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11945 members Mstep: Class 2 contains 12014 members Entering Unmasked Estep Score: -4619015.500000 Penalty: 5001.713379 Iteration 7Q: 3 clusters Score -4619016 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11829 members Mstep: Class 2 contains 12130 members Entering Unmasked Estep Score: -4619167.500000 Penalty: 5001.713379 Iteration 8Q: 3 clusters Score -4619168 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11702 members Mstep: Class 2 contains 12257 members Entering Unmasked Estep Score: -4619281.000000 Penalty: 5001.713379 Iteration 9Q: 3 clusters Score -4619281 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11556 members Mstep: Class 2 contains 12403 members Entering Unmasked Estep Score: -4619398.500000 Penalty: 5001.713379 Iteration 10Q: 3 clusters Score -4619398 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11370 members Mstep: Class 2 contains 12589 members Entering Unmasked Estep Score: -4619501.500000 Penalty: 5001.713379 Iteration 11Q: 3 clusters Score -4619502 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11145 members Mstep: Class 2 contains 12814 members Entering Unmasked Estep Score: -4619625.500000 Penalty: 5001.713379 Iteration 12Q: 3 clusters Score -4619626 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10867 members Mstep: Class 2 contains 13092 members Entering Unmasked Estep Score: -4619723.500000 Penalty: 5001.713379 Iteration 13Q: 3 clusters Score -4619724 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10541 members Mstep: Class 2 contains 13418 members Entering Unmasked Estep Score: -4619844.500000 Penalty: 5001.713379 Iteration 14Q: 3 clusters Score -4619844 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10128 members Mstep: Class 2 contains 13831 members Entering Unmasked Estep Score: -4620018.000000 Penalty: 5001.713379 Iteration 15Q: 3 clusters Score -4620018 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9609 members Mstep: Class 2 contains 14350 members Entering Unmasked Estep Score: -4620208.500000 Penalty: 5001.713379 Iteration 16Q: 3 clusters Score -4620208 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9033 members Mstep: Class 2 contains 14926 members Entering Unmasked Estep Score: -4620394.500000 Penalty: 5001.713379 Iteration 17Q: 3 clusters Score -4620394 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8320 members Mstep: Class 2 contains 15639 members Entering Unmasked Estep Score: -4620683.000000 Penalty: 5001.713379 Iteration 18Q: 3 clusters Score -4620683 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 16492 members Entering Unmasked Estep Score: -4621131.500000 Penalty: 5001.713379 Iteration 19Q: 3 clusters Score -4621132 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6442 members Mstep: Class 2 contains 17517 members Entering Unmasked Estep Score: -4621732.500000 Penalty: 5001.713379 Iteration 20F: 3 clusters Score -4621732 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 18628 members Entering Unmasked Estep Score: -4622445.500000 Penalty: 5001.713379 Iteration 21Q: 3 clusters Score -4622446 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 19809 members Entering Unmasked Estep Score: -4623302.500000 Penalty: 5001.713379 Iteration 22Q: 3 clusters Score -4623302 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 20944 members Entering Unmasked Estep Score: -4624191.500000 Penalty: 5001.713379 Iteration 23Q: 3 clusters Score -4624192 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 21905 members Entering Unmasked Estep Score: -4625025.000000 Penalty: 5001.713379 Iteration 24Q: 3 clusters Score -4625025 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 22648 members Entering Unmasked Estep Score: -4625675.500000 Penalty: 5001.713379 Iteration 25Q: 3 clusters Score -4625676 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 23073 members Entering Unmasked Estep Score: -4626084.500000 Penalty: 5001.713379 Iteration 26Q: 3 clusters Score -4626084 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 23294 members Entering Unmasked Estep Score: -4626298.500000 Penalty: 5001.713379 Iteration 27Q: 3 clusters Score -4626298 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 23401 members Entering Unmasked Estep Score: -4626422.000000 Penalty: 5001.713379 Iteration 28Q: 3 clusters Score -4626422 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 23457 members Entering Unmasked Estep Score: -4626480.000000 Penalty: 5001.713379 Iteration 29Q: 3 clusters Score -4626480 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 23497 members Entering Unmasked Estep Score: -4626524.500000 Penalty: 5001.713379 Iteration 30Q: 3 clusters Score -4626524 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 23519 members Entering Unmasked Estep Score: -4626558.500000 Penalty: 5001.713379 Iteration 31Q: 3 clusters Score -4626558 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 23541 members Entering Unmasked Estep Score: -4626586.000000 Penalty: 5001.713379 Iteration 32Q: 3 clusters Score -4626586 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 23553 members Entering Unmasked Estep Score: -4626603.000000 Penalty: 5001.713379 Iteration 33Q: 3 clusters Score -4626603 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 23567 members Entering Unmasked Estep Score: -4626615.000000 Penalty: 5001.713379 Iteration 34Q: 3 clusters Score -4626615 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 23577 members Entering Unmasked Estep Score: -4626631.500000 Penalty: 5001.713379 Iteration 35Q: 3 clusters Score -4626632 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 23582 members Entering Unmasked Estep Score: -4626641.500000 Penalty: 5001.713379 Iteration 36Q: 3 clusters Score -4626642 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 23587 members Entering Unmasked Estep Score: -4626640.500000 Penalty: 5001.713379 Iteration 37Q: 3 clusters Score -4626640 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 23590 members Entering Unmasked Estep Score: -4626646.000000 Penalty: 5001.713379 Iteration 38Q: 3 clusters Score -4626646 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 23595 members Entering Unmasked Estep Score: -4626650.000000 Penalty: 5001.713379 Iteration 39Q: 3 clusters Score -4626650 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 23594 members Entering Unmasked Estep Score: -4626652.000000 Penalty: 5001.713379 Iteration 40F: 3 clusters Score -4626652 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 23596 members Entering Unmasked Estep Score: -4626657.000000 Penalty: 5001.713379 Iteration 41Q: 3 clusters Score -4626657 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 23599 members Entering Unmasked Estep Score: -4626659.500000 Penalty: 5001.713379 Iteration 42Q: 3 clusters Score -4626660 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 23601 members Entering Unmasked Estep Score: -4626659.500000 Penalty: 5001.713379 Iteration 43Q: 3 clusters Score -4626660 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 23602 members Entering Unmasked Estep Score: -4626658.000000 Penalty: 5001.713379 Iteration 44Q: 3 clusters Score -4626658 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 23601 members Entering Unmasked Estep Score: -4626659.000000 Penalty: 5001.713379 Iteration 45Q: 3 clusters Score -4626659 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 23601 members Entering Unmasked Estep Score: -4626659.000000 Penalty: 5001.713379 Iteration 46F: 3 clusters Score -4626659 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Entering Unmasked Estep Score: -307063.062500 Penalty: 1855.844604 Iteration 0F: 2 clusters Score -307063.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -304704.062500 Penalty: 3711.689209 Iteration 0F: 3 clusters Score -304704.1 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -305434.062500 Penalty: 3711.689209 Iteration 1F: 3 clusters Score -305434.1 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -305857.687500 Penalty: 3711.689209 Iteration 2F: 3 clusters Score -305857.7 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -306167.562500 Penalty: 3711.689209 Iteration 3F: 3 clusters Score -306167.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -306304.875000 Penalty: 3711.689209 Iteration 4F: 3 clusters Score -306304.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -306367.406250 Penalty: 3711.689209 Iteration 5Q: 3 clusters Score -306367.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -306415.843750 Penalty: 3711.689209 Iteration 6Q: 3 clusters Score -306415.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -306447.468750 Penalty: 3711.689209 Iteration 7Q: 3 clusters Score -306447.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -306461.156250 Penalty: 3711.689209 Iteration 8Q: 3 clusters Score -306461.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -306471.843750 Penalty: 3711.689209 Iteration 9Q: 3 clusters Score -306471.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -306474.968750 Penalty: 3711.689209 Iteration 10Q: 3 clusters Score -306475 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -306475.250000 Penalty: 3711.689209 Iteration 11Q: 3 clusters Score -306475.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -306475.250000 Penalty: 3711.689209 Iteration 12F: 3 clusters Score -306475.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Entering Unmasked Estep Score: -14050.183594 Penalty: 1247.548584 Iteration 0F: 2 clusters Score -14050.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -13232.886719 Penalty: 2495.097168 Iteration 0F: 3 clusters Score -13232.89 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -13421.406250 Penalty: 2495.097168 Iteration 1F: 3 clusters Score -13421.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -13550.171875 Penalty: 2495.097168 Iteration 2F: 3 clusters Score -13550.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -13617.780273 Penalty: 2495.097168 Iteration 3Q: 3 clusters Score -13617.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -13622.972656 Penalty: 2495.097168 Iteration 4Q: 3 clusters Score -13622.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -13622.972656 Penalty: 2495.097168 Iteration 5F: 3 clusters Score -13622.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Entering Unmasked Estep Score: -207454.250000 Penalty: 1751.210938 Iteration 0F: 2 clusters Score -207454.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -205420.953125 Penalty: 3502.421875 Iteration 0F: 3 clusters Score -205421 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -205827.671875 Penalty: 3502.421875 Iteration 1F: 3 clusters Score -205827.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -206039.328125 Penalty: 3502.421875 Iteration 2F: 3 clusters Score -206039.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -206202.328125 Penalty: 3502.421875 Iteration 3F: 3 clusters Score -206202.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -206344.390625 Penalty: 3502.421875 Iteration 4F: 3 clusters Score -206344.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -206439.968750 Penalty: 3502.421875 Iteration 5Q: 3 clusters Score -206440 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -206499.500000 Penalty: 3502.421875 Iteration 6Q: 3 clusters Score -206499.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -206541.093750 Penalty: 3502.421875 Iteration 7Q: 3 clusters Score -206541.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -206588.843750 Penalty: 3502.421875 Iteration 8Q: 3 clusters Score -206588.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -206646.265625 Penalty: 3502.421875 Iteration 9Q: 3 clusters Score -206646.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -206703.890625 Penalty: 3502.421875 Iteration 10Q: 3 clusters Score -206703.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -206762.296875 Penalty: 3502.421875 Iteration 11Q: 3 clusters Score -206762.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -206788.218750 Penalty: 3502.421875 Iteration 12Q: 3 clusters Score -206788.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -206812.453125 Penalty: 3502.421875 Iteration 13Q: 3 clusters Score -206812.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -206826.421875 Penalty: 3502.421875 Iteration 14Q: 3 clusters Score -206826.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -206832.640625 Penalty: 3502.421875 Iteration 15Q: 3 clusters Score -206832.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -206837.140625 Penalty: 3502.421875 Iteration 16Q: 3 clusters Score -206837.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -206837.796875 Penalty: 3502.421875 Iteration 17Q: 3 clusters Score -206837.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -206837.796875 Penalty: 3502.421875 Iteration 18F: 3 clusters Score -206837.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Entering Unmasked Estep Score: -48623.027344 Penalty: 1406.984131 Iteration 0F: 2 clusters Score -48623.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -47330.835938 Penalty: 2813.968262 Iteration 0F: 3 clusters Score -47330.84 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -47429.500000 Penalty: 2813.968262 Iteration 1F: 3 clusters Score -47429.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -47451.496094 Penalty: 2813.968262 Iteration 2Q: 3 clusters Score -47451.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -47466.898438 Penalty: 2813.968262 Iteration 3Q: 3 clusters Score -47466.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -47466.898438 Penalty: 2813.968262 Iteration 4F: 3 clusters Score -47466.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (19682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19682 members Entering Unmasked Estep Score: -3540206.000000 Penalty: 2452.090088 Iteration 0F: 2 clusters Score -3540206 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9714 members Mstep: Class 2 contains 9968 members Entering Unmasked Estep Score: -3526370.500000 Penalty: 4904.180176 Iteration 0F: 3 clusters Score -3526370 nChanged 8605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9017 members Mstep: Class 2 contains 10665 members Entering Unmasked Estep Score: -3531037.000000 Penalty: 4904.180176 Iteration 1F: 3 clusters Score -3531037 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8518 members Mstep: Class 2 contains 11164 members Entering Unmasked Estep Score: -3531675.000000 Penalty: 4904.180176 Iteration 2F: 3 clusters Score -3531675 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7820 members Mstep: Class 2 contains 11862 members Entering Unmasked Estep Score: -3532490.250000 Penalty: 4904.180176 Iteration 3F: 3 clusters Score -3532490 nChanged 1424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6862 members Mstep: Class 2 contains 12820 members Entering Unmasked Estep Score: -3533690.750000 Penalty: 4904.180176 Iteration 4F: 3 clusters Score -3533691 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 14006 members Entering Unmasked Estep Score: -3535222.750000 Penalty: 4904.180176 Iteration 5F: 3 clusters Score -3535223 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 15208 members Entering Unmasked Estep Score: -3536703.750000 Penalty: 4904.180176 Iteration 6F: 3 clusters Score -3536704 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 16178 members Entering Unmasked Estep Score: -3537735.250000 Penalty: 4904.180176 Iteration 7F: 3 clusters Score -3537735 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 16841 members Entering Unmasked Estep Score: -3538318.750000 Penalty: 4904.180176 Iteration 8Q: 3 clusters Score -3538319 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 17253 members Entering Unmasked Estep Score: -3538599.750000 Penalty: 4904.180176 Iteration 9Q: 3 clusters Score -3538600 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 17526 members Entering Unmasked Estep Score: -3538784.250000 Penalty: 4904.180176 Iteration 10Q: 3 clusters Score -3538784 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 17715 members Entering Unmasked Estep Score: -3538924.000000 Penalty: 4904.180176 Iteration 11Q: 3 clusters Score -3538924 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 17849 members Entering Unmasked Estep Score: -3539012.250000 Penalty: 4904.180176 Iteration 12Q: 3 clusters Score -3539012 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 17945 members Entering Unmasked Estep Score: -3539058.250000 Penalty: 4904.180176 Iteration 13Q: 3 clusters Score -3539058 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 18015 members Entering Unmasked Estep Score: -3539079.500000 Penalty: 4904.180176 Iteration 14Q: 3 clusters Score -3539080 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 18066 members Entering Unmasked Estep Score: -3539099.000000 Penalty: 4904.180176 Iteration 15Q: 3 clusters Score -3539099 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 18116 members Entering Unmasked Estep Score: -3539126.500000 Penalty: 4904.180176 Iteration 16Q: 3 clusters Score -3539126 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 18151 members Entering Unmasked Estep Score: -3539130.500000 Penalty: 4904.180176 Iteration 17Q: 3 clusters Score -3539130 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 18172 members Entering Unmasked Estep Score: -3539143.750000 Penalty: 4904.180176 Iteration 18Q: 3 clusters Score -3539144 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 18198 members Entering Unmasked Estep Score: -3539155.500000 Penalty: 4904.180176 Iteration 19Q: 3 clusters Score -3539156 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 18214 members Entering Unmasked Estep Score: -3539154.750000 Penalty: 4904.180176 Iteration 20F: 3 clusters Score -3539155 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 18229 members Entering Unmasked Estep Score: -3539155.250000 Penalty: 4904.180176 Iteration 21Q: 3 clusters Score -3539155 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 18241 members Entering Unmasked Estep Score: -3539162.000000 Penalty: 4904.180176 Iteration 22Q: 3 clusters Score -3539162 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 18250 members Entering Unmasked Estep Score: -3539169.000000 Penalty: 4904.180176 Iteration 23Q: 3 clusters Score -3539169 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 18259 members Entering Unmasked Estep Score: -3539177.000000 Penalty: 4904.180176 Iteration 24Q: 3 clusters Score -3539177 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 18266 members Entering Unmasked Estep Score: -3539178.000000 Penalty: 4904.180176 Iteration 25Q: 3 clusters Score -3539178 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 18269 members Entering Unmasked Estep Score: -3539181.000000 Penalty: 4904.180176 Iteration 26Q: 3 clusters Score -3539181 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 18270 members Entering Unmasked Estep Score: -3539179.000000 Penalty: 4904.180176 Iteration 27Q: 3 clusters Score -3539179 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 18271 members Entering Unmasked Estep Score: -3539184.250000 Penalty: 4904.180176 Iteration 28Q: 3 clusters Score -3539184 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 18272 members Entering Unmasked Estep Score: -3539181.250000 Penalty: 4904.180176 Iteration 29Q: 3 clusters Score -3539181 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 18274 members Entering Unmasked Estep Score: -3539180.750000 Penalty: 4904.180176 Iteration 30Q: 3 clusters Score -3539181 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 18276 members Entering Unmasked Estep Score: -3539182.500000 Penalty: 4904.180176 Iteration 31Q: 3 clusters Score -3539182 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 18277 members Entering Unmasked Estep Score: -3539180.250000 Penalty: 4904.180176 Iteration 32Q: 3 clusters Score -3539180 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 18277 members Entering Unmasked Estep Score: -3539180.250000 Penalty: 4904.180176 Iteration 33F: 3 clusters Score -3539180 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Entering Unmasked Estep Score: -75539.914062 Penalty: 1520.004517 Iteration 0F: 2 clusters Score -75539.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -74041.281250 Penalty: 3040.009033 Iteration 0F: 3 clusters Score -74041.28 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -74244.210938 Penalty: 3040.009033 Iteration 1F: 3 clusters Score -74244.21 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -74382.671875 Penalty: 3040.009033 Iteration 2F: 3 clusters Score -74382.67 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -74409.617188 Penalty: 3040.009033 Iteration 3Q: 3 clusters Score -74409.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -74429.742188 Penalty: 3040.009033 Iteration 4Q: 3 clusters Score -74429.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -74459.679688 Penalty: 3040.009033 Iteration 5Q: 3 clusters Score -74459.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -74472.414062 Penalty: 3040.009033 Iteration 6Q: 3 clusters Score -74472.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -74480.906250 Penalty: 3040.009033 Iteration 7Q: 3 clusters Score -74480.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -74480.906250 Penalty: 3040.009033 Iteration 8F: 3 clusters Score -74480.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Entering Unmasked Estep Score: -49756.726562 Penalty: 1440.419434 Iteration 0F: 2 clusters Score -49756.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -48502.046875 Penalty: 2880.838867 Iteration 0F: 3 clusters Score -48502.05 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -48694.425781 Penalty: 2880.838867 Iteration 1F: 3 clusters Score -48694.43 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -48743.503906 Penalty: 2880.838867 Iteration 2Q: 3 clusters Score -48743.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -48809.855469 Penalty: 2880.838867 Iteration 3Q: 3 clusters Score -48809.86 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -48862.039062 Penalty: 2880.838867 Iteration 4Q: 3 clusters Score -48862.04 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -48912.621094 Penalty: 2880.838867 Iteration 5Q: 3 clusters Score -48912.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -48934.605469 Penalty: 2880.838867 Iteration 6Q: 3 clusters Score -48934.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -48961.472656 Penalty: 2880.838867 Iteration 7Q: 3 clusters Score -48961.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -48983.000000 Penalty: 2880.838867 Iteration 8Q: 3 clusters Score -48983 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -48989.863281 Penalty: 2880.838867 Iteration 9Q: 3 clusters Score -48989.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -49000.562500 Penalty: 2880.838867 Iteration 10Q: 3 clusters Score -49000.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -49006.414062 Penalty: 2880.838867 Iteration 11Q: 3 clusters Score -49006.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -49009.386719 Penalty: 2880.838867 Iteration 12Q: 3 clusters Score -49009.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -49009.386719 Penalty: 2880.838867 Iteration 13F: 3 clusters Score -49009.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (63502 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63502 members Entering Unmasked Estep Score: -11427387.000000 Penalty: 2742.588867 Iteration 0F: 2 clusters Score -1.142739e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31710 members Mstep: Class 2 contains 31792 members Entering Unmasked Estep Score: -11393409.000000 Penalty: 5485.177734 Iteration 0F: 3 clusters Score -1.139341e+07 nChanged 29408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31278 members Mstep: Class 2 contains 32224 members Entering Unmasked Estep Score: -11409494.000000 Penalty: 5485.177734 Iteration 1F: 3 clusters Score -1.140949e+07 nChanged 2280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30850 members Mstep: Class 2 contains 32652 members Entering Unmasked Estep Score: -11410084.000000 Penalty: 5485.177734 Iteration 2Q: 3 clusters Score -1.141008e+07 nChanged 2153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30271 members Mstep: Class 2 contains 33231 members Entering Unmasked Estep Score: -11410576.000000 Penalty: 5485.177734 Iteration 3Q: 3 clusters Score -1.141058e+07 nChanged 2110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29463 members Mstep: Class 2 contains 34039 members Entering Unmasked Estep Score: -11411066.000000 Penalty: 5485.177734 Iteration 4Q: 3 clusters Score -1.141107e+07 nChanged 2126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28341 members Mstep: Class 2 contains 35161 members Entering Unmasked Estep Score: -11411690.000000 Penalty: 5485.177734 Iteration 5Q: 3 clusters Score -1.141169e+07 nChanged 2361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26700 members Mstep: Class 2 contains 36802 members Entering Unmasked Estep Score: -11412500.000000 Penalty: 5485.177734 Iteration 6Q: 3 clusters Score -1.14125e+07 nChanged 2726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24360 members Mstep: Class 2 contains 39142 members Entering Unmasked Estep Score: -11413701.000000 Penalty: 5485.177734 Iteration 7Q: 3 clusters Score -1.14137e+07 nChanged 3309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21211 members Mstep: Class 2 contains 42291 members Entering Unmasked Estep Score: -11415544.000000 Penalty: 5485.177734 Iteration 8F: 3 clusters Score -1.141554e+07 nChanged 4046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17271 members Mstep: Class 2 contains 46231 members Entering Unmasked Estep Score: -11417844.000000 Penalty: 5485.177734 Iteration 9F: 3 clusters Score -1.141784e+07 nChanged 4070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13327 members Mstep: Class 2 contains 50175 members Entering Unmasked Estep Score: -11419721.000000 Penalty: 5485.177734 Iteration 10F: 3 clusters Score -1.141972e+07 nChanged 3474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10049 members Mstep: Class 2 contains 53453 members Entering Unmasked Estep Score: -11420801.000000 Penalty: 5485.177734 Iteration 11F: 3 clusters Score -1.14208e+07 nChanged 2551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7772 members Mstep: Class 2 contains 55730 members Entering Unmasked Estep Score: -11421610.000000 Penalty: 5485.177734 Iteration 12Q: 3 clusters Score -1.142161e+07 nChanged 1713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6365 members Mstep: Class 2 contains 57137 members Entering Unmasked Estep Score: -11422162.000000 Penalty: 5485.177734 Iteration 13Q: 3 clusters Score -1.142216e+07 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5465 members Mstep: Class 2 contains 58037 members Entering Unmasked Estep Score: -11422491.000000 Penalty: 5485.177734 Iteration 14Q: 3 clusters Score -1.142249e+07 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 58673 members Entering Unmasked Estep Score: -11422733.000000 Penalty: 5485.177734 Iteration 15Q: 3 clusters Score -1.142273e+07 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 59148 members Entering Unmasked Estep Score: -11422946.000000 Penalty: 5485.177734 Iteration 16Q: 3 clusters Score -1.142295e+07 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 59552 members Entering Unmasked Estep Score: -11423183.000000 Penalty: 5485.177734 Iteration 17Q: 3 clusters Score -1.142318e+07 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 59864 members Entering Unmasked Estep Score: -11423278.000000 Penalty: 5485.177734 Iteration 18Q: 3 clusters Score -1.142328e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 60136 members Entering Unmasked Estep Score: -11423377.000000 Penalty: 5485.177734 Iteration 19Q: 3 clusters Score -1.142338e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 60389 members Entering Unmasked Estep Score: -11423488.000000 Penalty: 5485.177734 Iteration 20F: 3 clusters Score -1.142349e+07 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 60635 members Entering Unmasked Estep Score: -11423614.000000 Penalty: 5485.177734 Iteration 21Q: 3 clusters Score -1.142361e+07 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 60871 members Entering Unmasked Estep Score: -11423772.000000 Penalty: 5485.177734 Iteration 22Q: 3 clusters Score -1.142377e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 61098 members Entering Unmasked Estep Score: -11423881.000000 Penalty: 5485.177734 Iteration 23Q: 3 clusters Score -1.142388e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 61288 members Entering Unmasked Estep Score: -11423986.000000 Penalty: 5485.177734 Iteration 24Q: 3 clusters Score -1.142399e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 61462 members Entering Unmasked Estep Score: -11424080.000000 Penalty: 5485.177734 Iteration 25Q: 3 clusters Score -1.142408e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 61609 members Entering Unmasked Estep Score: -11424154.000000 Penalty: 5485.177734 Iteration 26Q: 3 clusters Score -1.142415e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 61733 members Entering Unmasked Estep Score: -11424225.000000 Penalty: 5485.177734 Iteration 27Q: 3 clusters Score -1.142422e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 61869 members Entering Unmasked Estep Score: -11424330.000000 Penalty: 5485.177734 Iteration 28Q: 3 clusters Score -1.142433e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 61977 members Entering Unmasked Estep Score: -11424370.000000 Penalty: 5485.177734 Iteration 29Q: 3 clusters Score -1.142437e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 62070 members Entering Unmasked Estep Score: -11424429.000000 Penalty: 5485.177734 Iteration 30Q: 3 clusters Score -1.142443e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 62177 members Entering Unmasked Estep Score: -11424491.000000 Penalty: 5485.177734 Iteration 31Q: 3 clusters Score -1.142449e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 62270 members Entering Unmasked Estep Score: -11424545.000000 Penalty: 5485.177734 Iteration 32Q: 3 clusters Score -1.142454e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 62338 members Entering Unmasked Estep Score: -11424576.000000 Penalty: 5485.177734 Iteration 33Q: 3 clusters Score -1.142458e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 62390 members Entering Unmasked Estep Score: -11424609.000000 Penalty: 5485.177734 Iteration 34Q: 3 clusters Score -1.142461e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 62434 members Entering Unmasked Estep Score: -11424640.000000 Penalty: 5485.177734 Iteration 35Q: 3 clusters Score -1.142464e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 62470 members Entering Unmasked Estep Score: -11424637.000000 Penalty: 5485.177734 Iteration 36Q: 3 clusters Score -1.142464e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 62498 members Entering Unmasked Estep Score: -11424649.000000 Penalty: 5485.177734 Iteration 37Q: 3 clusters Score -1.142465e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 62523 members Entering Unmasked Estep Score: -11424668.000000 Penalty: 5485.177734 Iteration 38Q: 3 clusters Score -1.142467e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 62546 members Entering Unmasked Estep Score: -11424682.000000 Penalty: 5485.177734 Iteration 39Q: 3 clusters Score -1.142468e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 62569 members Entering Unmasked Estep Score: -11424685.000000 Penalty: 5485.177734 Iteration 40F: 3 clusters Score -1.142468e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 62587 members Entering Unmasked Estep Score: -11424702.000000 Penalty: 5485.177734 Iteration 41Q: 3 clusters Score -1.14247e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 62601 members Entering Unmasked Estep Score: -11424700.000000 Penalty: 5485.177734 Iteration 42Q: 3 clusters Score -1.14247e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 62606 members Entering Unmasked Estep Score: -11424719.000000 Penalty: 5485.177734 Iteration 43Q: 3 clusters Score -1.142472e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 62612 members Entering Unmasked Estep Score: -11424719.000000 Penalty: 5485.177734 Iteration 44Q: 3 clusters Score -1.142472e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 62619 members Entering Unmasked Estep Score: -11424721.000000 Penalty: 5485.177734 Iteration 45Q: 3 clusters Score -1.142472e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 62625 members Entering Unmasked Estep Score: -11424737.000000 Penalty: 5485.177734 Iteration 46Q: 3 clusters Score -1.142474e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 62631 members Entering Unmasked Estep Score: -11424724.000000 Penalty: 5485.177734 Iteration 47Q: 3 clusters Score -1.142472e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 62638 members Entering Unmasked Estep Score: -11424728.000000 Penalty: 5485.177734 Iteration 48Q: 3 clusters Score -1.142473e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 62645 members Entering Unmasked Estep Score: -11424718.000000 Penalty: 5485.177734 Iteration 49Q: 3 clusters Score -1.142472e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 62653 members Entering Unmasked Estep Score: -11424715.000000 Penalty: 5485.177734 Iteration 50Q: 3 clusters Score -1.142472e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 62661 members Entering Unmasked Estep Score: -11424711.000000 Penalty: 5485.177734 Iteration 51Q: 3 clusters Score -1.142471e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 62664 members Entering Unmasked Estep Score: -11424722.000000 Penalty: 5485.177734 Iteration 52Q: 3 clusters Score -1.142472e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 62667 members Entering Unmasked Estep Score: -11424719.000000 Penalty: 5485.177734 Iteration 53Q: 3 clusters Score -1.142472e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 62673 members Entering Unmasked Estep Score: -11424725.000000 Penalty: 5485.177734 Iteration 54Q: 3 clusters Score -1.142472e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 62677 members Entering Unmasked Estep Score: -11424720.000000 Penalty: 5485.177734 Iteration 55Q: 3 clusters Score -1.142472e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 62677 members Entering Unmasked Estep Score: -11424722.000000 Penalty: 5485.177734 Iteration 56Q: 3 clusters Score -1.142472e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 62678 members Entering Unmasked Estep Score: -11424719.000000 Penalty: 5485.177734 Iteration 57Q: 3 clusters Score -1.142472e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 62678 members Entering Unmasked Estep Score: -11424719.000000 Penalty: 5485.177734 Iteration 58F: 3 clusters Score -1.142472e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1042 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Entering Unmasked Estep Score: -176215.187500 Penalty: 1723.326538 Iteration 0F: 2 clusters Score -176215.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -174281.953125 Penalty: 3446.653076 Iteration 0F: 3 clusters Score -174282 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -174621.390625 Penalty: 3446.653076 Iteration 1F: 3 clusters Score -174621.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -174794.187500 Penalty: 3446.653076 Iteration 2F: 3 clusters Score -174794.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -174926.718750 Penalty: 3446.653076 Iteration 3Q: 3 clusters Score -174926.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -175016.375000 Penalty: 3446.653076 Iteration 4Q: 3 clusters Score -175016.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -175066.765625 Penalty: 3446.653076 Iteration 5Q: 3 clusters Score -175066.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -175109.750000 Penalty: 3446.653076 Iteration 6Q: 3 clusters Score -175109.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -175151.406250 Penalty: 3446.653076 Iteration 7Q: 3 clusters Score -175151.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -175173.156250 Penalty: 3446.653076 Iteration 8Q: 3 clusters Score -175173.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -175201.671875 Penalty: 3446.653076 Iteration 9Q: 3 clusters Score -175201.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -175229.968750 Penalty: 3446.653076 Iteration 10Q: 3 clusters Score -175230 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -175264.859375 Penalty: 3446.653076 Iteration 11Q: 3 clusters Score -175264.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -175302.078125 Penalty: 3446.653076 Iteration 12Q: 3 clusters Score -175302.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -175334.421875 Penalty: 3446.653076 Iteration 13Q: 3 clusters Score -175334.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -175368.281250 Penalty: 3446.653076 Iteration 14Q: 3 clusters Score -175368.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -175389.234375 Penalty: 3446.653076 Iteration 15Q: 3 clusters Score -175389.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -175416.984375 Penalty: 3446.653076 Iteration 16Q: 3 clusters Score -175417 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -175436.109375 Penalty: 3446.653076 Iteration 17Q: 3 clusters Score -175436.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -175462.125000 Penalty: 3446.653076 Iteration 18Q: 3 clusters Score -175462.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -175473.859375 Penalty: 3446.653076 Iteration 19Q: 3 clusters Score -175473.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -175477.234375 Penalty: 3446.653076 Iteration 20F: 3 clusters Score -175477.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (56521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56521 members Entering Unmasked Estep Score: -10382942.000000 Penalty: 2713.707031 Iteration 0F: 2 clusters Score -1.038294e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28335 members Mstep: Class 2 contains 28186 members Entering Unmasked Estep Score: -10345980.000000 Penalty: 5427.414062 Iteration 0F: 3 clusters Score -1.034598e+07 nChanged 26140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28511 members Mstep: Class 2 contains 28010 members Entering Unmasked Estep Score: -10360347.000000 Penalty: 5427.414062 Iteration 1F: 3 clusters Score -1.036035e+07 nChanged 2178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28741 members Mstep: Class 2 contains 27780 members Entering Unmasked Estep Score: -10361022.000000 Penalty: 5427.414062 Iteration 2Q: 3 clusters Score -1.036102e+07 nChanged 2242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29139 members Mstep: Class 2 contains 27382 members Entering Unmasked Estep Score: -10361856.000000 Penalty: 5427.414062 Iteration 3Q: 3 clusters Score -1.036186e+07 nChanged 2577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29918 members Mstep: Class 2 contains 26603 members Entering Unmasked Estep Score: -10363052.000000 Penalty: 5427.414062 Iteration 4Q: 3 clusters Score -1.036305e+07 nChanged 3089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31217 members Mstep: Class 2 contains 25304 members Entering Unmasked Estep Score: -10364723.000000 Penalty: 5427.414062 Iteration 5F: 3 clusters Score -1.036472e+07 nChanged 3655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33166 members Mstep: Class 2 contains 23355 members Entering Unmasked Estep Score: -10367270.000000 Penalty: 5427.414062 Iteration 6F: 3 clusters Score -1.036727e+07 nChanged 4207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35547 members Mstep: Class 2 contains 20974 members Entering Unmasked Estep Score: -10370854.000000 Penalty: 5427.414062 Iteration 7F: 3 clusters Score -1.037085e+07 nChanged 4204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37667 members Mstep: Class 2 contains 18854 members Entering Unmasked Estep Score: -10374714.000000 Penalty: 5427.414062 Iteration 8F: 3 clusters Score -1.037471e+07 nChanged 3372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39073 members Mstep: Class 2 contains 17448 members Entering Unmasked Estep Score: -10377492.000000 Penalty: 5427.414062 Iteration 9F: 3 clusters Score -1.037749e+07 nChanged 2167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39898 members Mstep: Class 2 contains 16623 members Entering Unmasked Estep Score: -10378785.000000 Penalty: 5427.414062 Iteration 10Q: 3 clusters Score -1.037878e+07 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40516 members Mstep: Class 2 contains 16005 members Entering Unmasked Estep Score: -10379471.000000 Penalty: 5427.414062 Iteration 11Q: 3 clusters Score -1.037947e+07 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41040 members Mstep: Class 2 contains 15481 members Entering Unmasked Estep Score: -10379875.000000 Penalty: 5427.414062 Iteration 12Q: 3 clusters Score -1.037988e+07 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41491 members Mstep: Class 2 contains 15030 members Entering Unmasked Estep Score: -10380188.000000 Penalty: 5427.414062 Iteration 13Q: 3 clusters Score -1.038019e+07 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41875 members Mstep: Class 2 contains 14646 members Entering Unmasked Estep Score: -10380415.000000 Penalty: 5427.414062 Iteration 14Q: 3 clusters Score -1.038042e+07 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42229 members Mstep: Class 2 contains 14292 members Entering Unmasked Estep Score: -10380604.000000 Penalty: 5427.414062 Iteration 15Q: 3 clusters Score -1.03806e+07 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42511 members Mstep: Class 2 contains 14010 members Entering Unmasked Estep Score: -10380708.000000 Penalty: 5427.414062 Iteration 16Q: 3 clusters Score -1.038071e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42784 members Mstep: Class 2 contains 13737 members Entering Unmasked Estep Score: -10380797.000000 Penalty: 5427.414062 Iteration 17Q: 3 clusters Score -1.03808e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43033 members Mstep: Class 2 contains 13488 members Entering Unmasked Estep Score: -10380845.000000 Penalty: 5427.414062 Iteration 18Q: 3 clusters Score -1.038084e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43275 members Mstep: Class 2 contains 13246 members Entering Unmasked Estep Score: -10380922.000000 Penalty: 5427.414062 Iteration 19Q: 3 clusters Score -1.038092e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43502 members Mstep: Class 2 contains 13019 members Entering Unmasked Estep Score: -10380971.000000 Penalty: 5427.414062 Iteration 20F: 3 clusters Score -1.038097e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43712 members Mstep: Class 2 contains 12809 members Entering Unmasked Estep Score: -10381014.000000 Penalty: 5427.414062 Iteration 21Q: 3 clusters Score -1.038101e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43898 members Mstep: Class 2 contains 12623 members Entering Unmasked Estep Score: -10381031.000000 Penalty: 5427.414062 Iteration 22Q: 3 clusters Score -1.038103e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44091 members Mstep: Class 2 contains 12430 members Entering Unmasked Estep Score: -10381070.000000 Penalty: 5427.414062 Iteration 23Q: 3 clusters Score -1.038107e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44265 members Mstep: Class 2 contains 12256 members Entering Unmasked Estep Score: -10381090.000000 Penalty: 5427.414062 Iteration 24Q: 3 clusters Score -1.038109e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44436 members Mstep: Class 2 contains 12085 members Entering Unmasked Estep Score: -10381118.000000 Penalty: 5427.414062 Iteration 25Q: 3 clusters Score -1.038112e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44620 members Mstep: Class 2 contains 11901 members Entering Unmasked Estep Score: 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contains 11261 members Entering Unmasked Estep Score: -10381232.000000 Penalty: 5427.414062 Iteration 30Q: 3 clusters Score -1.038123e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45416 members Mstep: Class 2 contains 11105 members Entering Unmasked Estep Score: -10381237.000000 Penalty: 5427.414062 Iteration 31Q: 3 clusters Score -1.038124e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45565 members Mstep: Class 2 contains 10956 members Entering Unmasked Estep Score: -10381283.000000 Penalty: 5427.414062 Iteration 32Q: 3 clusters Score -1.038128e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45727 members Mstep: Class 2 contains 10794 members Entering Unmasked Estep Score: -10381317.000000 Penalty: 5427.414062 Iteration 33Q: 3 clusters Score -1.038132e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45890 members Mstep: Class 2 contains 10631 members Entering Unmasked Estep Score: -10381364.000000 Penalty: 5427.414062 Iteration 34Q: 3 clusters Score -1.038136e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46038 members Mstep: Class 2 contains 10483 members Entering Unmasked Estep Score: -10381382.000000 Penalty: 5427.414062 Iteration 35Q: 3 clusters Score -1.038138e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46196 members Mstep: Class 2 contains 10325 members Entering Unmasked Estep Score: -10381415.000000 Penalty: 5427.414062 Iteration 36Q: 3 clusters Score -1.038142e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46364 members Mstep: Class 2 contains 10157 members Entering Unmasked Estep Score: -10381454.000000 Penalty: 5427.414062 Iteration 37Q: 3 clusters Score -1.038145e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46574 members Mstep: Class 2 contains 9947 members Entering Unmasked Estep Score: -10381492.000000 Penalty: 5427.414062 Iteration 38Q: 3 clusters Score -1.038149e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46790 members Mstep: Class 2 contains 9731 members Entering Unmasked Estep Score: -10381534.000000 Penalty: 5427.414062 Iteration 39Q: 3 clusters Score -1.038153e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47025 members Mstep: Class 2 contains 9496 members Entering Unmasked Estep Score: -10381557.000000 Penalty: 5427.414062 Iteration 40F: 3 clusters Score -1.038156e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47267 members Mstep: Class 2 contains 9254 members Entering Unmasked Estep Score: -10381595.000000 Penalty: 5427.414062 Iteration 41Q: 3 clusters Score -1.03816e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47488 members Mstep: Class 2 contains 9033 members Entering Unmasked Estep Score: -10381610.000000 Penalty: 5427.414062 Iteration 42Q: 3 clusters Score -1.038161e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47697 members Mstep: Class 2 contains 8824 members Entering Unmasked Estep Score: -10381627.000000 Penalty: 5427.414062 Iteration 43Q: 3 clusters Score -1.038163e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47895 members Mstep: Class 2 contains 8626 members Entering Unmasked Estep Score: -10381641.000000 Penalty: 5427.414062 Iteration 44Q: 3 clusters Score -1.038164e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48068 members Mstep: Class 2 contains 8453 members Entering Unmasked Estep Score: 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7806 members Entering Unmasked Estep Score: -10381665.000000 Penalty: 5427.414062 Iteration 49Q: 3 clusters Score -1.038166e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48868 members Mstep: Class 2 contains 7653 members Entering Unmasked Estep Score: -10381665.000000 Penalty: 5427.414062 Iteration 50Q: 3 clusters Score -1.038166e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49002 members Mstep: Class 2 contains 7519 members Entering Unmasked Estep Score: -10381691.000000 Penalty: 5427.414062 Iteration 51Q: 3 clusters Score -1.038169e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49116 members Mstep: Class 2 contains 7405 members Entering Unmasked Estep Score: -10381694.000000 Penalty: 5427.414062 Iteration 52Q: 3 clusters Score -1.038169e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49230 members Mstep: Class 2 contains 7291 members Entering Unmasked Estep Score: -10381661.000000 Penalty: 5427.414062 Iteration 53Q: 3 clusters Score -1.038166e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49346 members Mstep: Class 2 contains 7175 members Entering Unmasked Estep Score: -10381677.000000 Penalty: 5427.414062 Iteration 54Q: 3 clusters Score -1.038168e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49439 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -10381662.000000 Penalty: 5427.414062 Iteration 55Q: 3 clusters Score -1.038166e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49549 members Mstep: Class 2 contains 6972 members Entering Unmasked Estep Score: -10381685.000000 Penalty: 5427.414062 Iteration 56Q: 3 clusters Score -1.038168e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49661 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -10381675.000000 Penalty: 5427.414062 Iteration 57Q: 3 clusters Score -1.038168e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49777 members Mstep: Class 2 contains 6744 members Entering Unmasked Estep Score: -10381702.000000 Penalty: 5427.414062 Iteration 58Q: 3 clusters Score -1.03817e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49907 members Mstep: Class 2 contains 6614 members Entering Unmasked Estep Score: -10381693.000000 Penalty: 5427.414062 Iteration 59Q: 3 clusters Score -1.038169e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50031 members Mstep: Class 2 contains 6490 members Entering Unmasked Estep Score: -10381702.000000 Penalty: 5427.414062 Iteration 60F: 3 clusters Score -1.03817e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50132 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -10381688.000000 Penalty: 5427.414062 Iteration 61Q: 3 clusters Score -1.038169e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50214 members Mstep: Class 2 contains 6307 members Entering Unmasked Estep Score: -10381698.000000 Penalty: 5427.414062 Iteration 62Q: 3 clusters Score -1.03817e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50287 members Mstep: Class 2 contains 6234 members Entering Unmasked Estep Score: -10381680.000000 Penalty: 5427.414062 Iteration 63Q: 3 clusters Score -1.038168e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50357 members Mstep: Class 2 contains 6164 members Entering Unmasked Estep Score: -10381686.000000 Penalty: 5427.414062 Iteration 64Q: 3 clusters Score -1.038169e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50421 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -10381686.000000 Penalty: 5427.414062 Iteration 65Q: 3 clusters Score -1.038169e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50470 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -10381677.000000 Penalty: 5427.414062 Iteration 66Q: 3 clusters Score -1.038168e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50527 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -10381680.000000 Penalty: 5427.414062 Iteration 67Q: 3 clusters Score -1.038168e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50595 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep 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contains 5701 members Entering Unmasked Estep Score: -10381681.000000 Penalty: 5427.414062 Iteration 72Q: 3 clusters Score -1.038168e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50862 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -10381681.000000 Penalty: 5427.414062 Iteration 73Q: 3 clusters Score -1.038168e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50902 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -10381694.000000 Penalty: 5427.414062 Iteration 74Q: 3 clusters Score -1.038169e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50937 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -10381693.000000 Penalty: 5427.414062 Iteration 75Q: 3 clusters Score -1.038169e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 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members Mstep: Class 2 contains 5035 members Entering Unmasked Estep Score: -10381692.000000 Penalty: 5427.414062 Iteration 99Q: 3 clusters Score -1.038169e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51502 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -10381709.000000 Penalty: 5427.414062 Iteration 100F: 3 clusters Score -1.038171e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51522 members Mstep: Class 2 contains 4999 members Entering Unmasked Estep Score: -10381701.000000 Penalty: 5427.414062 Iteration 101Q: 3 clusters Score -1.03817e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51543 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -10381706.000000 Penalty: 5427.414062 Iteration 102Q: 3 clusters Score -1.038171e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51560 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -10381701.000000 Penalty: 5427.414062 Iteration 103Q: 3 clusters Score -1.03817e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51576 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -10381702.000000 Penalty: 5427.414062 Iteration 104Q: 3 clusters Score -1.03817e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51597 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -10381711.000000 Penalty: 5427.414062 Iteration 105Q: 3 clusters Score -1.038171e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51617 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -10381720.000000 Penalty: 5427.414062 Iteration 106Q: 3 clusters Score -1.038172e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51633 members Mstep: Class 2 contains 4888 members Entering Unmasked Estep Score: -10381724.000000 Penalty: 5427.414062 Iteration 107Q: 3 clusters Score -1.038172e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51647 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -10381724.000000 Penalty: 5427.414062 Iteration 108Q: 3 clusters Score -1.038172e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51660 members Mstep: Class 2 contains 4861 members Entering Unmasked Estep Score: -10381716.000000 Penalty: 5427.414062 Iteration 109Q: 3 clusters Score -1.038172e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51667 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -10381694.000000 Penalty: 5427.414062 Iteration 110Q: 3 clusters Score -1.038169e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51673 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -10381700.000000 Penalty: 5427.414062 Iteration 111Q: 3 clusters Score -1.03817e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51678 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -10381703.000000 Penalty: 5427.414062 Iteration 112Q: 3 clusters Score -1.03817e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51683 members Mstep: Class 2 contains 4838 members Entering Unmasked Estep Score: -10381711.000000 Penalty: 5427.414062 Iteration 113Q: 3 clusters Score -1.038171e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51690 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -10381706.000000 Penalty: 5427.414062 Iteration 114Q: 3 clusters Score -1.038171e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51691 members Mstep: Class 2 contains 4830 members Entering Unmasked Estep Score: -10381709.000000 Penalty: 5427.414062 Iteration 115Q: 3 clusters Score -1.038171e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51693 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -10381707.000000 Penalty: 5427.414062 Iteration 116Q: 3 clusters Score -1.038171e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51697 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -10381703.000000 Penalty: 5427.414062 Iteration 117Q: 3 clusters Score -1.03817e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51699 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -10381696.000000 Penalty: 5427.414062 Iteration 118Q: 3 clusters Score -1.03817e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51703 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -10381691.000000 Penalty: 5427.414062 Iteration 119Q: 3 clusters Score -1.038169e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51706 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -10381682.000000 Penalty: 5427.414062 Iteration 120F: 3 clusters Score -1.038168e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51711 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -10381673.000000 Penalty: 5427.414062 Iteration 121Q: 3 clusters Score -1.038167e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51717 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -10381670.000000 Penalty: 5427.414062 Iteration 122Q: 3 clusters Score -1.038167e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51728 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -10381671.000000 Penalty: 5427.414062 Iteration 123Q: 3 clusters Score -1.038167e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51734 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -10381678.000000 Penalty: 5427.414062 Iteration 124Q: 3 clusters Score -1.038168e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51739 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -10381675.000000 Penalty: 5427.414062 Iteration 125Q: 3 clusters Score -1.038168e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51743 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -10381670.000000 Penalty: 5427.414062 Iteration 126Q: 3 clusters Score -1.038167e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51747 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -10381686.000000 Penalty: 5427.414062 Iteration 127Q: 3 clusters Score -1.038169e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51750 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -10381686.000000 Penalty: 5427.414062 Iteration 128Q: 3 clusters Score -1.038169e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51752 members Mstep: Class 2 contains 4769 members Entering Unmasked Estep Score: -10381682.000000 Penalty: 5427.414062 Iteration 129Q: 3 clusters Score -1.038168e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51753 members Mstep: Class 2 contains 4768 members Entering Unmasked Estep Score: -10381673.000000 Penalty: 5427.414062 Iteration 130Q: 3 clusters Score -1.038167e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51754 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -10381675.000000 Penalty: 5427.414062 Iteration 131Q: 3 clusters Score -1.038168e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51756 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -10381676.000000 Penalty: 5427.414062 Iteration 132Q: 3 clusters Score -1.038168e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51757 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -10381674.000000 Penalty: 5427.414062 Iteration 133Q: 3 clusters Score -1.038167e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51760 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -10381675.000000 Penalty: 5427.414062 Iteration 134Q: 3 clusters Score -1.038168e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51762 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -10381672.000000 Penalty: 5427.414062 Iteration 135Q: 3 clusters Score -1.038167e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51764 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -10381667.000000 Penalty: 5427.414062 Iteration 136Q: 3 clusters Score -1.038167e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51765 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -10381667.000000 Penalty: 5427.414062 Iteration 137Q: 3 clusters Score -1.038167e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51768 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -10381681.000000 Penalty: 5427.414062 Iteration 138Q: 3 clusters Score -1.038168e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51772 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -10381676.000000 Penalty: 5427.414062 Iteration 139Q: 3 clusters Score -1.038168e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51778 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -10381670.000000 Penalty: 5427.414062 Iteration 140F: 3 clusters Score -1.038167e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51782 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -10381664.000000 Penalty: 5427.414062 Iteration 141Q: 3 clusters Score -1.038166e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51785 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -10381669.000000 Penalty: 5427.414062 Iteration 142Q: 3 clusters Score -1.038167e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51786 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -10381662.000000 Penalty: 5427.414062 Iteration 143Q: 3 clusters Score -1.038166e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51787 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -10381666.000000 Penalty: 5427.414062 Iteration 144Q: 3 clusters Score -1.038167e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51788 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -10381666.000000 Penalty: 5427.414062 Iteration 145Q: 3 clusters Score -1.038167e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51789 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -10381662.000000 Penalty: 5427.414062 Iteration 146Q: 3 clusters Score -1.038166e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51791 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -10381661.000000 Penalty: 5427.414062 Iteration 147Q: 3 clusters Score -1.038166e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51792 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -10381668.000000 Penalty: 5427.414062 Iteration 148Q: 3 clusters Score -1.038167e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51792 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -10381668.000000 Penalty: 5427.414062 Iteration 149F: 3 clusters Score -1.038167e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (13825 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13825 members Entering Unmasked Estep Score: -2393824.500000 Penalty: 2364.489990 Iteration 0F: 2 clusters Score -2393824 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -2383620.500000 Penalty: 4728.979980 Iteration 0F: 3 clusters Score -2383620 nChanged 5910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 7139 members Entering Unmasked Estep Score: -2386685.000000 Penalty: 4728.979980 Iteration 1F: 3 clusters Score -2386685 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 7254 members Entering Unmasked Estep Score: -2387012.500000 Penalty: 4728.979980 Iteration 2F: 3 clusters Score -2387012 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6447 members Mstep: Class 2 contains 7378 members Entering Unmasked Estep Score: -2387288.500000 Penalty: 4728.979980 Iteration 3Q: 3 clusters Score -2387288 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6328 members Mstep: Class 2 contains 7497 members Entering Unmasked Estep Score: -2387514.500000 Penalty: 4728.979980 Iteration 4Q: 3 clusters Score -2387514 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6205 members Mstep: Class 2 contains 7620 members Entering Unmasked Estep Score: -2387720.000000 Penalty: 4728.979980 Iteration 5Q: 3 clusters Score -2387720 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6023 members Mstep: Class 2 contains 7802 members Entering Unmasked Estep Score: -2387924.000000 Penalty: 4728.979980 Iteration 6Q: 3 clusters Score -2387924 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 8029 members Entering Unmasked Estep Score: -2388141.000000 Penalty: 4728.979980 Iteration 7Q: 3 clusters Score -2388141 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5541 members Mstep: Class 2 contains 8284 members Entering Unmasked Estep Score: -2388398.000000 Penalty: 4728.979980 Iteration 8Q: 3 clusters Score -2388398 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 8626 members Entering Unmasked Estep Score: -2388633.250000 Penalty: 4728.979980 Iteration 9Q: 3 clusters Score -2388633 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 8977 members Entering Unmasked Estep Score: -2388867.250000 Penalty: 4728.979980 Iteration 10Q: 3 clusters Score -2388867 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 9406 members Entering Unmasked Estep Score: -2389163.250000 Penalty: 4728.979980 Iteration 11Q: 3 clusters Score -2389163 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 9878 members Entering Unmasked Estep Score: -2389503.750000 Penalty: 4728.979980 Iteration 12Q: 3 clusters Score -2389504 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 10395 members Entering Unmasked Estep Score: -2389875.500000 Penalty: 4728.979980 Iteration 13Q: 3 clusters Score -2389876 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 10953 members Entering Unmasked Estep Score: -2390290.750000 Penalty: 4728.979980 Iteration 14Q: 3 clusters Score -2390291 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 11460 members Entering Unmasked Estep Score: -2390665.500000 Penalty: 4728.979980 Iteration 15Q: 3 clusters Score -2390666 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 11910 members Entering Unmasked Estep Score: -2391020.750000 Penalty: 4728.979980 Iteration 16Q: 3 clusters Score -2391021 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 12263 members Entering Unmasked Estep Score: -2391297.750000 Penalty: 4728.979980 Iteration 17Q: 3 clusters Score -2391298 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 12529 members Entering Unmasked Estep Score: -2391511.500000 Penalty: 4728.979980 Iteration 18Q: 3 clusters Score -2391512 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 12739 members Entering Unmasked Estep Score: -2391673.500000 Penalty: 4728.979980 Iteration 19Q: 3 clusters Score -2391674 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 12878 members Entering Unmasked Estep Score: -2391786.750000 Penalty: 4728.979980 Iteration 20F: 3 clusters Score -2391787 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 12995 members Entering Unmasked Estep Score: -2391877.250000 Penalty: 4728.979980 Iteration 21Q: 3 clusters Score -2391877 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 13078 members Entering Unmasked Estep Score: -2391935.250000 Penalty: 4728.979980 Iteration 22Q: 3 clusters Score -2391935 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 13134 members Entering Unmasked Estep Score: -2391979.750000 Penalty: 4728.979980 Iteration 23Q: 3 clusters Score -2391980 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 13168 members Entering Unmasked Estep Score: -2392002.000000 Penalty: 4728.979980 Iteration 24Q: 3 clusters Score -2392002 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 13197 members Entering Unmasked Estep Score: -2392036.750000 Penalty: 4728.979980 Iteration 25Q: 3 clusters Score -2392037 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 13228 members Entering Unmasked Estep Score: -2392054.000000 Penalty: 4728.979980 Iteration 26Q: 3 clusters Score -2392054 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 13247 members Entering Unmasked Estep Score: -2392076.750000 Penalty: 4728.979980 Iteration 27Q: 3 clusters Score -2392077 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 13261 members Entering Unmasked Estep Score: -2392084.750000 Penalty: 4728.979980 Iteration 28Q: 3 clusters Score -2392085 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 13272 members Entering Unmasked Estep Score: -2392089.500000 Penalty: 4728.979980 Iteration 29Q: 3 clusters Score -2392090 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 13280 members Entering Unmasked Estep Score: -2392098.500000 Penalty: 4728.979980 Iteration 30Q: 3 clusters Score -2392098 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 13292 members Entering Unmasked Estep Score: -2392110.250000 Penalty: 4728.979980 Iteration 31Q: 3 clusters Score -2392110 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 13300 members Entering Unmasked Estep Score: -2392114.500000 Penalty: 4728.979980 Iteration 32Q: 3 clusters Score -2392114 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 13306 members Entering Unmasked Estep Score: -2392116.750000 Penalty: 4728.979980 Iteration 33Q: 3 clusters Score -2392117 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 13314 members Entering Unmasked Estep Score: -2392125.750000 Penalty: 4728.979980 Iteration 34Q: 3 clusters Score -2392126 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 13318 members Entering Unmasked Estep Score: -2392131.250000 Penalty: 4728.979980 Iteration 35Q: 3 clusters Score -2392131 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 13319 members Entering Unmasked Estep Score: -2392132.750000 Penalty: 4728.979980 Iteration 36Q: 3 clusters Score -2392133 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 13322 members Entering Unmasked Estep Score: -2392139.750000 Penalty: 4728.979980 Iteration 37Q: 3 clusters Score -2392140 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 13327 members Entering Unmasked Estep Score: -2392148.250000 Penalty: 4728.979980 Iteration 38Q: 3 clusters Score -2392148 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 13334 members Entering Unmasked Estep Score: -2392148.250000 Penalty: 4728.979980 Iteration 39Q: 3 clusters Score -2392148 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 13337 members Entering Unmasked Estep Score: -2392151.750000 Penalty: 4728.979980 Iteration 40F: 3 clusters Score -2392152 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 13338 members Entering Unmasked Estep Score: -2392157.250000 Penalty: 4728.979980 Iteration 41Q: 3 clusters Score -2392157 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 13340 members Entering Unmasked Estep Score: -2392156.750000 Penalty: 4728.979980 Iteration 42Q: 3 clusters Score -2392157 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 13346 members Entering Unmasked Estep Score: -2392161.750000 Penalty: 4728.979980 Iteration 43Q: 3 clusters Score -2392162 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 13348 members Entering Unmasked Estep Score: -2392162.250000 Penalty: 4728.979980 Iteration 44Q: 3 clusters Score -2392162 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 13348 members Entering Unmasked Estep Score: -2392162.250000 Penalty: 4728.979980 Iteration 45F: 3 clusters Score -2392162 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Entering Unmasked Estep Score: -269149.656250 Penalty: 1815.654785 Iteration 0F: 2 clusters Score -269149.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -266812.281250 Penalty: 3631.309570 Iteration 0F: 3 clusters Score -266812.3 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -267170.468750 Penalty: 3631.309570 Iteration 1F: 3 clusters Score -267170.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -267275.343750 Penalty: 3631.309570 Iteration 2F: 3 clusters Score -267275.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -267318.500000 Penalty: 3631.309570 Iteration 3Q: 3 clusters Score -267318.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -267351.375000 Penalty: 3631.309570 Iteration 4Q: 3 clusters Score -267351.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -267374.375000 Penalty: 3631.309570 Iteration 5Q: 3 clusters Score -267374.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -267399.250000 Penalty: 3631.309570 Iteration 6Q: 3 clusters Score -267399.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -267415.593750 Penalty: 3631.309570 Iteration 7Q: 3 clusters Score -267415.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -267427.531250 Penalty: 3631.309570 Iteration 8Q: 3 clusters Score -267427.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -267432.000000 Penalty: 3631.309570 Iteration 9Q: 3 clusters Score -267432 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -267432.843750 Penalty: 3631.309570 Iteration 10Q: 3 clusters Score -267432.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -267436.750000 Penalty: 3631.309570 Iteration 11Q: 3 clusters Score -267436.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -267440.000000 Penalty: 3631.309570 Iteration 12Q: 3 clusters Score -267440 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -267443.531250 Penalty: 3631.309570 Iteration 13Q: 3 clusters Score -267443.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -267448.312500 Penalty: 3631.309570 Iteration 14Q: 3 clusters Score -267448.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -267451.906250 Penalty: 3631.309570 Iteration 15Q: 3 clusters Score -267451.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -267457.250000 Penalty: 3631.309570 Iteration 16Q: 3 clusters Score -267457.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -267459.875000 Penalty: 3631.309570 Iteration 17Q: 3 clusters Score -267459.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -267459.875000 Penalty: 3631.309570 Iteration 18F: 3 clusters Score -267459.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Entering Unmasked Estep Score: -157660.187500 Penalty: 1706.080322 Iteration 0F: 2 clusters Score -157660.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -155828.359375 Penalty: 3412.160645 Iteration 0F: 3 clusters Score -155828.4 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -156473.578125 Penalty: 3412.160645 Iteration 1F: 3 clusters Score -156473.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -156776.156250 Penalty: 3412.160645 Iteration 2F: 3 clusters Score -156776.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -157009.109375 Penalty: 3412.160645 Iteration 3F: 3 clusters Score -157009.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -157168.375000 Penalty: 3412.160645 Iteration 4F: 3 clusters Score -157168.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -157270.734375 Penalty: 3412.160645 Iteration 5Q: 3 clusters Score -157270.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -157346.046875 Penalty: 3412.160645 Iteration 6Q: 3 clusters Score -157346 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -157390.078125 Penalty: 3412.160645 Iteration 7Q: 3 clusters Score -157390.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -157406.437500 Penalty: 3412.160645 Iteration 8Q: 3 clusters Score -157406.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -157409.156250 Penalty: 3412.160645 Iteration 9Q: 3 clusters Score -157409.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -157409.156250 Penalty: 3412.160645 Iteration 10F: 3 clusters Score -157409.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7596 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7596 members Entering Unmasked Estep Score: -1375462.250000 Penalty: 2215.973633 Iteration 0F: 2 clusters Score -1375462 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -1369354.875000 Penalty: 4431.947266 Iteration 0F: 3 clusters Score -1369355 nChanged 3034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -1371078.250000 Penalty: 4431.947266 Iteration 1F: 3 clusters Score -1371078 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -1371472.875000 Penalty: 4431.947266 Iteration 2F: 3 clusters Score -1371473 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -1371775.875000 Penalty: 4431.947266 Iteration 3F: 3 clusters Score -1371776 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -1372018.125000 Penalty: 4431.947266 Iteration 4F: 3 clusters Score -1372018 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -1372226.500000 Penalty: 4431.947266 Iteration 5Q: 3 clusters Score -1372226 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -1372403.000000 Penalty: 4431.947266 Iteration 6Q: 3 clusters Score -1372403 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -1372555.875000 Penalty: 4431.947266 Iteration 7Q: 3 clusters Score -1372556 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -1372677.125000 Penalty: 4431.947266 Iteration 8Q: 3 clusters Score -1372677 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -1372772.750000 Penalty: 4431.947266 Iteration 9Q: 3 clusters Score -1372773 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -1372868.250000 Penalty: 4431.947266 Iteration 10Q: 3 clusters Score -1372868 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -1372963.125000 Penalty: 4431.947266 Iteration 11Q: 3 clusters Score -1372963 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -1373070.500000 Penalty: 4431.947266 Iteration 12Q: 3 clusters Score -1373070 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -1373150.500000 Penalty: 4431.947266 Iteration 13Q: 3 clusters Score -1373150 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -1373207.250000 Penalty: 4431.947266 Iteration 14Q: 3 clusters Score -1373207 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5739 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -1373266.250000 Penalty: 4431.947266 Iteration 15Q: 3 clusters Score -1373266 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -1373308.000000 Penalty: 4431.947266 Iteration 16Q: 3 clusters Score -1373308 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5871 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -1373349.000000 Penalty: 4431.947266 Iteration 17Q: 3 clusters Score -1373349 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -1373389.250000 Penalty: 4431.947266 Iteration 18Q: 3 clusters Score -1373389 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -1373423.000000 Penalty: 4431.947266 Iteration 19Q: 3 clusters Score -1373423 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6029 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -1373461.500000 Penalty: 4431.947266 Iteration 20F: 3 clusters Score -1373462 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -1373499.250000 Penalty: 4431.947266 Iteration 21Q: 3 clusters Score -1373499 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6117 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -1373532.000000 Penalty: 4431.947266 Iteration 22Q: 3 clusters Score -1373532 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6163 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -1373556.250000 Penalty: 4431.947266 Iteration 23Q: 3 clusters Score -1373556 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6196 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -1373577.500000 Penalty: 4431.947266 Iteration 24Q: 3 clusters Score -1373578 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6228 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -1373596.000000 Penalty: 4431.947266 Iteration 25Q: 3 clusters Score -1373596 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6242 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -1373607.750000 Penalty: 4431.947266 Iteration 26Q: 3 clusters Score -1373608 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6264 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -1373615.875000 Penalty: 4431.947266 Iteration 27Q: 3 clusters Score -1373616 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -1373626.250000 Penalty: 4431.947266 Iteration 28Q: 3 clusters Score -1373626 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -1373627.500000 Penalty: 4431.947266 Iteration 29Q: 3 clusters Score -1373628 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -1373631.125000 Penalty: 4431.947266 Iteration 30Q: 3 clusters Score -1373631 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -1373632.125000 Penalty: 4431.947266 Iteration 31Q: 3 clusters Score -1373632 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6300 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -1373631.875000 Penalty: 4431.947266 Iteration 32Q: 3 clusters Score -1373632 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -1373636.375000 Penalty: 4431.947266 Iteration 33Q: 3 clusters Score -1373636 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6311 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -1373636.500000 Penalty: 4431.947266 Iteration 34Q: 3 clusters Score -1373636 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6316 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -1373638.250000 Penalty: 4431.947266 Iteration 35Q: 3 clusters Score -1373638 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6316 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -1373638.250000 Penalty: 4431.947266 Iteration 36F: 3 clusters Score -1373638 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (25242 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25242 members Entering Unmasked Estep Score: -4939678.500000 Penalty: 2513.793701 Iteration 0F: 2 clusters Score -4939678 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12705 members Mstep: Class 2 contains 12537 members Entering Unmasked Estep Score: -4922689.000000 Penalty: 5027.587402 Iteration 0F: 3 clusters Score -4922689 nChanged 11332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13425 members Mstep: Class 2 contains 11817 members Entering Unmasked Estep Score: -4928879.000000 Penalty: 5027.587402 Iteration 1F: 3 clusters Score -4928879 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13844 members Mstep: Class 2 contains 11398 members Entering Unmasked Estep Score: -4929261.000000 Penalty: 5027.587402 Iteration 2Q: 3 clusters Score -4929261 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14412 members Mstep: Class 2 contains 10830 members Entering Unmasked Estep Score: -4929623.500000 Penalty: 5027.587402 Iteration 3Q: 3 clusters Score -4929624 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15162 members Mstep: Class 2 contains 10080 members Entering Unmasked Estep Score: -4929985.500000 Penalty: 5027.587402 Iteration 4Q: 3 clusters Score -4929986 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16178 members Mstep: Class 2 contains 9064 members Entering Unmasked Estep Score: -4930532.500000 Penalty: 5027.587402 Iteration 5Q: 3 clusters Score -4930532 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17511 members Mstep: Class 2 contains 7731 members Entering Unmasked Estep Score: -4931345.500000 Penalty: 5027.587402 Iteration 6F: 3 clusters Score -4931346 nChanged 1631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19072 members Mstep: Class 2 contains 6170 members Entering Unmasked Estep Score: -4932441.500000 Penalty: 5027.587402 Iteration 7F: 3 clusters Score -4932442 nChanged 1760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20806 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -4933825.500000 Penalty: 5027.587402 Iteration 8F: 3 clusters Score -4933826 nChanged 1563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22347 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -4935154.000000 Penalty: 5027.587402 Iteration 9F: 3 clusters Score -4935154 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23539 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -4936233.000000 Penalty: 5027.587402 Iteration 10Q: 3 clusters Score -4936233 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24292 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -4936851.000000 Penalty: 5027.587402 Iteration 11Q: 3 clusters Score -4936851 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24651 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -4937154.500000 Penalty: 5027.587402 Iteration 12Q: 3 clusters Score -4937154 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24814 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -4937331.000000 Penalty: 5027.587402 Iteration 13Q: 3 clusters Score -4937331 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24891 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -4937419.500000 Penalty: 5027.587402 Iteration 14Q: 3 clusters Score -4937420 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24939 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -4937500.000000 Penalty: 5027.587402 Iteration 15Q: 3 clusters Score -4937500 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24960 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -4937539.000000 Penalty: 5027.587402 Iteration 16Q: 3 clusters Score -4937539 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24971 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -4937557.500000 Penalty: 5027.587402 Iteration 17Q: 3 clusters Score -4937558 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24978 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -4937575.500000 Penalty: 5027.587402 Iteration 18Q: 3 clusters Score -4937576 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24977 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -4937588.000000 Penalty: 5027.587402 Iteration 19Q: 3 clusters Score -4937588 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24980 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -4937590.500000 Penalty: 5027.587402 Iteration 20F: 3 clusters Score -4937590 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24981 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -4937592.000000 Penalty: 5027.587402 Iteration 21Q: 3 clusters Score -4937592 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24981 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -4937592.500000 Penalty: 5027.587402 Iteration 22Q: 3 clusters Score -4937592 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24980 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -4937589.000000 Penalty: 5027.587402 Iteration 23Q: 3 clusters Score -4937589 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24980 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -4937589.000000 Penalty: 5027.587402 Iteration 24F: 3 clusters Score -4937589 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (751 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Entering Unmasked Estep Score: -122278.023438 Penalty: 1642.108643 Iteration 0F: 2 clusters Score -122278 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -120565.898438 Penalty: 3284.217285 Iteration 0F: 3 clusters Score -120565.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -120807.281250 Penalty: 3284.217285 Iteration 1F: 3 clusters Score -120807.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -121010.414062 Penalty: 3284.217285 Iteration 2F: 3 clusters Score -121010.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -121463.757812 Penalty: 3284.217285 Iteration 3F: 3 clusters Score -121463.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -121648.109375 Penalty: 3284.217285 Iteration 4F: 3 clusters Score -121648.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -121738.945312 Penalty: 3284.217285 Iteration 5F: 3 clusters Score -121738.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -121814.453125 Penalty: 3284.217285 Iteration 6Q: 3 clusters Score -121814.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -121856.015625 Penalty: 3284.217285 Iteration 7Q: 3 clusters Score -121856 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -121880.914062 Penalty: 3284.217285 Iteration 8Q: 3 clusters Score -121880.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -121902.945312 Penalty: 3284.217285 Iteration 9Q: 3 clusters Score -121902.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -121929.437500 Penalty: 3284.217285 Iteration 10Q: 3 clusters Score -121929.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -121950.125000 Penalty: 3284.217285 Iteration 11Q: 3 clusters Score -121950.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -121972.382812 Penalty: 3284.217285 Iteration 12Q: 3 clusters Score -121972.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -121995.687500 Penalty: 3284.217285 Iteration 13Q: 3 clusters Score -121995.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -122004.164062 Penalty: 3284.217285 Iteration 14Q: 3 clusters Score -122004.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -122009.757812 Penalty: 3284.217285 Iteration 15Q: 3 clusters Score -122009.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -122022.765625 Penalty: 3284.217285 Iteration 16Q: 3 clusters Score -122022.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -122033.468750 Penalty: 3284.217285 Iteration 17Q: 3 clusters Score -122033.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -122039.117188 Penalty: 3284.217285 Iteration 18Q: 3 clusters Score -122039.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -122047.031250 Penalty: 3284.217285 Iteration 19Q: 3 clusters Score -122047 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -122051.617188 Penalty: 3284.217285 Iteration 20F: 3 clusters Score -122051.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Entering Unmasked Estep Score: -143073.437500 Penalty: 1681.983643 Iteration 0F: 2 clusters Score -143073.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -141265.890625 Penalty: 3363.967285 Iteration 0F: 3 clusters Score -141265.9 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -141540.062500 Penalty: 3363.967285 Iteration 1F: 3 clusters Score -141540.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -141613.031250 Penalty: 3363.967285 Iteration 2F: 3 clusters Score -141613 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -141656.343750 Penalty: 3363.967285 Iteration 3Q: 3 clusters Score -141656.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -141678.515625 Penalty: 3363.967285 Iteration 4Q: 3 clusters Score -141678.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -141736.781250 Penalty: 3363.967285 Iteration 5Q: 3 clusters Score -141736.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -141777.328125 Penalty: 3363.967285 Iteration 6Q: 3 clusters Score -141777.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -141801.515625 Penalty: 3363.967285 Iteration 7Q: 3 clusters Score -141801.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -141810.468750 Penalty: 3363.967285 Iteration 8Q: 3 clusters Score -141810.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -141814.921875 Penalty: 3363.967285 Iteration 9Q: 3 clusters Score -141814.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -141820.125000 Penalty: 3363.967285 Iteration 10Q: 3 clusters Score -141820.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -141822.875000 Penalty: 3363.967285 Iteration 11Q: 3 clusters Score -141822.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -141824.734375 Penalty: 3363.967285 Iteration 12Q: 3 clusters Score -141824.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -141825.890625 Penalty: 3363.967285 Iteration 13Q: 3 clusters Score -141825.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -141827.875000 Penalty: 3363.967285 Iteration 14Q: 3 clusters Score -141827.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -141828.593750 Penalty: 3363.967285 Iteration 15Q: 3 clusters Score -141828.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -141828.593750 Penalty: 3363.967285 Iteration 16F: 3 clusters Score -141828.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27070 members Mstep: Class 2 contains 25195 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52376 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24389 members Mstep: Class 7 contains 23959 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19682 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63502 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56521 members Mstep: Class 18 contains 13825 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25242 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648016.000000 Penalty: 75971.281250 Iteration 279Q: 25 clusters Score -6.364802e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27064 members Mstep: Class 2 contains 25196 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52380 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24389 members Mstep: Class 7 contains 23957 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19681 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63502 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56521 members Mstep: Class 18 contains 13824 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25247 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647964.000000 Penalty: 75971.281250 Iteration 280F: 25 clusters Score -6.364796e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27058 members Mstep: Class 2 contains 25190 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52388 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24385 members Mstep: Class 7 contains 23954 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19682 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63502 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56521 members Mstep: Class 18 contains 13824 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25257 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647948.000000 Penalty: 75971.281250 Iteration 281Q: 25 clusters Score -6.364795e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27056 members Mstep: Class 2 contains 25184 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52393 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24384 members Mstep: Class 7 contains 23949 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19682 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63506 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56522 members Mstep: Class 18 contains 13825 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25260 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647916.000000 Penalty: 75971.281250 Iteration 282Q: 25 clusters Score -6.364792e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27047 members Mstep: Class 2 contains 25181 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52395 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24382 members Mstep: Class 7 contains 23950 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19683 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63503 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56526 members Mstep: Class 18 contains 13825 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25269 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647920.000000 Penalty: 75971.281250 Iteration 283Q: 25 clusters Score -6.364792e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27044 members Mstep: Class 2 contains 25178 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52398 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24383 members Mstep: Class 7 contains 23950 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19683 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63501 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56526 members Mstep: Class 18 contains 13826 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25272 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647916.000000 Penalty: 75971.281250 Iteration 284Q: 25 clusters Score -6.364792e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27044 members Mstep: Class 2 contains 25179 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52399 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24381 members Mstep: Class 7 contains 23947 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19683 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63500 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56527 members Mstep: Class 18 contains 13825 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25276 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647936.000000 Penalty: 75971.281250 Iteration 285Q: 25 clusters Score -6.364794e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27037 members Mstep: Class 2 contains 25180 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52400 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24381 members Mstep: Class 7 contains 23951 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19683 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63498 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56527 members Mstep: Class 18 contains 13824 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25280 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647924.000000 Penalty: 75971.281250 Iteration 286Q: 25 clusters Score -6.364792e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27032 members Mstep: Class 2 contains 25179 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52402 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24377 members Mstep: Class 7 contains 23953 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19683 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63496 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56529 members Mstep: Class 18 contains 13825 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25285 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647940.000000 Penalty: 75971.281250 Iteration 287Q: 25 clusters Score -6.364794e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27029 members Mstep: Class 2 contains 25177 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52403 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24377 members Mstep: Class 7 contains 23956 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19683 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63499 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56527 members Mstep: Class 18 contains 13825 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25285 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647936.000000 Penalty: 75971.281250 Iteration 288Q: 25 clusters Score -6.364794e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27027 members Mstep: Class 2 contains 25176 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52404 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24377 members Mstep: Class 7 contains 23953 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19683 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63498 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56529 members Mstep: Class 18 contains 13824 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25290 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647948.000000 Penalty: 75971.281250 Iteration 289Q: 25 clusters Score -6.364795e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27025 members Mstep: Class 2 contains 25175 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52406 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24375 members Mstep: Class 7 contains 23956 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19684 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63499 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56529 members Mstep: Class 18 contains 13824 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25288 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647984.000000 Penalty: 75971.281250 Iteration 290Q: 25 clusters Score -6.364798e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27018 members Mstep: Class 2 contains 25177 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52405 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24375 members Mstep: Class 7 contains 23959 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19684 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63500 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56528 members Mstep: Class 18 contains 13824 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25291 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647972.000000 Penalty: 75971.281250 Iteration 291Q: 25 clusters Score -6.364797e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27012 members Mstep: Class 2 contains 25178 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52407 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24374 members Mstep: Class 7 contains 23955 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19685 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63500 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56526 members Mstep: Class 18 contains 13824 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25300 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647944.000000 Penalty: 75971.281250 Iteration 292Q: 25 clusters Score -6.364794e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27003 members Mstep: Class 2 contains 25177 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52409 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24374 members Mstep: Class 7 contains 23957 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19685 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63501 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56525 members Mstep: Class 18 contains 13824 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25306 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647948.000000 Penalty: 75971.281250 Iteration 293Q: 25 clusters Score -6.364795e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27000 members Mstep: Class 2 contains 25178 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52407 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24374 members Mstep: Class 7 contains 23962 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19686 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63500 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56525 members Mstep: Class 18 contains 13823 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25306 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647984.000000 Penalty: 75971.281250 Iteration 294Q: 25 clusters Score -6.364798e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27000 members Mstep: Class 2 contains 25176 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52405 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24374 members Mstep: Class 7 contains 23966 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19686 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63502 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56527 members Mstep: Class 18 contains 13823 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25302 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647956.000000 Penalty: 75971.281250 Iteration 295Q: 25 clusters Score -6.364796e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26995 members Mstep: Class 2 contains 25178 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52406 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24372 members Mstep: Class 7 contains 23962 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19686 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63503 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56528 members Mstep: Class 18 contains 13823 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25308 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647980.000000 Penalty: 75971.281250 Iteration 296Q: 25 clusters Score -6.364798e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 27000 members Mstep: Class 2 contains 25176 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52406 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24371 members Mstep: Class 7 contains 23958 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19686 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63503 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56527 members Mstep: Class 18 contains 13823 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25311 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647948.000000 Penalty: 75971.281250 Iteration 297Q: 25 clusters Score -6.364795e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26997 members Mstep: Class 2 contains 25174 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52405 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24371 members Mstep: Class 7 contains 23961 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19687 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63504 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56528 members Mstep: Class 18 contains 13823 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25311 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647936.000000 Penalty: 75971.281250 Iteration 298Q: 25 clusters Score -6.364794e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26997 members Mstep: Class 2 contains 25174 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52408 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24370 members Mstep: Class 7 contains 23955 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19687 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63502 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56533 members Mstep: Class 18 contains 13823 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25312 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647972.000000 Penalty: 75971.281250 Iteration 299Q: 25 clusters Score -6.364797e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26998 members Mstep: Class 2 contains 25172 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52411 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24369 members Mstep: Class 7 contains 23954 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19687 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63500 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56535 members Mstep: Class 18 contains 13823 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25312 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647900.000000 Penalty: 75971.281250 Iteration 300F: 25 clusters Score -6.36479e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26999 members Mstep: Class 2 contains 25173 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52409 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24369 members Mstep: Class 7 contains 23952 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19687 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63496 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56539 members Mstep: Class 18 contains 13823 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25314 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647920.000000 Penalty: 75971.281250 Iteration 301Q: 25 clusters Score -6.364792e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26997 members Mstep: Class 2 contains 25170 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52409 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24368 members Mstep: Class 7 contains 23953 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19687 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63497 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56541 members Mstep: Class 18 contains 13823 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25316 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647940.000000 Penalty: 75971.281250 Iteration 302Q: 25 clusters Score -6.364794e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26999 members Mstep: Class 2 contains 25167 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52407 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24367 members Mstep: Class 7 contains 23952 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19687 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63497 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56544 members Mstep: Class 18 contains 13823 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25318 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647912.000000 Penalty: 75971.281250 Iteration 303Q: 25 clusters Score -6.364791e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26995 members Mstep: Class 2 contains 25167 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52409 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24366 members Mstep: Class 7 contains 23954 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19688 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63496 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56541 members Mstep: Class 18 contains 13823 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25322 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647940.000000 Penalty: 75971.281250 Iteration 304Q: 25 clusters Score -6.364794e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26993 members Mstep: Class 2 contains 25165 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52408 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24365 members Mstep: Class 7 contains 23959 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19688 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63498 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56541 members Mstep: Class 18 contains 13823 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25321 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647980.000000 Penalty: 75971.281250 Iteration 305Q: 25 clusters Score -6.364798e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26990 members Mstep: Class 2 contains 25164 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52407 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24365 members Mstep: Class 7 contains 23966 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19688 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63498 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56541 members Mstep: Class 18 contains 13823 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25319 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647972.000000 Penalty: 75971.281250 Iteration 306Q: 25 clusters Score -6.364797e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26993 members Mstep: Class 2 contains 25162 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52407 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24363 members Mstep: Class 7 contains 23967 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19688 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63497 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56543 members Mstep: Class 18 contains 13823 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25318 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647996.000000 Penalty: 75971.281250 Iteration 307Q: 25 clusters Score -6.3648e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26989 members Mstep: Class 2 contains 25160 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52408 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24360 members Mstep: Class 7 contains 23967 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19688 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63497 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56546 members Mstep: Class 18 contains 13823 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25323 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647980.000000 Penalty: 75971.281250 Iteration 308Q: 25 clusters Score -6.364798e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26983 members Mstep: Class 2 contains 25155 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52406 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24357 members Mstep: Class 7 contains 23967 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19688 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63499 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56553 members Mstep: Class 18 contains 13822 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25331 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647996.000000 Penalty: 75971.281250 Iteration 309Q: 25 clusters Score -6.3648e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26979 members Mstep: Class 2 contains 25154 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52405 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24354 members Mstep: Class 7 contains 23968 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19689 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63502 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56555 members Mstep: Class 18 contains 13822 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7597 members Mstep: Class 22 contains 25332 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648004.000000 Penalty: 75971.281250 Iteration 310Q: 25 clusters Score -6.3648e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26979 members Mstep: Class 2 contains 25152 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52409 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24350 members Mstep: Class 7 contains 23967 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19690 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63499 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56556 members Mstep: Class 18 contains 13821 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7598 members Mstep: Class 22 contains 25336 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647932.000000 Penalty: 75971.281250 Iteration 311Q: 25 clusters Score -6.364793e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26977 members Mstep: Class 2 contains 25151 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52405 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24346 members Mstep: Class 7 contains 23966 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19693 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63499 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56560 members Mstep: Class 18 contains 13823 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7598 members Mstep: Class 22 contains 25339 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647940.000000 Penalty: 75971.281250 Iteration 312Q: 25 clusters Score -6.364794e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26976 members Mstep: Class 2 contains 25152 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52403 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24341 members Mstep: Class 7 contains 23967 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19694 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63499 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56564 members Mstep: Class 18 contains 13823 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7598 members Mstep: Class 22 contains 25340 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647984.000000 Penalty: 75971.281250 Iteration 313Q: 25 clusters Score -6.364798e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26974 members Mstep: Class 2 contains 25152 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52399 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24341 members Mstep: Class 7 contains 23967 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19696 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63499 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56566 members Mstep: Class 18 contains 13823 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7597 members Mstep: Class 22 contains 25343 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647992.000000 Penalty: 75971.281250 Iteration 314Q: 25 clusters Score -6.364799e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26972 members Mstep: Class 2 contains 25151 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52394 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24342 members Mstep: Class 7 contains 23967 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19697 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63498 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56569 members Mstep: Class 18 contains 13824 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7597 members Mstep: Class 22 contains 25346 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648016.000000 Penalty: 75971.281250 Iteration 315Q: 25 clusters Score -6.364802e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26969 members Mstep: Class 2 contains 25150 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52401 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24337 members Mstep: Class 7 contains 23966 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19699 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63497 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56570 members Mstep: Class 18 contains 13822 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7597 members Mstep: Class 22 contains 25349 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648016.000000 Penalty: 75971.281250 Iteration 316Q: 25 clusters Score -6.364802e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26970 members Mstep: Class 2 contains 25147 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52405 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24333 members Mstep: Class 7 contains 23967 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19700 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63496 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56570 members Mstep: Class 18 contains 13824 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7598 members Mstep: Class 22 contains 25347 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648004.000000 Penalty: 75971.281250 Iteration 317Q: 25 clusters Score -6.3648e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26968 members Mstep: Class 2 contains 25146 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52401 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24331 members Mstep: Class 7 contains 23969 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19702 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63494 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56574 members Mstep: Class 18 contains 13826 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7598 members Mstep: Class 22 contains 25348 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647956.000000 Penalty: 75971.281250 Iteration 318Q: 25 clusters Score -6.364796e+07 nChanged 18 Entering ConstructFrom: Score: -63647956.000000 Penalty: 75971.281250 Entering ConstructFrom: Trying to split cluster 1 (26966 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26966 members Entering Unmasked Estep Score: -5317186.000000 Penalty: 2530.178467 Iteration 0F: 2 clusters Score -5317186 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13436 members Mstep: Class 2 contains 13530 members Entering Unmasked Estep Score: -5300038.000000 Penalty: 5060.356934 Iteration 0F: 3 clusters Score -5300038 nChanged 12104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13110 members Mstep: Class 2 contains 13856 members Entering Unmasked Estep Score: -5306395.500000 Penalty: 5060.356934 Iteration 1F: 3 clusters Score -5306396 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12907 members Mstep: Class 2 contains 14059 members Entering Unmasked Estep Score: -5306892.500000 Penalty: 5060.356934 Iteration 2F: 3 clusters Score -5306892 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12598 members Mstep: Class 2 contains 14368 members Entering Unmasked Estep Score: -5307302.500000 Penalty: 5060.356934 Iteration 3Q: 3 clusters Score -5307302 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12215 members Mstep: Class 2 contains 14751 members Entering Unmasked Estep Score: -5307685.000000 Penalty: 5060.356934 Iteration 4Q: 3 clusters Score -5307685 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11706 members Mstep: Class 2 contains 15260 members Entering Unmasked Estep Score: -5308039.000000 Penalty: 5060.356934 Iteration 5Q: 3 clusters Score -5308039 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11091 members Mstep: Class 2 contains 15875 members Entering Unmasked Estep Score: -5308420.000000 Penalty: 5060.356934 Iteration 6Q: 3 clusters Score -5308420 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10308 members Mstep: Class 2 contains 16658 members Entering Unmasked Estep Score: -5308837.000000 Penalty: 5060.356934 Iteration 7Q: 3 clusters Score -5308837 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9336 members Mstep: Class 2 contains 17630 members Entering Unmasked Estep Score: -5309404.500000 Penalty: 5060.356934 Iteration 8Q: 3 clusters Score -5309404 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8116 members Mstep: Class 2 contains 18850 members Entering Unmasked Estep Score: -5310244.500000 Penalty: 5060.356934 Iteration 9Q: 3 clusters Score -5310244 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 20288 members Entering Unmasked Estep Score: -5311234.000000 Penalty: 5060.356934 Iteration 10F: 3 clusters Score -5311234 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 21826 members Entering Unmasked Estep Score: -5312374.000000 Penalty: 5060.356934 Iteration 11F: 3 clusters Score -5312374 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 23193 members Entering Unmasked Estep Score: -5313344.000000 Penalty: 5060.356934 Iteration 12F: 3 clusters Score -5313344 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 24305 members Entering Unmasked Estep Score: -5314061.500000 Penalty: 5060.356934 Iteration 13Q: 3 clusters Score -5314062 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 25150 members Entering Unmasked Estep Score: -5314508.500000 Penalty: 5060.356934 Iteration 14Q: 3 clusters Score -5314508 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 25711 members Entering Unmasked Estep Score: -5314752.500000 Penalty: 5060.356934 Iteration 15Q: 3 clusters Score -5314752 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 26053 members Entering Unmasked Estep Score: -5314868.000000 Penalty: 5060.356934 Iteration 16Q: 3 clusters Score -5314868 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 26271 members Entering Unmasked Estep Score: -5314933.500000 Penalty: 5060.356934 Iteration 17Q: 3 clusters Score -5314934 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 26402 members Entering Unmasked Estep Score: -5315004.000000 Penalty: 5060.356934 Iteration 18Q: 3 clusters Score -5315004 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 26486 members Entering Unmasked Estep Score: -5315048.000000 Penalty: 5060.356934 Iteration 19Q: 3 clusters Score -5315048 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 26524 members Entering Unmasked Estep Score: -5315059.000000 Penalty: 5060.356934 Iteration 20F: 3 clusters Score -5315059 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 26556 members Entering Unmasked Estep Score: -5315070.000000 Penalty: 5060.356934 Iteration 21Q: 3 clusters Score -5315070 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 26575 members Entering Unmasked Estep Score: -5315074.500000 Penalty: 5060.356934 Iteration 22Q: 3 clusters Score -5315074 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 26581 members Entering Unmasked Estep Score: -5315080.000000 Penalty: 5060.356934 Iteration 23Q: 3 clusters Score -5315080 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 26588 members Entering Unmasked Estep Score: -5315087.000000 Penalty: 5060.356934 Iteration 24Q: 3 clusters Score -5315087 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 26591 members Entering Unmasked Estep Score: -5315093.000000 Penalty: 5060.356934 Iteration 25Q: 3 clusters Score -5315093 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 26598 members Entering Unmasked Estep Score: -5315100.000000 Penalty: 5060.356934 Iteration 26Q: 3 clusters Score -5315100 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 26601 members Entering Unmasked Estep Score: -5315114.500000 Penalty: 5060.356934 Iteration 27Q: 3 clusters Score -5315114 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 26608 members Entering Unmasked Estep Score: -5315114.000000 Penalty: 5060.356934 Iteration 28Q: 3 clusters Score -5315114 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 26612 members Entering Unmasked Estep Score: -5315124.500000 Penalty: 5060.356934 Iteration 29Q: 3 clusters Score -5315124 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 26623 members Entering Unmasked Estep Score: -5315126.000000 Penalty: 5060.356934 Iteration 30Q: 3 clusters Score -5315126 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 26627 members Entering Unmasked Estep Score: -5315119.000000 Penalty: 5060.356934 Iteration 31Q: 3 clusters Score -5315119 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 26628 members Entering Unmasked Estep Score: -5315126.000000 Penalty: 5060.356934 Iteration 32Q: 3 clusters Score -5315126 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 26632 members Entering Unmasked Estep Score: -5315138.000000 Penalty: 5060.356934 Iteration 33Q: 3 clusters Score -5315138 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 26632 members Entering Unmasked Estep Score: -5315134.500000 Penalty: 5060.356934 Iteration 34Q: 3 clusters Score -5315134 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 26633 members Entering Unmasked Estep Score: -5315137.000000 Penalty: 5060.356934 Iteration 35Q: 3 clusters Score -5315137 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 26633 members Entering Unmasked Estep Score: -5315137.000000 Penalty: 5060.356934 Iteration 36F: 3 clusters Score -5315137 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (25144 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25144 members Entering Unmasked Estep Score: -4643555.500000 Penalty: 2512.828857 Iteration 0F: 2 clusters Score -4643556 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12586 members Mstep: Class 2 contains 12558 members Entering Unmasked Estep Score: -4626159.000000 Penalty: 5025.657715 Iteration 0F: 3 clusters Score -4626159 nChanged 11292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12820 members Mstep: Class 2 contains 12324 members Entering Unmasked Estep Score: -4632549.500000 Penalty: 5025.657715 Iteration 1F: 3 clusters Score -4632550 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12962 members Mstep: Class 2 contains 12182 members Entering Unmasked Estep Score: -4633219.000000 Penalty: 5025.657715 Iteration 2F: 3 clusters Score -4633219 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13150 members Mstep: Class 2 contains 11994 members Entering Unmasked Estep Score: -4633870.500000 Penalty: 5025.657715 Iteration 3F: 3 clusters Score -4633870 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13504 members Mstep: Class 2 contains 11640 members Entering Unmasked Estep Score: -4634472.000000 Penalty: 5025.657715 Iteration 4F: 3 clusters Score -4634472 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14015 members Mstep: Class 2 contains 11129 members Entering Unmasked Estep Score: -4635063.000000 Penalty: 5025.657715 Iteration 5Q: 3 clusters Score -4635063 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14735 members Mstep: Class 2 contains 10409 members Entering Unmasked Estep Score: -4635687.000000 Penalty: 5025.657715 Iteration 6F: 3 clusters Score -4635687 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15647 members Mstep: Class 2 contains 9497 members Entering Unmasked Estep Score: -4636388.000000 Penalty: 5025.657715 Iteration 7F: 3 clusters Score -4636388 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16764 members Mstep: Class 2 contains 8380 members Entering Unmasked Estep Score: -4637194.000000 Penalty: 5025.657715 Iteration 8F: 3 clusters Score -4637194 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17996 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -4638232.500000 Penalty: 5025.657715 Iteration 9F: 3 clusters Score -4638232 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19301 members Mstep: Class 2 contains 5843 members Entering Unmasked Estep Score: -4639328.500000 Penalty: 5025.657715 Iteration 10F: 3 clusters Score -4639328 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20467 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -4640345.000000 Penalty: 5025.657715 Iteration 11Q: 3 clusters Score -4640345 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21447 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -4641166.000000 Penalty: 5025.657715 Iteration 12Q: 3 clusters Score -4641166 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22176 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -4641741.500000 Penalty: 5025.657715 Iteration 13Q: 3 clusters Score -4641742 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22718 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -4642172.000000 Penalty: 5025.657715 Iteration 14Q: 3 clusters Score -4642172 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23128 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -4642547.500000 Penalty: 5025.657715 Iteration 15Q: 3 clusters Score -4642548 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23418 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -4642836.000000 Penalty: 5025.657715 Iteration 16Q: 3 clusters Score -4642836 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23605 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -4643044.000000 Penalty: 5025.657715 Iteration 17Q: 3 clusters Score -4643044 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23722 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -4643141.500000 Penalty: 5025.657715 Iteration 18Q: 3 clusters Score -4643142 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23809 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -4643200.000000 Penalty: 5025.657715 Iteration 19Q: 3 clusters Score -4643200 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23870 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -4643236.000000 Penalty: 5025.657715 Iteration 20F: 3 clusters Score -4643236 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23911 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -4643257.500000 Penalty: 5025.657715 Iteration 21Q: 3 clusters Score -4643258 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23941 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -4643276.500000 Penalty: 5025.657715 Iteration 22Q: 3 clusters Score -4643276 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23955 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -4643293.000000 Penalty: 5025.657715 Iteration 23Q: 3 clusters Score -4643293 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23963 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -4643302.000000 Penalty: 5025.657715 Iteration 24Q: 3 clusters Score -4643302 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23969 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -4643300.000000 Penalty: 5025.657715 Iteration 25Q: 3 clusters Score -4643300 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23971 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -4643300.000000 Penalty: 5025.657715 Iteration 26Q: 3 clusters Score -4643300 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23974 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -4643300.500000 Penalty: 5025.657715 Iteration 27Q: 3 clusters Score -4643300 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23976 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -4643303.500000 Penalty: 5025.657715 Iteration 28Q: 3 clusters Score -4643304 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23978 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -4643305.500000 Penalty: 5025.657715 Iteration 29Q: 3 clusters Score -4643306 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23980 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -4643306.000000 Penalty: 5025.657715 Iteration 30Q: 3 clusters Score -4643306 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23981 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -4643313.500000 Penalty: 5025.657715 Iteration 31Q: 3 clusters Score -4643314 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23983 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -4643313.000000 Penalty: 5025.657715 Iteration 32Q: 3 clusters Score -4643313 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23983 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -4643313.000000 Penalty: 5025.657715 Iteration 33F: 3 clusters Score -4643313 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Entering Unmasked Estep Score: -34272.835938 Penalty: 1399.192993 Iteration 0F: 2 clusters Score -34272.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -33289.878906 Penalty: 2798.385986 Iteration 0F: 3 clusters Score -33289.88 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -33562.312500 Penalty: 2798.385986 Iteration 1F: 3 clusters Score -33562.31 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -33651.246094 Penalty: 2798.385986 Iteration 2Q: 3 clusters Score -33651.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -33677.535156 Penalty: 2798.385986 Iteration 3Q: 3 clusters Score -33677.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -33689.210938 Penalty: 2798.385986 Iteration 4Q: 3 clusters Score -33689.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -33690.156250 Penalty: 2798.385986 Iteration 5Q: 3 clusters Score -33690.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -33690.156250 Penalty: 2798.385986 Iteration 6F: 3 clusters Score -33690.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (52399 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52399 members Entering Unmasked Estep Score: -9681906.000000 Penalty: 2694.927490 Iteration 0F: 2 clusters Score -9681906 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26307 members Mstep: Class 2 contains 26092 members Entering Unmasked Estep Score: -9647920.000000 Penalty: 5389.854980 Iteration 0F: 3 clusters Score -9647920 nChanged 24341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27006 members Mstep: Class 2 contains 25393 members Entering Unmasked Estep Score: -9661471.000000 Penalty: 5389.854980 Iteration 1F: 3 clusters Score -9661471 nChanged 1929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27403 members Mstep: Class 2 contains 24996 members Entering Unmasked Estep Score: -9661960.000000 Penalty: 5389.854980 Iteration 2Q: 3 clusters Score -9661960 nChanged 1856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27977 members Mstep: Class 2 contains 24422 members Entering Unmasked Estep Score: -9662465.000000 Penalty: 5389.854980 Iteration 3Q: 3 clusters Score -9662465 nChanged 1783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28822 members Mstep: Class 2 contains 23577 members Entering Unmasked Estep Score: -9663002.000000 Penalty: 5389.854980 Iteration 4Q: 3 clusters Score -9663002 nChanged 1779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29943 members Mstep: Class 2 contains 22456 members Entering Unmasked Estep Score: -9663561.000000 Penalty: 5389.854980 Iteration 5Q: 3 clusters Score -9663561 nChanged 1949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31496 members Mstep: Class 2 contains 20903 members Entering Unmasked Estep Score: -9664359.000000 Penalty: 5389.854980 Iteration 6Q: 3 clusters Score -9664359 nChanged 2364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33628 members Mstep: Class 2 contains 18771 members Entering Unmasked Estep Score: -9665667.000000 Penalty: 5389.854980 Iteration 7Q: 3 clusters Score -9665667 nChanged 2822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36302 members Mstep: Class 2 contains 16097 members Entering Unmasked Estep Score: -9667700.000000 Penalty: 5389.854980 Iteration 8F: 3 clusters Score -9667700 nChanged 3154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39320 members Mstep: Class 2 contains 13079 members Entering Unmasked Estep Score: -9670069.000000 Penalty: 5389.854980 Iteration 9F: 3 clusters Score -9670069 nChanged 3083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42275 members Mstep: Class 2 contains 10124 members Entering Unmasked Estep Score: -9672696.000000 Penalty: 5389.854980 Iteration 10F: 3 clusters Score -9672696 nChanged 2644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44821 members Mstep: Class 2 contains 7578 members Entering Unmasked Estep Score: -9674849.000000 Penalty: 5389.854980 Iteration 11F: 3 clusters Score -9674849 nChanged 1967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46670 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -9676423.000000 Penalty: 5389.854980 Iteration 12Q: 3 clusters Score -9676423 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48015 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -9677523.000000 Penalty: 5389.854980 Iteration 13Q: 3 clusters Score -9677523 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48967 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -9678218.000000 Penalty: 5389.854980 Iteration 14Q: 3 clusters Score -9678218 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49668 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -9678638.000000 Penalty: 5389.854980 Iteration 15Q: 3 clusters Score -9678638 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50141 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -9678926.000000 Penalty: 5389.854980 Iteration 16Q: 3 clusters Score -9678926 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50481 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -9679146.000000 Penalty: 5389.854980 Iteration 17Q: 3 clusters Score -9679146 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50722 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -9679280.000000 Penalty: 5389.854980 Iteration 18Q: 3 clusters Score -9679280 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50876 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -9679390.000000 Penalty: 5389.854980 Iteration 19Q: 3 clusters Score -9679390 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51000 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -9679428.000000 Penalty: 5389.854980 Iteration 20F: 3 clusters Score -9679428 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51106 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -9679515.000000 Penalty: 5389.854980 Iteration 21Q: 3 clusters Score -9679515 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51190 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -9679541.000000 Penalty: 5389.854980 Iteration 22Q: 3 clusters Score -9679541 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51261 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -9679565.000000 Penalty: 5389.854980 Iteration 23Q: 3 clusters Score -9679565 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51304 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -9679601.000000 Penalty: 5389.854980 Iteration 24Q: 3 clusters Score -9679601 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51338 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -9679642.000000 Penalty: 5389.854980 Iteration 25Q: 3 clusters Score -9679642 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51357 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -9679676.000000 Penalty: 5389.854980 Iteration 26Q: 3 clusters Score -9679676 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51371 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -9679678.000000 Penalty: 5389.854980 Iteration 27Q: 3 clusters Score -9679678 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51386 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -9679693.000000 Penalty: 5389.854980 Iteration 28Q: 3 clusters Score -9679693 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51402 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -9679697.000000 Penalty: 5389.854980 Iteration 29Q: 3 clusters Score -9679697 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51427 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -9679707.000000 Penalty: 5389.854980 Iteration 30Q: 3 clusters Score -9679707 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51443 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -9679706.000000 Penalty: 5389.854980 Iteration 31Q: 3 clusters Score -9679706 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51454 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -9679716.000000 Penalty: 5389.854980 Iteration 32Q: 3 clusters Score -9679716 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51463 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -9679711.000000 Penalty: 5389.854980 Iteration 33Q: 3 clusters Score -9679711 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51473 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -9679715.000000 Penalty: 5389.854980 Iteration 34Q: 3 clusters Score -9679715 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51481 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -9679719.000000 Penalty: 5389.854980 Iteration 35Q: 3 clusters Score -9679719 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51490 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -9679721.000000 Penalty: 5389.854980 Iteration 36Q: 3 clusters Score -9679721 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51496 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -9679732.000000 Penalty: 5389.854980 Iteration 37Q: 3 clusters Score -9679732 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51500 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -9679732.000000 Penalty: 5389.854980 Iteration 38Q: 3 clusters Score -9679732 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51504 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -9679733.000000 Penalty: 5389.854980 Iteration 39Q: 3 clusters Score -9679733 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51507 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -9679728.000000 Penalty: 5389.854980 Iteration 40F: 3 clusters Score -9679728 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51509 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -9679730.000000 Penalty: 5389.854980 Iteration 41Q: 3 clusters Score -9679730 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51512 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -9679735.000000 Penalty: 5389.854980 Iteration 42Q: 3 clusters Score -9679735 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51515 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -9679732.000000 Penalty: 5389.854980 Iteration 43Q: 3 clusters Score -9679732 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51515 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -9679734.000000 Penalty: 5389.854980 Iteration 44Q: 3 clusters Score -9679734 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51515 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -9679740.000000 Penalty: 5389.854980 Iteration 45Q: 3 clusters Score -9679740 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51520 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -9679742.000000 Penalty: 5389.854980 Iteration 46Q: 3 clusters Score -9679742 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51525 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -9679737.000000 Penalty: 5389.854980 Iteration 47Q: 3 clusters Score -9679737 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51530 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -9679751.000000 Penalty: 5389.854980 Iteration 48Q: 3 clusters Score -9679751 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51528 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -9679755.000000 Penalty: 5389.854980 Iteration 49Q: 3 clusters Score -9679755 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51531 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -9679757.000000 Penalty: 5389.854980 Iteration 50Q: 3 clusters Score -9679757 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51535 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -9679758.000000 Penalty: 5389.854980 Iteration 51Q: 3 clusters Score -9679758 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51537 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -9679755.000000 Penalty: 5389.854980 Iteration 52Q: 3 clusters Score -9679755 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51535 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -9679757.000000 Penalty: 5389.854980 Iteration 53Q: 3 clusters Score -9679757 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51536 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -9679757.000000 Penalty: 5389.854980 Iteration 54Q: 3 clusters Score -9679757 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51537 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -9679755.000000 Penalty: 5389.854980 Iteration 55Q: 3 clusters Score -9679755 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51539 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -9679748.000000 Penalty: 5389.854980 Iteration 56Q: 3 clusters Score -9679748 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51540 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -9679750.000000 Penalty: 5389.854980 Iteration 57Q: 3 clusters Score -9679750 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51542 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -9679755.000000 Penalty: 5389.854980 Iteration 58Q: 3 clusters Score -9679755 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51546 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -9679761.000000 Penalty: 5389.854980 Iteration 59Q: 3 clusters Score -9679761 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51548 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -9679758.000000 Penalty: 5389.854980 Iteration 60F: 3 clusters Score -9679758 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51549 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -9679752.000000 Penalty: 5389.854980 Iteration 61Q: 3 clusters Score -9679752 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51550 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -9679756.000000 Penalty: 5389.854980 Iteration 62Q: 3 clusters Score -9679756 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51551 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -9679761.000000 Penalty: 5389.854980 Iteration 63Q: 3 clusters Score -9679761 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51552 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -9679759.000000 Penalty: 5389.854980 Iteration 64Q: 3 clusters Score -9679759 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51552 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -9679759.000000 Penalty: 5389.854980 Iteration 65F: 3 clusters Score -9679759 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Entering Unmasked Estep Score: -56275.394531 Penalty: 1462.494141 Iteration 0F: 2 clusters Score -56275.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -55016.660156 Penalty: 2924.988281 Iteration 0F: 3 clusters Score -55016.66 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -55263.234375 Penalty: 2924.988281 Iteration 1F: 3 clusters Score -55263.23 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -55320.882812 Penalty: 2924.988281 Iteration 2F: 3 clusters Score -55320.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -55389.257812 Penalty: 2924.988281 Iteration 3Q: 3 clusters Score -55389.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -55409.031250 Penalty: 2924.988281 Iteration 4Q: 3 clusters Score -55409.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -55414.003906 Penalty: 2924.988281 Iteration 5Q: 3 clusters Score -55414 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -55414.753906 Penalty: 2924.988281 Iteration 6Q: 3 clusters Score -55414.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -55414.753906 Penalty: 2924.988281 Iteration 7F: 3 clusters Score -55414.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (24329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24329 members Entering Unmasked Estep Score: -4478346.000000 Penalty: 2504.657227 Iteration 0F: 2 clusters Score -4478346 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12313 members Mstep: Class 2 contains 12016 members Entering Unmasked Estep Score: -4461524.000000 Penalty: 5009.314453 Iteration 0F: 3 clusters Score -4461524 nChanged 10745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13138 members Mstep: Class 2 contains 11191 members Entering Unmasked Estep Score: -4467380.000000 Penalty: 5009.314453 Iteration 1F: 3 clusters Score -4467380 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13652 members Mstep: Class 2 contains 10677 members Entering Unmasked Estep Score: -4467859.500000 Penalty: 5009.314453 Iteration 2F: 3 clusters Score -4467860 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14380 members Mstep: Class 2 contains 9949 members Entering Unmasked Estep Score: -4468354.500000 Penalty: 5009.314453 Iteration 3Q: 3 clusters Score -4468354 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15309 members Mstep: Class 2 contains 9020 members Entering Unmasked Estep Score: -4468909.500000 Penalty: 5009.314453 Iteration 4Q: 3 clusters Score -4468910 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16455 members Mstep: Class 2 contains 7874 members Entering Unmasked Estep Score: -4469625.000000 Penalty: 5009.314453 Iteration 5F: 3 clusters Score -4469625 nChanged 1476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17873 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -4470623.000000 Penalty: 5009.314453 Iteration 6F: 3 clusters Score -4470623 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19461 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -4471957.000000 Penalty: 5009.314453 Iteration 7F: 3 clusters Score -4471957 nChanged 1658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21091 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -4473493.000000 Penalty: 5009.314453 Iteration 8F: 3 clusters Score -4473493 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22287 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -4474589.000000 Penalty: 5009.314453 Iteration 9F: 3 clusters Score -4474589 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23049 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -4475311.500000 Penalty: 5009.314453 Iteration 10Q: 3 clusters Score -4475312 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23444 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -4475706.500000 Penalty: 5009.314453 Iteration 11Q: 3 clusters Score -4475706 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23630 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -4475947.500000 Penalty: 5009.314453 Iteration 12Q: 3 clusters Score -4475948 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23712 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -4476061.000000 Penalty: 5009.314453 Iteration 13Q: 3 clusters Score -4476061 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23759 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -4476146.500000 Penalty: 5009.314453 Iteration 14Q: 3 clusters Score -4476146 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23787 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -4476189.500000 Penalty: 5009.314453 Iteration 15Q: 3 clusters Score -4476190 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23803 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -4476219.500000 Penalty: 5009.314453 Iteration 16Q: 3 clusters Score -4476220 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23808 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -4476248.000000 Penalty: 5009.314453 Iteration 17Q: 3 clusters Score -4476248 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23815 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -4476266.500000 Penalty: 5009.314453 Iteration 18Q: 3 clusters Score -4476266 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23820 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -4476291.000000 Penalty: 5009.314453 Iteration 19Q: 3 clusters Score -4476291 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23829 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -4476312.500000 Penalty: 5009.314453 Iteration 20F: 3 clusters Score -4476312 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23833 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -4476323.500000 Penalty: 5009.314453 Iteration 21Q: 3 clusters Score -4476324 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23835 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -4476331.500000 Penalty: 5009.314453 Iteration 22Q: 3 clusters Score -4476332 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23837 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -4476333.500000 Penalty: 5009.314453 Iteration 23Q: 3 clusters Score -4476334 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23837 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -4476333.500000 Penalty: 5009.314453 Iteration 24F: 3 clusters Score -4476334 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (23971 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23971 members Entering Unmasked Estep Score: -4630633.000000 Penalty: 2500.980957 Iteration 0F: 2 clusters Score -4630633 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12134 members Mstep: Class 2 contains 11837 members Entering Unmasked Estep Score: -4614047.500000 Penalty: 5001.961914 Iteration 0F: 3 clusters Score -4614048 nChanged 10659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12817 members Mstep: Class 2 contains 11154 members Entering Unmasked Estep Score: -4619758.500000 Penalty: 5001.961914 Iteration 1F: 3 clusters Score -4619758 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13265 members Mstep: Class 2 contains 10706 members Entering Unmasked Estep Score: -4620158.500000 Penalty: 5001.961914 Iteration 2Q: 3 clusters Score -4620158 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13861 members Mstep: Class 2 contains 10110 members Entering Unmasked Estep Score: -4620543.000000 Penalty: 5001.961914 Iteration 3Q: 3 clusters Score -4620543 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14661 members Mstep: Class 2 contains 9310 members Entering Unmasked Estep Score: -4621031.000000 Penalty: 5001.961914 Iteration 4Q: 3 clusters Score -4621031 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15689 members Mstep: Class 2 contains 8282 members Entering Unmasked Estep Score: -4621654.000000 Penalty: 5001.961914 Iteration 5Q: 3 clusters Score -4621654 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16980 members Mstep: Class 2 contains 6991 members Entering Unmasked Estep Score: -4622512.000000 Penalty: 5001.961914 Iteration 6F: 3 clusters Score -4622512 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18476 members Mstep: Class 2 contains 5495 members Entering Unmasked Estep Score: -4623660.500000 Penalty: 5001.961914 Iteration 7F: 3 clusters Score -4623660 nChanged 1553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19999 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -4624926.500000 Penalty: 5001.961914 Iteration 8F: 3 clusters Score -4624926 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21273 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -4626060.500000 Penalty: 5001.961914 Iteration 9F: 3 clusters Score -4626060 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22281 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -4627029.000000 Penalty: 5001.961914 Iteration 10Q: 3 clusters Score -4627029 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22899 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -4627643.500000 Penalty: 5001.961914 Iteration 11Q: 3 clusters Score -4627644 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23202 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -4627963.500000 Penalty: 5001.961914 Iteration 12Q: 3 clusters Score -4627964 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23364 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -4628151.500000 Penalty: 5001.961914 Iteration 13Q: 3 clusters Score -4628152 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23454 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -4628258.500000 Penalty: 5001.961914 Iteration 14Q: 3 clusters Score -4628258 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23498 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -4628310.000000 Penalty: 5001.961914 Iteration 15Q: 3 clusters Score -4628310 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23523 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -4628344.000000 Penalty: 5001.961914 Iteration 16Q: 3 clusters Score -4628344 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23546 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -4628377.500000 Penalty: 5001.961914 Iteration 17Q: 3 clusters Score -4628378 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23568 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -4628408.500000 Penalty: 5001.961914 Iteration 18Q: 3 clusters Score -4628408 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23584 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -4628426.000000 Penalty: 5001.961914 Iteration 19Q: 3 clusters Score -4628426 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23594 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -4628437.500000 Penalty: 5001.961914 Iteration 20F: 3 clusters Score -4628438 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23598 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -4628442.500000 Penalty: 5001.961914 Iteration 21Q: 3 clusters Score -4628442 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23600 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -4628447.500000 Penalty: 5001.961914 Iteration 22Q: 3 clusters Score -4628448 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23602 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -4628453.000000 Penalty: 5001.961914 Iteration 23Q: 3 clusters Score -4628453 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23602 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -4628451.500000 Penalty: 5001.961914 Iteration 24Q: 3 clusters Score -4628452 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23603 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -4628454.500000 Penalty: 5001.961914 Iteration 25Q: 3 clusters Score -4628454 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23604 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -4628457.000000 Penalty: 5001.961914 Iteration 26Q: 3 clusters Score -4628457 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23607 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -4628461.000000 Penalty: 5001.961914 Iteration 27Q: 3 clusters Score -4628461 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23609 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -4628462.000000 Penalty: 5001.961914 Iteration 28Q: 3 clusters Score -4628462 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23610 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -4628461.500000 Penalty: 5001.961914 Iteration 29Q: 3 clusters Score -4628462 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23611 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -4628469.500000 Penalty: 5001.961914 Iteration 30Q: 3 clusters Score -4628470 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23611 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -4628469.000000 Penalty: 5001.961914 Iteration 31Q: 3 clusters Score -4628469 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23611 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -4628469.000000 Penalty: 5001.961914 Iteration 32F: 3 clusters Score -4628469 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Entering Unmasked Estep Score: -307063.062500 Penalty: 1855.844604 Iteration 0F: 2 clusters Score -307063.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -304659.500000 Penalty: 3711.689209 Iteration 0F: 3 clusters Score -304659.5 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -305338.250000 Penalty: 3711.689209 Iteration 1F: 3 clusters Score -305338.2 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -305934.062500 Penalty: 3711.689209 Iteration 2F: 3 clusters Score -305934.1 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -306460.781250 Penalty: 3711.689209 Iteration 3F: 3 clusters Score -306460.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -306764.500000 Penalty: 3711.689209 Iteration 4F: 3 clusters Score -306764.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -306983.187500 Penalty: 3711.689209 Iteration 5F: 3 clusters Score -306983.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -307080.687500 Penalty: 3711.689209 Iteration 6Q: 3 clusters Score -307080.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -307140.843750 Penalty: 3711.689209 Iteration 7Q: 3 clusters Score -307140.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -307187.031250 Penalty: 3711.689209 Iteration 8Q: 3 clusters Score -307187 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -307252.812500 Penalty: 3711.689209 Iteration 9Q: 3 clusters Score -307252.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -307302.843750 Penalty: 3711.689209 Iteration 10Q: 3 clusters Score -307302.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -307317.906250 Penalty: 3711.689209 Iteration 11Q: 3 clusters Score -307317.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -307323.375000 Penalty: 3711.689209 Iteration 12Q: 3 clusters Score -307323.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -307328.062500 Penalty: 3711.689209 Iteration 13Q: 3 clusters Score -307328.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -307331.093750 Penalty: 3711.689209 Iteration 14Q: 3 clusters Score -307331.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -307337.031250 Penalty: 3711.689209 Iteration 15Q: 3 clusters Score -307337 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -307338.531250 Penalty: 3711.689209 Iteration 16Q: 3 clusters Score -307338.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -307340.312500 Penalty: 3711.689209 Iteration 17Q: 3 clusters Score -307340.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -307344.781250 Penalty: 3711.689209 Iteration 18Q: 3 clusters Score -307344.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -307351.468750 Penalty: 3711.689209 Iteration 19Q: 3 clusters Score -307351.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -307353.031250 Penalty: 3711.689209 Iteration 20F: 3 clusters Score -307353 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -307356.187500 Penalty: 3711.689209 Iteration 21Q: 3 clusters Score -307356.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -307359.343750 Penalty: 3711.689209 Iteration 22Q: 3 clusters Score -307359.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -307359.343750 Penalty: 3711.689209 Iteration 23F: 3 clusters Score -307359.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26966 members Mstep: Class 2 contains 25144 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52399 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24329 members Mstep: Class 7 contains 23971 members Mstep: Class 8 contains 1269 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19702 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63492 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56582 members Mstep: Class 18 contains 13826 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7598 members Mstep: Class 22 contains 25348 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Mstep: Class 25 contains 509 members Entering Unmasked Estep Score: -63646856.000000 Penalty: 79136.750000 Splitting cluster 8 changes total score from -63647956.000000 to -63646856.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Entering Unmasked Estep Score: -14050.183594 Penalty: 1247.548584 Iteration 0F: 2 clusters Score -14050.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -13257.351562 Penalty: 2495.097168 Iteration 0F: 3 clusters Score -13257.35 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -13510.719727 Penalty: 2495.097168 Iteration 1F: 3 clusters Score -13510.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -13566.184570 Penalty: 2495.097168 Iteration 2Q: 3 clusters Score -13566.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -13571.761719 Penalty: 2495.097168 Iteration 3Q: 3 clusters Score -13571.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -13571.761719 Penalty: 2495.097168 Iteration 4F: 3 clusters Score -13571.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Entering Unmasked Estep Score: -207454.250000 Penalty: 1751.210938 Iteration 0F: 2 clusters Score -207454.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -205376.890625 Penalty: 3502.421875 Iteration 0F: 3 clusters Score -205376.9 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -205710.296875 Penalty: 3502.421875 Iteration 1F: 3 clusters Score -205710.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -205890.703125 Penalty: 3502.421875 Iteration 2F: 3 clusters Score -205890.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -205972.718750 Penalty: 3502.421875 Iteration 3F: 3 clusters Score -205972.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -206021.203125 Penalty: 3502.421875 Iteration 4Q: 3 clusters Score -206021.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -206082.218750 Penalty: 3502.421875 Iteration 5Q: 3 clusters Score -206082.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -206170.468750 Penalty: 3502.421875 Iteration 6Q: 3 clusters Score -206170.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -206273.343750 Penalty: 3502.421875 Iteration 7Q: 3 clusters Score -206273.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -206343.031250 Penalty: 3502.421875 Iteration 8Q: 3 clusters Score -206343 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -206386.468750 Penalty: 3502.421875 Iteration 9Q: 3 clusters Score -206386.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -206414.312500 Penalty: 3502.421875 Iteration 10Q: 3 clusters Score -206414.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -206436.984375 Penalty: 3502.421875 Iteration 11Q: 3 clusters Score -206437 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -206468.078125 Penalty: 3502.421875 Iteration 12Q: 3 clusters Score -206468.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -206535.609375 Penalty: 3502.421875 Iteration 13Q: 3 clusters Score -206535.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -206571.359375 Penalty: 3502.421875 Iteration 14Q: 3 clusters Score -206571.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -206600.437500 Penalty: 3502.421875 Iteration 15Q: 3 clusters Score -206600.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -206634.593750 Penalty: 3502.421875 Iteration 16Q: 3 clusters Score -206634.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -206663.609375 Penalty: 3502.421875 Iteration 17Q: 3 clusters Score -206663.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -206695.453125 Penalty: 3502.421875 Iteration 18Q: 3 clusters Score -206695.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -206725.546875 Penalty: 3502.421875 Iteration 19Q: 3 clusters Score -206725.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -206745.500000 Penalty: 3502.421875 Iteration 20F: 3 clusters Score -206745.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -206751.859375 Penalty: 3502.421875 Iteration 21Q: 3 clusters Score -206751.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -206757.968750 Penalty: 3502.421875 Iteration 22Q: 3 clusters Score -206758 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -206767.546875 Penalty: 3502.421875 Iteration 23Q: 3 clusters Score -206767.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -206778.671875 Penalty: 3502.421875 Iteration 24Q: 3 clusters Score -206778.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -206792.968750 Penalty: 3502.421875 Iteration 25Q: 3 clusters Score -206793 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -206808.390625 Penalty: 3502.421875 Iteration 26Q: 3 clusters Score -206808.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -206817.406250 Penalty: 3502.421875 Iteration 27Q: 3 clusters Score -206817.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -206819.890625 Penalty: 3502.421875 Iteration 28Q: 3 clusters Score -206819.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -206828.796875 Penalty: 3502.421875 Iteration 29Q: 3 clusters Score -206828.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -206831.171875 Penalty: 3502.421875 Iteration 30Q: 3 clusters Score -206831.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -206831.171875 Penalty: 3502.421875 Iteration 31F: 3 clusters Score -206831.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Entering Unmasked Estep Score: -48623.027344 Penalty: 1406.984131 Iteration 0F: 2 clusters Score -48623.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -47334.875000 Penalty: 2813.968262 Iteration 0F: 3 clusters Score -47334.88 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -47409.222656 Penalty: 2813.968262 Iteration 1F: 3 clusters Score -47409.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -47437.039062 Penalty: 2813.968262 Iteration 2Q: 3 clusters Score -47437.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -47446.699219 Penalty: 2813.968262 Iteration 3Q: 3 clusters Score -47446.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -47446.699219 Penalty: 2813.968262 Iteration 4F: 3 clusters Score -47446.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (19702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19702 members Entering Unmasked Estep Score: -3543826.500000 Penalty: 2452.341797 Iteration 0F: 2 clusters Score -3543826 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9979 members Mstep: Class 2 contains 9723 members Entering Unmasked Estep Score: -3530036.000000 Penalty: 4904.683594 Iteration 0F: 3 clusters Score -3530036 nChanged 8636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10841 members Mstep: Class 2 contains 8861 members Entering Unmasked Estep Score: -3534766.250000 Penalty: 4904.683594 Iteration 1F: 3 clusters Score -3534766 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11346 members Mstep: Class 2 contains 8356 members Entering Unmasked Estep Score: -3535475.750000 Penalty: 4904.683594 Iteration 2F: 3 clusters Score -3535476 nChanged 1330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12040 members Mstep: Class 2 contains 7662 members Entering Unmasked Estep Score: -3536405.000000 Penalty: 4904.683594 Iteration 3F: 3 clusters Score -3536405 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12945 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -3537459.500000 Penalty: 4904.683594 Iteration 4F: 3 clusters Score -3537460 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14072 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -3538579.000000 Penalty: 4904.683594 Iteration 5F: 3 clusters Score -3538579 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15160 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -3539559.250000 Penalty: 4904.683594 Iteration 6F: 3 clusters Score -3539559 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16087 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -3540298.750000 Penalty: 4904.683594 Iteration 7F: 3 clusters Score -3540299 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16826 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -3540866.500000 Penalty: 4904.683594 Iteration 8Q: 3 clusters Score -3540866 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17343 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -3541240.750000 Penalty: 4904.683594 Iteration 9Q: 3 clusters Score -3541241 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17737 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -3541557.250000 Penalty: 4904.683594 Iteration 10Q: 3 clusters Score -3541557 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18020 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -3541820.750000 Penalty: 4904.683594 Iteration 11Q: 3 clusters Score -3541821 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18208 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -3542086.750000 Penalty: 4904.683594 Iteration 12Q: 3 clusters Score -3542087 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18322 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -3542239.250000 Penalty: 4904.683594 Iteration 13Q: 3 clusters Score -3542239 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18390 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -3542303.250000 Penalty: 4904.683594 Iteration 14Q: 3 clusters Score -3542303 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18430 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -3542336.000000 Penalty: 4904.683594 Iteration 15Q: 3 clusters Score -3542336 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18466 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -3542356.750000 Penalty: 4904.683594 Iteration 16Q: 3 clusters Score -3542357 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18493 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -3542370.750000 Penalty: 4904.683594 Iteration 17Q: 3 clusters Score -3542371 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18519 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -3542390.000000 Penalty: 4904.683594 Iteration 18Q: 3 clusters Score -3542390 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18539 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -3542399.250000 Penalty: 4904.683594 Iteration 19Q: 3 clusters Score -3542399 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18560 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -3542400.250000 Penalty: 4904.683594 Iteration 20F: 3 clusters Score -3542400 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18572 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -3542407.750000 Penalty: 4904.683594 Iteration 21Q: 3 clusters Score -3542408 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18580 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -3542411.500000 Penalty: 4904.683594 Iteration 22Q: 3 clusters Score -3542412 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18592 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -3542412.250000 Penalty: 4904.683594 Iteration 23Q: 3 clusters Score -3542412 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18599 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -3542419.000000 Penalty: 4904.683594 Iteration 24Q: 3 clusters Score -3542419 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18602 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -3542418.000000 Penalty: 4904.683594 Iteration 25Q: 3 clusters Score -3542418 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18607 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -3542422.500000 Penalty: 4904.683594 Iteration 26Q: 3 clusters Score -3542422 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18611 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -3542422.500000 Penalty: 4904.683594 Iteration 27Q: 3 clusters Score -3542422 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18613 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -3542421.750000 Penalty: 4904.683594 Iteration 28Q: 3 clusters Score -3542422 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18615 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -3542422.250000 Penalty: 4904.683594 Iteration 29Q: 3 clusters Score -3542422 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18620 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -3542418.000000 Penalty: 4904.683594 Iteration 30Q: 3 clusters Score -3542418 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18624 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -3542415.500000 Penalty: 4904.683594 Iteration 31Q: 3 clusters Score -3542416 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18625 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -3542416.250000 Penalty: 4904.683594 Iteration 32Q: 3 clusters Score -3542416 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18626 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -3542416.250000 Penalty: 4904.683594 Iteration 33Q: 3 clusters Score -3542416 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18628 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -3542420.500000 Penalty: 4904.683594 Iteration 34Q: 3 clusters Score -3542420 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18632 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -3542422.000000 Penalty: 4904.683594 Iteration 35Q: 3 clusters Score -3542422 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18637 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -3542429.750000 Penalty: 4904.683594 Iteration 36Q: 3 clusters Score -3542430 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18640 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -3542433.000000 Penalty: 4904.683594 Iteration 37Q: 3 clusters Score -3542433 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18642 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -3542432.000000 Penalty: 4904.683594 Iteration 38Q: 3 clusters Score -3542432 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18643 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -3542430.750000 Penalty: 4904.683594 Iteration 39Q: 3 clusters Score -3542431 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18643 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -3542430.750000 Penalty: 4904.683594 Iteration 40F: 3 clusters Score -3542431 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Entering Unmasked Estep Score: -75539.914062 Penalty: 1520.004517 Iteration 0F: 2 clusters Score -75539.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -74069.812500 Penalty: 3040.009033 Iteration 0F: 3 clusters Score -74069.81 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -74249.117188 Penalty: 3040.009033 Iteration 1F: 3 clusters Score -74249.12 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -74332.843750 Penalty: 3040.009033 Iteration 2F: 3 clusters Score -74332.84 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -74371.093750 Penalty: 3040.009033 Iteration 3Q: 3 clusters Score -74371.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -74397.437500 Penalty: 3040.009033 Iteration 4Q: 3 clusters Score -74397.44 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -74438.273438 Penalty: 3040.009033 Iteration 5Q: 3 clusters Score -74438.27 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -74486.070312 Penalty: 3040.009033 Iteration 6Q: 3 clusters Score -74486.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -74505.554688 Penalty: 3040.009033 Iteration 7Q: 3 clusters Score -74505.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -74536.234375 Penalty: 3040.009033 Iteration 8Q: 3 clusters Score -74536.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -74561.421875 Penalty: 3040.009033 Iteration 9Q: 3 clusters Score -74561.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -74598.992188 Penalty: 3040.009033 Iteration 10Q: 3 clusters Score -74598.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -74617.570312 Penalty: 3040.009033 Iteration 11Q: 3 clusters Score -74617.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -74641.117188 Penalty: 3040.009033 Iteration 12Q: 3 clusters Score -74641.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -74650.679688 Penalty: 3040.009033 Iteration 13Q: 3 clusters Score -74650.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -74656.570312 Penalty: 3040.009033 Iteration 14Q: 3 clusters Score -74656.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -74656.570312 Penalty: 3040.009033 Iteration 15F: 3 clusters Score -74656.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Entering Unmasked Estep Score: -49756.726562 Penalty: 1440.419434 Iteration 0F: 2 clusters Score -49756.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -48511.671875 Penalty: 2880.838867 Iteration 0F: 3 clusters Score -48511.67 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -48665.867188 Penalty: 2880.838867 Iteration 1F: 3 clusters Score -48665.87 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -48731.589844 Penalty: 2880.838867 Iteration 2F: 3 clusters Score -48731.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -48819.101562 Penalty: 2880.838867 Iteration 3Q: 3 clusters Score -48819.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -48876.308594 Penalty: 2880.838867 Iteration 4Q: 3 clusters Score -48876.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -48901.460938 Penalty: 2880.838867 Iteration 5Q: 3 clusters Score -48901.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -48935.281250 Penalty: 2880.838867 Iteration 6Q: 3 clusters Score -48935.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -48952.429688 Penalty: 2880.838867 Iteration 7Q: 3 clusters Score -48952.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -48991.210938 Penalty: 2880.838867 Iteration 8Q: 3 clusters Score -48991.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -49002.671875 Penalty: 2880.838867 Iteration 9Q: 3 clusters Score -49002.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -49006.855469 Penalty: 2880.838867 Iteration 10Q: 3 clusters Score -49006.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -49015.941406 Penalty: 2880.838867 Iteration 11Q: 3 clusters Score -49015.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -49015.941406 Penalty: 2880.838867 Iteration 12F: 3 clusters Score -49015.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (63492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63492 members Entering Unmasked Estep Score: -11425529.000000 Penalty: 2742.550049 Iteration 0F: 2 clusters Score -1.142553e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31717 members Mstep: Class 2 contains 31775 members Entering Unmasked Estep Score: -11391370.000000 Penalty: 5485.100098 Iteration 0F: 3 clusters Score -1.139137e+07 nChanged 29487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31594 members Mstep: Class 2 contains 31898 members Entering Unmasked Estep Score: -11408022.000000 Penalty: 5485.100098 Iteration 1F: 3 clusters Score -1.140802e+07 nChanged 2446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31368 members Mstep: Class 2 contains 32124 members Entering Unmasked Estep Score: -11408636.000000 Penalty: 5485.100098 Iteration 2Q: 3 clusters Score -1.140864e+07 nChanged 2408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31122 members Mstep: Class 2 contains 32370 members Entering Unmasked Estep Score: -11409270.000000 Penalty: 5485.100098 Iteration 3Q: 3 clusters Score -1.140927e+07 nChanged 2279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30771 members Mstep: Class 2 contains 32721 members Entering Unmasked Estep Score: -11409925.000000 Penalty: 5485.100098 Iteration 4Q: 3 clusters Score -1.140992e+07 nChanged 2209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30310 members Mstep: Class 2 contains 33182 members Entering Unmasked Estep Score: -11410629.000000 Penalty: 5485.100098 Iteration 5Q: 3 clusters Score -1.141063e+07 nChanged 2258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29718 members Mstep: Class 2 contains 33774 members Entering Unmasked Estep Score: -11411370.000000 Penalty: 5485.100098 Iteration 6Q: 3 clusters Score -1.141137e+07 nChanged 2339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28889 members Mstep: Class 2 contains 34603 members Entering Unmasked Estep Score: -11412230.000000 Penalty: 5485.100098 Iteration 7Q: 3 clusters Score -1.141223e+07 nChanged 2455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27748 members Mstep: Class 2 contains 35744 members Entering Unmasked Estep Score: -11413158.000000 Penalty: 5485.100098 Iteration 8Q: 3 clusters Score -1.141316e+07 nChanged 2626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26294 members Mstep: Class 2 contains 37198 members Entering Unmasked Estep Score: -11414330.000000 Penalty: 5485.100098 Iteration 9Q: 3 clusters Score -1.141433e+07 nChanged 2843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24609 members Mstep: Class 2 contains 38883 members Entering Unmasked Estep Score: -11415864.000000 Penalty: 5485.100098 Iteration 10Q: 3 clusters Score -1.141586e+07 nChanged 3012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22759 members Mstep: Class 2 contains 40733 members Entering Unmasked Estep Score: -11417610.000000 Penalty: 5485.100098 Iteration 11Q: 3 clusters Score -1.141761e+07 nChanged 3044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20921 members Mstep: Class 2 contains 42571 members Entering Unmasked Estep Score: -11419444.000000 Penalty: 5485.100098 Iteration 12Q: 3 clusters Score -1.141944e+07 nChanged 2717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19354 members Mstep: Class 2 contains 44138 members Entering Unmasked Estep Score: -11420682.000000 Penalty: 5485.100098 Iteration 13Q: 3 clusters Score -1.142068e+07 nChanged 2063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18161 members Mstep: Class 2 contains 45331 members Entering Unmasked Estep Score: -11421380.000000 Penalty: 5485.100098 Iteration 14Q: 3 clusters Score -1.142138e+07 nChanged 1565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17190 members Mstep: Class 2 contains 46302 members Entering Unmasked Estep Score: -11421606.000000 Penalty: 5485.100098 Iteration 15Q: 3 clusters Score -1.142161e+07 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16457 members Mstep: Class 2 contains 47035 members Entering Unmasked Estep Score: -11421731.000000 Penalty: 5485.100098 Iteration 16Q: 3 clusters Score -1.142173e+07 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15902 members Mstep: Class 2 contains 47590 members Entering Unmasked Estep Score: -11421761.000000 Penalty: 5485.100098 Iteration 17Q: 3 clusters Score -1.142176e+07 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15441 members Mstep: Class 2 contains 48051 members Entering Unmasked Estep Score: -11421785.000000 Penalty: 5485.100098 Iteration 18Q: 3 clusters Score -1.142178e+07 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15044 members Mstep: Class 2 contains 48448 members Entering Unmasked Estep Score: -11421775.000000 Penalty: 5485.100098 Iteration 19Q: 3 clusters Score -1.142178e+07 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14693 members Mstep: Class 2 contains 48799 members Entering Unmasked Estep Score: -11421700.000000 Penalty: 5485.100098 Iteration 20F: 3 clusters Score -1.14217e+07 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14427 members Mstep: Class 2 contains 49065 members Entering Unmasked Estep Score: -11421708.000000 Penalty: 5485.100098 Iteration 21Q: 3 clusters Score -1.142171e+07 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14222 members Mstep: Class 2 contains 49270 members Entering Unmasked Estep Score: -11421731.000000 Penalty: 5485.100098 Iteration 22Q: 3 clusters Score -1.142173e+07 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14055 members Mstep: Class 2 contains 49437 members Entering Unmasked Estep Score: -11421712.000000 Penalty: 5485.100098 Iteration 23Q: 3 clusters Score -1.142171e+07 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13958 members Mstep: Class 2 contains 49534 members Entering Unmasked Estep Score: -11421670.000000 Penalty: 5485.100098 Iteration 24Q: 3 clusters Score -1.142167e+07 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13899 members Mstep: Class 2 contains 49593 members Entering Unmasked Estep Score: -11421647.000000 Penalty: 5485.100098 Iteration 25Q: 3 clusters Score -1.142165e+07 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13853 members Mstep: Class 2 contains 49639 members Entering Unmasked Estep Score: -11421655.000000 Penalty: 5485.100098 Iteration 26Q: 3 clusters Score -1.142166e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13823 members Mstep: Class 2 contains 49669 members Entering Unmasked Estep Score: -11421652.000000 Penalty: 5485.100098 Iteration 27Q: 3 clusters Score -1.142165e+07 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13779 members Mstep: Class 2 contains 49713 members Entering Unmasked Estep Score: -11421632.000000 Penalty: 5485.100098 Iteration 28Q: 3 clusters Score -1.142163e+07 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13738 members Mstep: Class 2 contains 49754 members Entering Unmasked Estep Score: -11421637.000000 Penalty: 5485.100098 Iteration 29Q: 3 clusters Score -1.142164e+07 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13706 members Mstep: Class 2 contains 49786 members Entering Unmasked Estep Score: -11421616.000000 Penalty: 5485.100098 Iteration 30Q: 3 clusters Score -1.142162e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13672 members Mstep: Class 2 contains 49820 members Entering Unmasked Estep Score: -11421628.000000 Penalty: 5485.100098 Iteration 31Q: 3 clusters Score -1.142163e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13669 members Mstep: Class 2 contains 49823 members Entering Unmasked Estep Score: -11421632.000000 Penalty: 5485.100098 Iteration 32Q: 3 clusters Score -1.142163e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13679 members Mstep: Class 2 contains 49813 members Entering Unmasked Estep Score: -11421617.000000 Penalty: 5485.100098 Iteration 33Q: 3 clusters Score -1.142162e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13711 members Mstep: Class 2 contains 49781 members Entering Unmasked Estep Score: -11421572.000000 Penalty: 5485.100098 Iteration 34Q: 3 clusters Score -1.142157e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13732 members Mstep: Class 2 contains 49760 members Entering Unmasked Estep Score: -11421581.000000 Penalty: 5485.100098 Iteration 35Q: 3 clusters Score -1.142158e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13772 members Mstep: Class 2 contains 49720 members Entering Unmasked Estep Score: -11421566.000000 Penalty: 5485.100098 Iteration 36Q: 3 clusters Score -1.142157e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13828 members Mstep: Class 2 contains 49664 members Entering Unmasked Estep Score: -11421564.000000 Penalty: 5485.100098 Iteration 37Q: 3 clusters Score -1.142156e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13888 members Mstep: Class 2 contains 49604 members Entering Unmasked Estep Score: -11421551.000000 Penalty: 5485.100098 Iteration 38Q: 3 clusters Score -1.142155e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13972 members Mstep: Class 2 contains 49520 members Entering Unmasked Estep Score: -11421523.000000 Penalty: 5485.100098 Iteration 39Q: 3 clusters Score -1.142152e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14059 members Mstep: Class 2 contains 49433 members Entering Unmasked Estep Score: -11421569.000000 Penalty: 5485.100098 Iteration 40F: 3 clusters Score -1.142157e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14143 members Mstep: Class 2 contains 49349 members Entering Unmasked Estep Score: -11421565.000000 Penalty: 5485.100098 Iteration 41Q: 3 clusters Score -1.142156e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14240 members Mstep: Class 2 contains 49252 members Entering Unmasked Estep Score: -11421563.000000 Penalty: 5485.100098 Iteration 42Q: 3 clusters Score -1.142156e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14340 members Mstep: Class 2 contains 49152 members Entering Unmasked Estep Score: -11421587.000000 Penalty: 5485.100098 Iteration 43Q: 3 clusters Score -1.142159e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14459 members Mstep: Class 2 contains 49033 members Entering Unmasked Estep Score: -11421600.000000 Penalty: 5485.100098 Iteration 44Q: 3 clusters Score -1.14216e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14567 members Mstep: Class 2 contains 48925 members Entering Unmasked Estep Score: -11421645.000000 Penalty: 5485.100098 Iteration 45Q: 3 clusters Score -1.142164e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14691 members Mstep: Class 2 contains 48801 members Entering Unmasked Estep Score: -11421636.000000 Penalty: 5485.100098 Iteration 46Q: 3 clusters Score -1.142164e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14801 members Mstep: Class 2 contains 48691 members Entering Unmasked Estep Score: -11421648.000000 Penalty: 5485.100098 Iteration 47Q: 3 clusters Score -1.142165e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14919 members Mstep: Class 2 contains 48573 members Entering Unmasked Estep Score: -11421694.000000 Penalty: 5485.100098 Iteration 48Q: 3 clusters Score -1.142169e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15017 members Mstep: Class 2 contains 48475 members Entering Unmasked Estep Score: -11421714.000000 Penalty: 5485.100098 Iteration 49Q: 3 clusters Score -1.142171e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15094 members Mstep: Class 2 contains 48398 members Entering Unmasked Estep Score: -11421755.000000 Penalty: 5485.100098 Iteration 50Q: 3 clusters Score -1.142176e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15163 members Mstep: Class 2 contains 48329 members Entering Unmasked Estep Score: -11421766.000000 Penalty: 5485.100098 Iteration 51Q: 3 clusters Score -1.142177e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15241 members Mstep: Class 2 contains 48251 members Entering Unmasked Estep Score: -11421748.000000 Penalty: 5485.100098 Iteration 52Q: 3 clusters Score -1.142175e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15311 members Mstep: Class 2 contains 48181 members Entering Unmasked Estep Score: -11421748.000000 Penalty: 5485.100098 Iteration 53Q: 3 clusters Score -1.142175e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15393 members Mstep: Class 2 contains 48099 members Entering Unmasked Estep Score: -11421786.000000 Penalty: 5485.100098 Iteration 54Q: 3 clusters Score -1.142179e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15467 members Mstep: Class 2 contains 48025 members Entering Unmasked Estep Score: -11421806.000000 Penalty: 5485.100098 Iteration 55Q: 3 clusters Score -1.142181e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15555 members Mstep: Class 2 contains 47937 members Entering Unmasked Estep Score: -11421819.000000 Penalty: 5485.100098 Iteration 56Q: 3 clusters Score -1.142182e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15619 members Mstep: Class 2 contains 47873 members Entering Unmasked Estep Score: -11421821.000000 Penalty: 5485.100098 Iteration 57Q: 3 clusters Score -1.142182e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15685 members Mstep: Class 2 contains 47807 members Entering Unmasked Estep Score: -11421864.000000 Penalty: 5485.100098 Iteration 58Q: 3 clusters Score -1.142186e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15742 members Mstep: Class 2 contains 47750 members Entering Unmasked Estep Score: -11421872.000000 Penalty: 5485.100098 Iteration 59Q: 3 clusters Score -1.142187e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15788 members Mstep: Class 2 contains 47704 members Entering Unmasked Estep Score: -11421863.000000 Penalty: 5485.100098 Iteration 60F: 3 clusters Score -1.142186e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15849 members Mstep: Class 2 contains 47643 members Entering Unmasked Estep Score: -11421857.000000 Penalty: 5485.100098 Iteration 61Q: 3 clusters Score -1.142186e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15905 members Mstep: Class 2 contains 47587 members Entering Unmasked Estep Score: -11421870.000000 Penalty: 5485.100098 Iteration 62Q: 3 clusters Score -1.142187e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15944 members Mstep: Class 2 contains 47548 members Entering Unmasked Estep Score: -11421857.000000 Penalty: 5485.100098 Iteration 63Q: 3 clusters Score -1.142186e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15981 members Mstep: Class 2 contains 47511 members Entering Unmasked Estep Score: -11421855.000000 Penalty: 5485.100098 Iteration 64Q: 3 clusters Score -1.142186e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16023 members Mstep: Class 2 contains 47469 members Entering Unmasked Estep Score: -11421858.000000 Penalty: 5485.100098 Iteration 65Q: 3 clusters Score -1.142186e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16084 members Mstep: Class 2 contains 47408 members Entering Unmasked Estep Score: -11421860.000000 Penalty: 5485.100098 Iteration 66Q: 3 clusters Score -1.142186e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16134 members Mstep: Class 2 contains 47358 members Entering Unmasked Estep Score: -11421871.000000 Penalty: 5485.100098 Iteration 67Q: 3 clusters Score -1.142187e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16190 members Mstep: Class 2 contains 47302 members Entering Unmasked Estep Score: -11421877.000000 Penalty: 5485.100098 Iteration 68Q: 3 clusters Score -1.142188e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16256 members Mstep: Class 2 contains 47236 members Entering Unmasked Estep Score: -11421865.000000 Penalty: 5485.100098 Iteration 69Q: 3 clusters Score -1.142186e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16310 members Mstep: Class 2 contains 47182 members Entering Unmasked Estep Score: -11421872.000000 Penalty: 5485.100098 Iteration 70Q: 3 clusters Score -1.142187e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16359 members Mstep: Class 2 contains 47133 members Entering Unmasked Estep Score: -11421863.000000 Penalty: 5485.100098 Iteration 71Q: 3 clusters Score -1.142186e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16389 members Mstep: Class 2 contains 47103 members Entering Unmasked Estep Score: -11421828.000000 Penalty: 5485.100098 Iteration 72Q: 3 clusters Score -1.142183e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16412 members Mstep: Class 2 contains 47080 members Entering Unmasked Estep Score: -11421853.000000 Penalty: 5485.100098 Iteration 73Q: 3 clusters Score -1.142185e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16436 members Mstep: Class 2 contains 47056 members Entering Unmasked Estep Score: -11421825.000000 Penalty: 5485.100098 Iteration 74Q: 3 clusters Score -1.142182e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16463 members Mstep: Class 2 contains 47029 members Entering Unmasked Estep Score: -11421862.000000 Penalty: 5485.100098 Iteration 75Q: 3 clusters Score -1.142186e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16486 members Mstep: Class 2 contains 47006 members Entering Unmasked Estep Score: -11421835.000000 Penalty: 5485.100098 Iteration 76Q: 3 clusters Score -1.142184e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16502 members Mstep: Class 2 contains 46990 members Entering Unmasked Estep Score: -11421826.000000 Penalty: 5485.100098 Iteration 77Q: 3 clusters Score -1.142183e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16520 members Mstep: Class 2 contains 46972 members Entering Unmasked Estep Score: -11421831.000000 Penalty: 5485.100098 Iteration 78Q: 3 clusters Score -1.142183e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16527 members Mstep: Class 2 contains 46965 members Entering Unmasked Estep Score: -11421840.000000 Penalty: 5485.100098 Iteration 79Q: 3 clusters Score -1.142184e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16554 members Mstep: Class 2 contains 46938 members Entering Unmasked Estep Score: -11421818.000000 Penalty: 5485.100098 Iteration 80F: 3 clusters Score -1.142182e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16582 members Mstep: Class 2 contains 46910 members Entering Unmasked Estep Score: -11421820.000000 Penalty: 5485.100098 Iteration 81Q: 3 clusters Score -1.142182e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16606 members Mstep: Class 2 contains 46886 members Entering Unmasked Estep Score: -11421834.000000 Penalty: 5485.100098 Iteration 82Q: 3 clusters Score -1.142183e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16625 members Mstep: Class 2 contains 46867 members Entering Unmasked Estep Score: -11421820.000000 Penalty: 5485.100098 Iteration 83Q: 3 clusters Score -1.142182e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16644 members Mstep: Class 2 contains 46848 members Entering Unmasked Estep Score: -11421821.000000 Penalty: 5485.100098 Iteration 84Q: 3 clusters Score -1.142182e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16663 members Mstep: Class 2 contains 46829 members Entering Unmasked Estep Score: -11421796.000000 Penalty: 5485.100098 Iteration 85Q: 3 clusters Score -1.14218e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16673 members Mstep: Class 2 contains 46819 members Entering Unmasked Estep Score: -11421795.000000 Penalty: 5485.100098 Iteration 86Q: 3 clusters Score -1.14218e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16684 members Mstep: Class 2 contains 46808 members Entering Unmasked Estep Score: -11421805.000000 Penalty: 5485.100098 Iteration 87Q: 3 clusters Score -1.14218e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16702 members Mstep: Class 2 contains 46790 members Entering Unmasked Estep Score: -11421797.000000 Penalty: 5485.100098 Iteration 88Q: 3 clusters Score -1.14218e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16716 members Mstep: Class 2 contains 46776 members Entering Unmasked Estep Score: -11421810.000000 Penalty: 5485.100098 Iteration 89Q: 3 clusters Score -1.142181e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16730 members Mstep: Class 2 contains 46762 members Entering Unmasked Estep Score: -11421813.000000 Penalty: 5485.100098 Iteration 90Q: 3 clusters Score -1.142181e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16754 members Mstep: Class 2 contains 46738 members Entering Unmasked Estep Score: -11421805.000000 Penalty: 5485.100098 Iteration 91Q: 3 clusters Score -1.14218e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16775 members Mstep: Class 2 contains 46717 members Entering Unmasked Estep Score: -11421803.000000 Penalty: 5485.100098 Iteration 92Q: 3 clusters Score -1.14218e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16800 members Mstep: Class 2 contains 46692 members Entering Unmasked Estep Score: -11421812.000000 Penalty: 5485.100098 Iteration 93Q: 3 clusters Score -1.142181e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16819 members Mstep: Class 2 contains 46673 members Entering Unmasked Estep Score: -11421801.000000 Penalty: 5485.100098 Iteration 94Q: 3 clusters Score -1.14218e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16836 members Mstep: Class 2 contains 46656 members Entering Unmasked Estep Score: -11421798.000000 Penalty: 5485.100098 Iteration 95Q: 3 clusters Score -1.14218e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16859 members Mstep: Class 2 contains 46633 members Entering Unmasked Estep Score: -11421798.000000 Penalty: 5485.100098 Iteration 96Q: 3 clusters Score -1.14218e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16886 members Mstep: Class 2 contains 46606 members Entering Unmasked Estep Score: -11421813.000000 Penalty: 5485.100098 Iteration 97Q: 3 clusters Score -1.142181e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16916 members Mstep: Class 2 contains 46576 members Entering Unmasked Estep Score: -11421824.000000 Penalty: 5485.100098 Iteration 98Q: 3 clusters Score -1.142182e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16934 members Mstep: Class 2 contains 46558 members Entering Unmasked Estep Score: -11421817.000000 Penalty: 5485.100098 Iteration 99Q: 3 clusters Score -1.142182e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16955 members Mstep: Class 2 contains 46537 members Entering Unmasked Estep Score: -11421823.000000 Penalty: 5485.100098 Iteration 100F: 3 clusters Score -1.142182e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16981 members Mstep: Class 2 contains 46511 members Entering Unmasked Estep Score: -11421796.000000 Penalty: 5485.100098 Iteration 101Q: 3 clusters Score -1.14218e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16999 members Mstep: Class 2 contains 46493 members Entering Unmasked Estep Score: -11421799.000000 Penalty: 5485.100098 Iteration 102Q: 3 clusters Score -1.14218e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17010 members Mstep: Class 2 contains 46482 members Entering Unmasked Estep Score: -11421804.000000 Penalty: 5485.100098 Iteration 103Q: 3 clusters Score -1.14218e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17025 members Mstep: Class 2 contains 46467 members Entering Unmasked Estep Score: -11421805.000000 Penalty: 5485.100098 Iteration 104Q: 3 clusters Score -1.14218e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17028 members Mstep: Class 2 contains 46464 members Entering Unmasked Estep Score: -11421800.000000 Penalty: 5485.100098 Iteration 105Q: 3 clusters Score -1.14218e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17027 members Mstep: Class 2 contains 46465 members Entering Unmasked Estep Score: -11421812.000000 Penalty: 5485.100098 Iteration 106Q: 3 clusters Score -1.142181e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17023 members Mstep: Class 2 contains 46469 members Entering Unmasked Estep Score: -11421812.000000 Penalty: 5485.100098 Iteration 107Q: 3 clusters Score -1.142181e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17035 members Mstep: Class 2 contains 46457 members Entering Unmasked Estep Score: -11421810.000000 Penalty: 5485.100098 Iteration 108Q: 3 clusters Score -1.142181e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17038 members Mstep: Class 2 contains 46454 members Entering Unmasked Estep Score: -11421805.000000 Penalty: 5485.100098 Iteration 109Q: 3 clusters Score -1.14218e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17039 members Mstep: Class 2 contains 46453 members Entering Unmasked Estep Score: -11421812.000000 Penalty: 5485.100098 Iteration 110Q: 3 clusters Score -1.142181e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17040 members Mstep: Class 2 contains 46452 members Entering Unmasked Estep Score: -11421809.000000 Penalty: 5485.100098 Iteration 111Q: 3 clusters Score -1.142181e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17043 members Mstep: Class 2 contains 46449 members Entering Unmasked Estep Score: -11421811.000000 Penalty: 5485.100098 Iteration 112Q: 3 clusters Score -1.142181e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17045 members Mstep: Class 2 contains 46447 members Entering Unmasked Estep Score: -11421801.000000 Penalty: 5485.100098 Iteration 113Q: 3 clusters Score -1.14218e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17046 members Mstep: Class 2 contains 46446 members Entering Unmasked Estep Score: -11421810.000000 Penalty: 5485.100098 Iteration 114Q: 3 clusters Score -1.142181e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17044 members Mstep: Class 2 contains 46448 members Entering Unmasked Estep Score: -11421802.000000 Penalty: 5485.100098 Iteration 115Q: 3 clusters Score -1.14218e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17047 members Mstep: Class 2 contains 46445 members Entering Unmasked Estep Score: -11421805.000000 Penalty: 5485.100098 Iteration 116Q: 3 clusters Score -1.14218e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17049 members Mstep: Class 2 contains 46443 members Entering Unmasked Estep Score: -11421813.000000 Penalty: 5485.100098 Iteration 117Q: 3 clusters Score -1.142181e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17054 members Mstep: Class 2 contains 46438 members Entering Unmasked Estep Score: -11421813.000000 Penalty: 5485.100098 Iteration 118Q: 3 clusters Score -1.142181e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17059 members Mstep: Class 2 contains 46433 members Entering Unmasked Estep Score: -11421814.000000 Penalty: 5485.100098 Iteration 119Q: 3 clusters Score -1.142181e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17064 members Mstep: Class 2 contains 46428 members Entering Unmasked Estep Score: -11421819.000000 Penalty: 5485.100098 Iteration 120F: 3 clusters Score -1.142182e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17067 members Mstep: Class 2 contains 46425 members Entering Unmasked Estep Score: -11421817.000000 Penalty: 5485.100098 Iteration 121Q: 3 clusters Score -1.142182e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17070 members Mstep: Class 2 contains 46422 members Entering Unmasked Estep Score: -11421807.000000 Penalty: 5485.100098 Iteration 122Q: 3 clusters Score -1.142181e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17076 members Mstep: Class 2 contains 46416 members Entering Unmasked Estep Score: -11421797.000000 Penalty: 5485.100098 Iteration 123Q: 3 clusters Score -1.14218e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17082 members Mstep: Class 2 contains 46410 members Entering Unmasked Estep Score: -11421784.000000 Penalty: 5485.100098 Iteration 124Q: 3 clusters Score -1.142178e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17087 members Mstep: Class 2 contains 46405 members Entering Unmasked Estep Score: -11421782.000000 Penalty: 5485.100098 Iteration 125Q: 3 clusters Score -1.142178e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17092 members Mstep: Class 2 contains 46400 members Entering Unmasked Estep Score: -11421790.000000 Penalty: 5485.100098 Iteration 126Q: 3 clusters Score -1.142179e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17097 members Mstep: Class 2 contains 46395 members Entering Unmasked Estep Score: -11421796.000000 Penalty: 5485.100098 Iteration 127Q: 3 clusters Score -1.14218e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17102 members Mstep: Class 2 contains 46390 members Entering Unmasked Estep Score: -11421799.000000 Penalty: 5485.100098 Iteration 128Q: 3 clusters Score -1.14218e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17108 members Mstep: Class 2 contains 46384 members Entering Unmasked Estep Score: -11421808.000000 Penalty: 5485.100098 Iteration 129Q: 3 clusters Score -1.142181e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17111 members Mstep: Class 2 contains 46381 members Entering Unmasked Estep Score: -11421805.000000 Penalty: 5485.100098 Iteration 130Q: 3 clusters Score -1.14218e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17109 members Mstep: Class 2 contains 46383 members Entering Unmasked Estep Score: -11421802.000000 Penalty: 5485.100098 Iteration 131Q: 3 clusters Score -1.14218e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17106 members Mstep: Class 2 contains 46386 members Entering Unmasked Estep Score: -11421800.000000 Penalty: 5485.100098 Iteration 132Q: 3 clusters Score -1.14218e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17104 members Mstep: Class 2 contains 46388 members Entering Unmasked Estep Score: -11421798.000000 Penalty: 5485.100098 Iteration 133Q: 3 clusters Score -1.14218e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17102 members Mstep: Class 2 contains 46390 members Entering Unmasked Estep Score: -11421802.000000 Penalty: 5485.100098 Iteration 134Q: 3 clusters Score -1.14218e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17100 members Mstep: Class 2 contains 46392 members Entering Unmasked Estep Score: -11421800.000000 Penalty: 5485.100098 Iteration 135Q: 3 clusters Score -1.14218e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17099 members Mstep: Class 2 contains 46393 members Entering Unmasked Estep Score: -11421799.000000 Penalty: 5485.100098 Iteration 136Q: 3 clusters Score -1.14218e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17098 members Mstep: Class 2 contains 46394 members Entering Unmasked Estep Score: -11421797.000000 Penalty: 5485.100098 Iteration 137Q: 3 clusters Score -1.14218e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17099 members Mstep: Class 2 contains 46393 members Entering Unmasked Estep Score: -11421805.000000 Penalty: 5485.100098 Iteration 138Q: 3 clusters Score -1.14218e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17101 members Mstep: Class 2 contains 46391 members Entering Unmasked Estep Score: -11421801.000000 Penalty: 5485.100098 Iteration 139Q: 3 clusters Score -1.14218e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17103 members Mstep: Class 2 contains 46389 members Entering Unmasked Estep Score: -11421797.000000 Penalty: 5485.100098 Iteration 140F: 3 clusters Score -1.14218e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17104 members Mstep: Class 2 contains 46388 members Entering Unmasked Estep Score: -11421803.000000 Penalty: 5485.100098 Iteration 141Q: 3 clusters Score -1.14218e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17105 members Mstep: Class 2 contains 46387 members Entering Unmasked Estep Score: -11421805.000000 Penalty: 5485.100098 Iteration 142Q: 3 clusters Score -1.14218e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17105 members Mstep: Class 2 contains 46387 members Entering Unmasked Estep Score: -11421805.000000 Penalty: 5485.100098 Iteration 143F: 3 clusters Score -1.14218e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1042 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Entering Unmasked Estep Score: -176215.187500 Penalty: 1723.326538 Iteration 0F: 2 clusters Score -176215.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -174225.390625 Penalty: 3446.653076 Iteration 0F: 3 clusters Score -174225.4 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -174533.296875 Penalty: 3446.653076 Iteration 1F: 3 clusters Score -174533.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -174648.406250 Penalty: 3446.653076 Iteration 2F: 3 clusters Score -174648.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -174704.703125 Penalty: 3446.653076 Iteration 3Q: 3 clusters Score -174704.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -174731.109375 Penalty: 3446.653076 Iteration 4Q: 3 clusters Score -174731.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -174757.453125 Penalty: 3446.653076 Iteration 5Q: 3 clusters Score -174757.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -174785.937500 Penalty: 3446.653076 Iteration 6Q: 3 clusters Score -174785.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -174805.625000 Penalty: 3446.653076 Iteration 7Q: 3 clusters Score -174805.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -174821.953125 Penalty: 3446.653076 Iteration 8Q: 3 clusters Score -174822 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -174837.046875 Penalty: 3446.653076 Iteration 9Q: 3 clusters Score -174837 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -174847.484375 Penalty: 3446.653076 Iteration 10Q: 3 clusters Score -174847.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -174872.125000 Penalty: 3446.653076 Iteration 11Q: 3 clusters Score -174872.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -174895.906250 Penalty: 3446.653076 Iteration 12Q: 3 clusters Score -174895.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -174913.906250 Penalty: 3446.653076 Iteration 13Q: 3 clusters Score -174913.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -174927.609375 Penalty: 3446.653076 Iteration 14Q: 3 clusters Score -174927.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -174943.671875 Penalty: 3446.653076 Iteration 15Q: 3 clusters Score -174943.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -174958.265625 Penalty: 3446.653076 Iteration 16Q: 3 clusters Score -174958.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -174972.062500 Penalty: 3446.653076 Iteration 17Q: 3 clusters Score -174972.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -174977.093750 Penalty: 3446.653076 Iteration 18Q: 3 clusters Score -174977.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -174983.562500 Penalty: 3446.653076 Iteration 19Q: 3 clusters Score -174983.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -174987.609375 Penalty: 3446.653076 Iteration 20F: 3 clusters Score -174987.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -174992.234375 Penalty: 3446.653076 Iteration 21Q: 3 clusters Score -174992.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -174993.593750 Penalty: 3446.653076 Iteration 22Q: 3 clusters Score -174993.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -174994.875000 Penalty: 3446.653076 Iteration 23Q: 3 clusters Score -174994.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -174997.625000 Penalty: 3446.653076 Iteration 24Q: 3 clusters Score -174997.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -175000.015625 Penalty: 3446.653076 Iteration 25Q: 3 clusters Score -175000 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -175000.015625 Penalty: 3446.653076 Iteration 26F: 3 clusters Score -175000 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (56582 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56582 members Entering Unmasked Estep Score: -10394134.000000 Penalty: 2713.974609 Iteration 0F: 2 clusters Score -1.039413e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28182 members Mstep: Class 2 contains 28400 members Entering Unmasked Estep Score: -10356942.000000 Penalty: 5427.949219 Iteration 0F: 3 clusters Score -1.035694e+07 nChanged 26404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27184 members Mstep: Class 2 contains 29398 members Entering Unmasked Estep Score: -10371655.000000 Penalty: 5427.949219 Iteration 1F: 3 clusters Score -1.037166e+07 nChanged 2160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26540 members Mstep: Class 2 contains 30042 members Entering Unmasked Estep Score: -10372184.000000 Penalty: 5427.949219 Iteration 2Q: 3 clusters Score -1.037218e+07 nChanged 2022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25656 members Mstep: Class 2 contains 30926 members Entering Unmasked Estep Score: -10372840.000000 Penalty: 5427.949219 Iteration 3Q: 3 clusters Score -1.037284e+07 nChanged 2158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24372 members Mstep: Class 2 contains 32210 members Entering Unmasked Estep Score: -10373572.000000 Penalty: 5427.949219 Iteration 4Q: 3 clusters Score -1.037357e+07 nChanged 2393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22639 members Mstep: Class 2 contains 33943 members Entering Unmasked Estep Score: -10374553.000000 Penalty: 5427.949219 Iteration 5Q: 3 clusters Score -1.037455e+07 nChanged 2814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20175 members Mstep: Class 2 contains 36407 members Entering Unmasked Estep Score: -10376167.000000 Penalty: 5427.949219 Iteration 6Q: 3 clusters Score -1.037617e+07 nChanged 3439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16974 members Mstep: Class 2 contains 39608 members Entering Unmasked Estep Score: -10378601.000000 Penalty: 5427.949219 Iteration 7F: 3 clusters Score -1.03786e+07 nChanged 3841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13263 members Mstep: Class 2 contains 43319 members Entering Unmasked Estep Score: -10381659.000000 Penalty: 5427.949219 Iteration 8F: 3 clusters Score -1.038166e+07 nChanged 3849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9482 members Mstep: Class 2 contains 47100 members Entering Unmasked Estep Score: -10384963.000000 Penalty: 5427.949219 Iteration 9F: 3 clusters Score -1.038496e+07 nChanged 3233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6289 members Mstep: Class 2 contains 50293 members Entering Unmasked Estep Score: -10387746.000000 Penalty: 5427.949219 Iteration 10F: 3 clusters Score -1.038775e+07 nChanged 2325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 52590 members Entering Unmasked Estep Score: -10389479.000000 Penalty: 5427.949219 Iteration 11Q: 3 clusters Score -1.038948e+07 nChanged 1569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 54149 members Entering Unmasked Estep Score: -10390558.000000 Penalty: 5427.949219 Iteration 12Q: 3 clusters Score -1.039056e+07 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 55089 members Entering Unmasked Estep Score: -10391143.000000 Penalty: 5427.949219 Iteration 13Q: 3 clusters Score -1.039114e+07 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 55601 members Entering Unmasked Estep Score: -10391433.000000 Penalty: 5427.949219 Iteration 14Q: 3 clusters Score -1.039143e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 55837 members Entering Unmasked Estep Score: -10391606.000000 Penalty: 5427.949219 Iteration 15Q: 3 clusters Score -1.039161e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 55950 members Entering Unmasked Estep Score: -10391687.000000 Penalty: 5427.949219 Iteration 16Q: 3 clusters Score -1.039169e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 56026 members Entering Unmasked Estep Score: -10391755.000000 Penalty: 5427.949219 Iteration 17Q: 3 clusters Score -1.039176e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 56083 members Entering Unmasked Estep Score: -10391788.000000 Penalty: 5427.949219 Iteration 18Q: 3 clusters Score -1.039179e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 56115 members Entering Unmasked Estep Score: -10391816.000000 Penalty: 5427.949219 Iteration 19Q: 3 clusters Score -1.039182e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 56131 members Entering Unmasked Estep Score: -10391843.000000 Penalty: 5427.949219 Iteration 20F: 3 clusters Score -1.039184e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 56137 members Entering Unmasked Estep Score: -10391856.000000 Penalty: 5427.949219 Iteration 21Q: 3 clusters Score -1.039186e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 56145 members Entering Unmasked Estep Score: -10391875.000000 Penalty: 5427.949219 Iteration 22Q: 3 clusters Score -1.039188e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 56151 members Entering Unmasked Estep Score: -10391869.000000 Penalty: 5427.949219 Iteration 23Q: 3 clusters Score -1.039187e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 56157 members Entering Unmasked Estep Score: -10391880.000000 Penalty: 5427.949219 Iteration 24Q: 3 clusters Score -1.039188e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 56159 members Entering Unmasked Estep Score: -10391878.000000 Penalty: 5427.949219 Iteration 25Q: 3 clusters Score -1.039188e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 56161 members Entering Unmasked Estep Score: -10391869.000000 Penalty: 5427.949219 Iteration 26Q: 3 clusters Score -1.039187e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 56161 members Entering Unmasked Estep Score: -10391869.000000 Penalty: 5427.949219 Iteration 27F: 3 clusters Score -1.039187e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (13826 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13826 members Entering Unmasked Estep Score: -2394008.250000 Penalty: 2364.508057 Iteration 0F: 2 clusters Score -2394008 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6997 members Mstep: Class 2 contains 6829 members Entering Unmasked Estep Score: -2383913.500000 Penalty: 4729.016113 Iteration 0F: 3 clusters Score -2383914 nChanged 5831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7338 members Mstep: Class 2 contains 6488 members Entering Unmasked Estep Score: -2386981.500000 Penalty: 4729.016113 Iteration 1F: 3 clusters Score -2386982 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7529 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -2387378.000000 Penalty: 4729.016113 Iteration 2F: 3 clusters Score -2387378 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7737 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -2387693.500000 Penalty: 4729.016113 Iteration 3F: 3 clusters Score -2387694 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7998 members Mstep: Class 2 contains 5828 members Entering Unmasked Estep Score: -2387954.750000 Penalty: 4729.016113 Iteration 4Q: 3 clusters Score -2387955 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8324 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -2388246.250000 Penalty: 4729.016113 Iteration 5Q: 3 clusters Score -2388246 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8730 members Mstep: Class 2 contains 5096 members Entering Unmasked Estep Score: -2388574.750000 Penalty: 4729.016113 Iteration 6Q: 3 clusters Score -2388575 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9198 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -2388937.000000 Penalty: 4729.016113 Iteration 7Q: 3 clusters Score -2388937 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9733 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -2389342.250000 Penalty: 4729.016113 Iteration 8Q: 3 clusters Score -2389342 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10307 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -2389807.250000 Penalty: 4729.016113 Iteration 9Q: 3 clusters Score -2389807 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10909 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -2390267.250000 Penalty: 4729.016113 Iteration 10Q: 3 clusters Score -2390267 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11480 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -2390733.000000 Penalty: 4729.016113 Iteration 11Q: 3 clusters Score -2390733 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11980 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -2391164.500000 Penalty: 4729.016113 Iteration 12Q: 3 clusters Score -2391164 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12367 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -2391471.750000 Penalty: 4729.016113 Iteration 13Q: 3 clusters Score -2391472 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12642 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -2391683.000000 Penalty: 4729.016113 Iteration 14Q: 3 clusters Score -2391683 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12847 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -2391839.250000 Penalty: 4729.016113 Iteration 15Q: 3 clusters Score -2391839 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12998 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -2391967.000000 Penalty: 4729.016113 Iteration 16Q: 3 clusters Score -2391967 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13122 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -2392078.000000 Penalty: 4729.016113 Iteration 17Q: 3 clusters Score -2392078 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13206 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -2392152.250000 Penalty: 4729.016113 Iteration 18Q: 3 clusters Score -2392152 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13251 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -2392199.250000 Penalty: 4729.016113 Iteration 19Q: 3 clusters Score -2392199 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13288 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -2392242.750000 Penalty: 4729.016113 Iteration 20F: 3 clusters Score -2392243 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13309 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -2392264.500000 Penalty: 4729.016113 Iteration 21Q: 3 clusters Score -2392264 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13328 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -2392282.500000 Penalty: 4729.016113 Iteration 22Q: 3 clusters Score -2392282 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13341 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -2392304.500000 Penalty: 4729.016113 Iteration 23Q: 3 clusters Score -2392304 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13348 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -2392312.750000 Penalty: 4729.016113 Iteration 24Q: 3 clusters Score -2392313 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13355 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -2392313.500000 Penalty: 4729.016113 Iteration 25Q: 3 clusters Score -2392314 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13364 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -2392325.000000 Penalty: 4729.016113 Iteration 26Q: 3 clusters Score -2392325 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13370 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -2392333.000000 Penalty: 4729.016113 Iteration 27Q: 3 clusters Score -2392333 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13376 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -2392334.000000 Penalty: 4729.016113 Iteration 28Q: 3 clusters Score -2392334 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13377 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -2392339.000000 Penalty: 4729.016113 Iteration 29Q: 3 clusters Score -2392339 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13378 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -2392338.500000 Penalty: 4729.016113 Iteration 30Q: 3 clusters Score -2392338 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13380 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -2392342.000000 Penalty: 4729.016113 Iteration 31Q: 3 clusters Score -2392342 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13382 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -2392342.750000 Penalty: 4729.016113 Iteration 32Q: 3 clusters Score -2392343 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13384 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -2392348.000000 Penalty: 4729.016113 Iteration 33Q: 3 clusters Score -2392348 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13385 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -2392346.750000 Penalty: 4729.016113 Iteration 34Q: 3 clusters Score -2392347 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13385 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -2392346.750000 Penalty: 4729.016113 Iteration 35F: 3 clusters Score -2392347 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Entering Unmasked Estep Score: -269149.656250 Penalty: 1815.654785 Iteration 0F: 2 clusters Score -269149.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -266853.906250 Penalty: 3631.309570 Iteration 0F: 3 clusters Score -266853.9 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -267246.187500 Penalty: 3631.309570 Iteration 1F: 3 clusters Score -267246.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -267359.125000 Penalty: 3631.309570 Iteration 2F: 3 clusters Score -267359.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -267398.500000 Penalty: 3631.309570 Iteration 3Q: 3 clusters Score -267398.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -267420.093750 Penalty: 3631.309570 Iteration 4Q: 3 clusters Score -267420.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -267434.281250 Penalty: 3631.309570 Iteration 5Q: 3 clusters Score -267434.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -267447.218750 Penalty: 3631.309570 Iteration 6Q: 3 clusters Score -267447.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -267460.406250 Penalty: 3631.309570 Iteration 7Q: 3 clusters Score -267460.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -267472.906250 Penalty: 3631.309570 Iteration 8Q: 3 clusters Score -267472.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -267478.781250 Penalty: 3631.309570 Iteration 9Q: 3 clusters Score -267478.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -267486.656250 Penalty: 3631.309570 Iteration 10Q: 3 clusters Score -267486.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -267493.468750 Penalty: 3631.309570 Iteration 11Q: 3 clusters Score -267493.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -267495.312500 Penalty: 3631.309570 Iteration 12Q: 3 clusters Score -267495.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -267497.437500 Penalty: 3631.309570 Iteration 13Q: 3 clusters Score -267497.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -267499.656250 Penalty: 3631.309570 Iteration 14Q: 3 clusters Score -267499.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -267502.750000 Penalty: 3631.309570 Iteration 15Q: 3 clusters Score -267502.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -267506.656250 Penalty: 3631.309570 Iteration 16Q: 3 clusters Score -267506.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -267510.375000 Penalty: 3631.309570 Iteration 17Q: 3 clusters Score -267510.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -267514.875000 Penalty: 3631.309570 Iteration 18Q: 3 clusters Score -267514.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -267516.812500 Penalty: 3631.309570 Iteration 19Q: 3 clusters Score -267516.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -267519.843750 Penalty: 3631.309570 Iteration 20F: 3 clusters Score -267519.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -267522.218750 Penalty: 3631.309570 Iteration 21Q: 3 clusters Score -267522.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -267524.718750 Penalty: 3631.309570 Iteration 22Q: 3 clusters Score -267524.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -267527.062500 Penalty: 3631.309570 Iteration 23Q: 3 clusters Score -267527.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -267527.062500 Penalty: 3631.309570 Iteration 24F: 3 clusters Score -267527.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Entering Unmasked Estep Score: -157660.187500 Penalty: 1706.080322 Iteration 0F: 2 clusters Score -157660.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -155872.062500 Penalty: 3412.160645 Iteration 0F: 3 clusters Score -155872.1 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -156466.562500 Penalty: 3412.160645 Iteration 1F: 3 clusters Score -156466.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -156756.843750 Penalty: 3412.160645 Iteration 2F: 3 clusters Score -156756.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -156952.046875 Penalty: 3412.160645 Iteration 3F: 3 clusters Score -156952 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -157074.890625 Penalty: 3412.160645 Iteration 4F: 3 clusters Score -157074.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -157167.093750 Penalty: 3412.160645 Iteration 5Q: 3 clusters Score -157167.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -157260.796875 Penalty: 3412.160645 Iteration 6Q: 3 clusters Score -157260.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -157324.359375 Penalty: 3412.160645 Iteration 7Q: 3 clusters Score -157324.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -157345.484375 Penalty: 3412.160645 Iteration 8Q: 3 clusters Score -157345.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -157350.671875 Penalty: 3412.160645 Iteration 9Q: 3 clusters Score -157350.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -157359.031250 Penalty: 3412.160645 Iteration 10F: 3 clusters Score -157359 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -157387.015625 Penalty: 3412.160645 Iteration 11Q: 3 clusters Score -157387 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -157398.906250 Penalty: 3412.160645 Iteration 12Q: 3 clusters Score -157398.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -157399.953125 Penalty: 3412.160645 Iteration 13Q: 3 clusters Score -157400 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -157399.953125 Penalty: 3412.160645 Iteration 14F: 3 clusters Score -157400 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7598 members Entering Unmasked Estep Score: -1375843.000000 Penalty: 2216.038818 Iteration 0F: 2 clusters Score -1375843 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -1369661.875000 Penalty: 4432.077637 Iteration 0F: 3 clusters Score -1369662 nChanged 3050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -1371329.375000 Penalty: 4432.077637 Iteration 1F: 3 clusters Score -1371329 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -1371604.750000 Penalty: 4432.077637 Iteration 2F: 3 clusters Score -1371605 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -1371755.125000 Penalty: 4432.077637 Iteration 3Q: 3 clusters Score -1371755 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -1371846.500000 Penalty: 4432.077637 Iteration 4Q: 3 clusters Score -1371846 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -1371912.875000 Penalty: 4432.077637 Iteration 5Q: 3 clusters Score -1371913 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -1371966.250000 Penalty: 4432.077637 Iteration 6Q: 3 clusters Score -1371966 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -1372016.625000 Penalty: 4432.077637 Iteration 7Q: 3 clusters Score -1372017 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -1372064.375000 Penalty: 4432.077637 Iteration 8Q: 3 clusters Score -1372064 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -1372105.125000 Penalty: 4432.077637 Iteration 9Q: 3 clusters Score -1372105 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -1372153.500000 Penalty: 4432.077637 Iteration 10Q: 3 clusters Score -1372154 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -1372196.375000 Penalty: 4432.077637 Iteration 11Q: 3 clusters Score -1372196 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -1372242.375000 Penalty: 4432.077637 Iteration 12Q: 3 clusters Score -1372242 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -1372286.125000 Penalty: 4432.077637 Iteration 13Q: 3 clusters Score -1372286 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -1372334.625000 Penalty: 4432.077637 Iteration 14Q: 3 clusters Score -1372335 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -1372394.125000 Penalty: 4432.077637 Iteration 15Q: 3 clusters Score -1372394 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -1372459.750000 Penalty: 4432.077637 Iteration 16Q: 3 clusters Score -1372460 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -1372531.750000 Penalty: 4432.077637 Iteration 17Q: 3 clusters Score -1372532 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 4588 members Entering Unmasked Estep Score: -1372598.250000 Penalty: 4432.077637 Iteration 18Q: 3 clusters Score -1372598 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -1372659.250000 Penalty: 4432.077637 Iteration 19Q: 3 clusters Score -1372659 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -1372720.750000 Penalty: 4432.077637 Iteration 20F: 3 clusters Score -1372721 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 4847 members Entering Unmasked Estep Score: -1372774.750000 Penalty: 4432.077637 Iteration 21Q: 3 clusters Score -1372775 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -1372830.375000 Penalty: 4432.077637 Iteration 22Q: 3 clusters Score -1372830 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -1372877.625000 Penalty: 4432.077637 Iteration 23Q: 3 clusters Score -1372878 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 5120 members Entering Unmasked Estep Score: -1372938.125000 Penalty: 4432.077637 Iteration 24Q: 3 clusters Score -1372938 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 5233 members Entering Unmasked Estep Score: -1373000.875000 Penalty: 4432.077637 Iteration 25Q: 3 clusters Score -1373001 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -1373058.875000 Penalty: 4432.077637 Iteration 26Q: 3 clusters Score -1373059 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 5463 members Entering Unmasked Estep Score: -1373119.875000 Penalty: 4432.077637 Iteration 27Q: 3 clusters Score -1373120 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -1373191.500000 Penalty: 4432.077637 Iteration 28Q: 3 clusters Score -1373192 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 5678 members Entering Unmasked Estep Score: -1373240.250000 Penalty: 4432.077637 Iteration 29Q: 3 clusters Score -1373240 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 5788 members Entering Unmasked Estep Score: -1373300.375000 Penalty: 4432.077637 Iteration 30Q: 3 clusters Score -1373300 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -1373359.750000 Penalty: 4432.077637 Iteration 31Q: 3 clusters Score -1373360 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -1373422.875000 Penalty: 4432.077637 Iteration 32Q: 3 clusters Score -1373423 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -1373486.000000 Penalty: 4432.077637 Iteration 33Q: 3 clusters Score -1373486 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -1373557.125000 Penalty: 4432.077637 Iteration 34Q: 3 clusters Score -1373557 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 6323 members Entering Unmasked Estep Score: -1373644.750000 Penalty: 4432.077637 Iteration 35Q: 3 clusters Score -1373645 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -1373726.500000 Penalty: 4432.077637 Iteration 36Q: 3 clusters Score -1373726 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -1373795.125000 Penalty: 4432.077637 Iteration 37Q: 3 clusters Score -1373795 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 6612 members Entering Unmasked Estep Score: -1373859.125000 Penalty: 4432.077637 Iteration 38Q: 3 clusters Score -1373859 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 6691 members Entering Unmasked Estep Score: -1373922.500000 Penalty: 4432.077637 Iteration 39Q: 3 clusters Score -1373922 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -1373957.625000 Penalty: 4432.077637 Iteration 40F: 3 clusters Score -1373958 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -1373984.750000 Penalty: 4432.077637 Iteration 41Q: 3 clusters Score -1373985 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -1374004.375000 Penalty: 4432.077637 Iteration 42Q: 3 clusters Score -1374004 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 6863 members Entering Unmasked Estep Score: -1374024.375000 Penalty: 4432.077637 Iteration 43Q: 3 clusters Score -1374024 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 6889 members Entering Unmasked Estep Score: -1374039.125000 Penalty: 4432.077637 Iteration 44Q: 3 clusters Score -1374039 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -1374052.125000 Penalty: 4432.077637 Iteration 45Q: 3 clusters Score -1374052 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 6911 members Entering Unmasked Estep Score: -1374058.500000 Penalty: 4432.077637 Iteration 46Q: 3 clusters Score -1374058 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 6922 members Entering Unmasked Estep Score: -1374064.875000 Penalty: 4432.077637 Iteration 47Q: 3 clusters Score -1374065 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -1374072.000000 Penalty: 4432.077637 Iteration 48Q: 3 clusters Score -1374072 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 6935 members Entering Unmasked Estep Score: -1374077.375000 Penalty: 4432.077637 Iteration 49Q: 3 clusters Score -1374077 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 6938 members Entering Unmasked Estep Score: -1374078.625000 Penalty: 4432.077637 Iteration 50Q: 3 clusters Score -1374079 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 6942 members Entering Unmasked Estep Score: -1374083.875000 Penalty: 4432.077637 Iteration 51Q: 3 clusters Score -1374084 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 6950 members Entering Unmasked Estep Score: -1374090.375000 Penalty: 4432.077637 Iteration 52Q: 3 clusters Score -1374090 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 6956 members Entering Unmasked Estep Score: -1374092.750000 Penalty: 4432.077637 Iteration 53Q: 3 clusters Score -1374093 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 6960 members Entering Unmasked Estep Score: -1374093.250000 Penalty: 4432.077637 Iteration 54Q: 3 clusters Score -1374093 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -1374094.875000 Penalty: 4432.077637 Iteration 55Q: 3 clusters Score -1374095 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 6966 members Entering Unmasked Estep Score: -1374097.375000 Penalty: 4432.077637 Iteration 56Q: 3 clusters Score -1374097 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 6970 members Entering Unmasked Estep Score: -1374099.625000 Penalty: 4432.077637 Iteration 57Q: 3 clusters Score -1374100 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 6974 members Entering Unmasked Estep Score: -1374101.375000 Penalty: 4432.077637 Iteration 58Q: 3 clusters Score -1374101 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 6975 members Entering Unmasked Estep Score: -1374103.125000 Penalty: 4432.077637 Iteration 59Q: 3 clusters Score -1374103 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 6975 members Entering Unmasked Estep Score: -1374106.875000 Penalty: 4432.077637 Iteration 60F: 3 clusters Score -1374107 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 6978 members Entering Unmasked Estep Score: -1374108.375000 Penalty: 4432.077637 Iteration 61Q: 3 clusters Score -1374108 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -1374111.625000 Penalty: 4432.077637 Iteration 62Q: 3 clusters Score -1374112 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -1374114.000000 Penalty: 4432.077637 Iteration 63Q: 3 clusters Score -1374114 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -1374116.500000 Penalty: 4432.077637 Iteration 64Q: 3 clusters Score -1374116 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 6990 members Entering Unmasked Estep Score: -1374121.125000 Penalty: 4432.077637 Iteration 65Q: 3 clusters Score -1374121 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 6995 members Entering Unmasked Estep Score: -1374125.625000 Penalty: 4432.077637 Iteration 66Q: 3 clusters Score -1374126 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 6999 members Entering Unmasked Estep Score: -1374125.875000 Penalty: 4432.077637 Iteration 67Q: 3 clusters Score -1374126 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 7003 members Entering Unmasked Estep Score: -1374128.000000 Penalty: 4432.077637 Iteration 68Q: 3 clusters Score -1374128 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -1374132.250000 Penalty: 4432.077637 Iteration 69Q: 3 clusters Score -1374132 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -1374132.250000 Penalty: 4432.077637 Iteration 70F: 3 clusters Score -1374132 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (25348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25348 members Entering Unmasked Estep Score: -4960739.000000 Penalty: 2514.833008 Iteration 0F: 2 clusters Score -4960739 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12658 members Mstep: Class 2 contains 12690 members Entering Unmasked Estep Score: -4943777.500000 Penalty: 5029.666016 Iteration 0F: 3 clusters Score -4943778 nChanged 11317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12419 members Mstep: Class 2 contains 12929 members Entering Unmasked Estep Score: -4949960.500000 Penalty: 5029.666016 Iteration 1F: 3 clusters Score -4949960 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12237 members Mstep: Class 2 contains 13111 members Entering Unmasked Estep Score: -4950456.000000 Penalty: 5029.666016 Iteration 2F: 3 clusters Score -4950456 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11972 members Mstep: Class 2 contains 13376 members Entering Unmasked Estep Score: -4950946.500000 Penalty: 5029.666016 Iteration 3Q: 3 clusters Score -4950946 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11701 members Mstep: Class 2 contains 13647 members Entering Unmasked Estep Score: -4951481.000000 Penalty: 5029.666016 Iteration 4Q: 3 clusters Score -4951481 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11343 members Mstep: Class 2 contains 14005 members Entering Unmasked Estep Score: -4952103.500000 Penalty: 5029.666016 Iteration 5Q: 3 clusters Score -4952104 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10975 members Mstep: Class 2 contains 14373 members Entering Unmasked Estep Score: -4952820.500000 Penalty: 5029.666016 Iteration 6Q: 3 clusters Score -4952820 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10613 members Mstep: Class 2 contains 14735 members Entering Unmasked Estep Score: -4953601.000000 Penalty: 5029.666016 Iteration 7Q: 3 clusters Score -4953601 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10257 members Mstep: Class 2 contains 15091 members Entering Unmasked Estep Score: -4954342.500000 Penalty: 5029.666016 Iteration 8Q: 3 clusters Score -4954342 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9862 members Mstep: Class 2 contains 15486 members Entering Unmasked Estep Score: -4955031.500000 Penalty: 5029.666016 Iteration 9Q: 3 clusters Score -4955032 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9492 members Mstep: Class 2 contains 15856 members Entering Unmasked Estep Score: -4955598.500000 Penalty: 5029.666016 Iteration 10Q: 3 clusters Score -4955598 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9113 members Mstep: Class 2 contains 16235 members Entering Unmasked Estep Score: -4956036.000000 Penalty: 5029.666016 Iteration 11Q: 3 clusters Score -4956036 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8744 members Mstep: Class 2 contains 16604 members Entering Unmasked Estep Score: -4956277.000000 Penalty: 5029.666016 Iteration 12Q: 3 clusters Score -4956277 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8396 members Mstep: Class 2 contains 16952 members Entering Unmasked Estep Score: -4956477.000000 Penalty: 5029.666016 Iteration 13Q: 3 clusters Score -4956477 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 17290 members Entering Unmasked Estep Score: -4956607.500000 Penalty: 5029.666016 Iteration 14Q: 3 clusters Score -4956608 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7691 members Mstep: Class 2 contains 17657 members Entering Unmasked Estep Score: -4956745.000000 Penalty: 5029.666016 Iteration 15Q: 3 clusters Score -4956745 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 18040 members Entering Unmasked Estep Score: -4956862.500000 Penalty: 5029.666016 Iteration 16Q: 3 clusters Score -4956862 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6894 members Mstep: Class 2 contains 18454 members Entering Unmasked Estep Score: -4956964.500000 Penalty: 5029.666016 Iteration 17Q: 3 clusters Score -4956964 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6471 members Mstep: Class 2 contains 18877 members Entering Unmasked Estep Score: -4957050.000000 Penalty: 5029.666016 Iteration 18Q: 3 clusters Score -4957050 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6087 members Mstep: Class 2 contains 19261 members Entering Unmasked Estep Score: -4957130.000000 Penalty: 5029.666016 Iteration 19Q: 3 clusters Score -4957130 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5673 members Mstep: Class 2 contains 19675 members Entering Unmasked Estep Score: -4957215.500000 Penalty: 5029.666016 Iteration 20F: 3 clusters Score -4957216 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5293 members Mstep: Class 2 contains 20055 members Entering Unmasked Estep Score: -4957306.500000 Penalty: 5029.666016 Iteration 21Q: 3 clusters Score -4957306 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 20426 members Entering Unmasked Estep Score: -4957407.000000 Penalty: 5029.666016 Iteration 22Q: 3 clusters Score -4957407 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 20790 members Entering Unmasked Estep Score: -4957520.000000 Penalty: 5029.666016 Iteration 23Q: 3 clusters Score -4957520 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 21125 members Entering Unmasked Estep Score: -4957613.500000 Penalty: 5029.666016 Iteration 24Q: 3 clusters Score -4957614 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 21431 members Entering Unmasked Estep Score: -4957696.500000 Penalty: 5029.666016 Iteration 25Q: 3 clusters Score -4957696 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 21723 members Entering Unmasked Estep Score: -4957787.500000 Penalty: 5029.666016 Iteration 26Q: 3 clusters Score -4957788 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 22012 members Entering Unmasked Estep Score: -4957840.000000 Penalty: 5029.666016 Iteration 27Q: 3 clusters Score -4957840 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 22276 members Entering Unmasked Estep Score: -4957917.000000 Penalty: 5029.666016 Iteration 28Q: 3 clusters Score -4957917 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 22516 members Entering Unmasked Estep Score: -4958010.500000 Penalty: 5029.666016 Iteration 29Q: 3 clusters Score -4958010 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 22710 members Entering Unmasked Estep Score: -4958088.000000 Penalty: 5029.666016 Iteration 30Q: 3 clusters Score -4958088 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 22867 members Entering Unmasked Estep Score: -4958130.500000 Penalty: 5029.666016 Iteration 31Q: 3 clusters Score -4958130 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 23012 members Entering Unmasked Estep Score: -4958183.000000 Penalty: 5029.666016 Iteration 32Q: 3 clusters Score -4958183 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 23146 members Entering Unmasked Estep Score: -4958226.500000 Penalty: 5029.666016 Iteration 33Q: 3 clusters Score -4958226 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 23258 members Entering Unmasked Estep Score: -4958271.000000 Penalty: 5029.666016 Iteration 34Q: 3 clusters Score -4958271 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 23348 members Entering Unmasked Estep Score: -4958302.500000 Penalty: 5029.666016 Iteration 35Q: 3 clusters Score -4958302 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 23431 members Entering Unmasked Estep Score: -4958326.000000 Penalty: 5029.666016 Iteration 36Q: 3 clusters Score -4958326 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 23506 members Entering Unmasked Estep Score: -4958351.500000 Penalty: 5029.666016 Iteration 37Q: 3 clusters Score -4958352 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 23583 members Entering Unmasked Estep Score: -4958382.500000 Penalty: 5029.666016 Iteration 38Q: 3 clusters Score -4958382 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 23646 members Entering Unmasked Estep Score: -4958409.000000 Penalty: 5029.666016 Iteration 39Q: 3 clusters Score -4958409 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 23711 members Entering Unmasked Estep Score: -4958431.000000 Penalty: 5029.666016 Iteration 40F: 3 clusters Score -4958431 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 23761 members Entering Unmasked Estep Score: -4958448.500000 Penalty: 5029.666016 Iteration 41Q: 3 clusters Score -4958448 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 23806 members Entering Unmasked Estep Score: -4958464.000000 Penalty: 5029.666016 Iteration 42Q: 3 clusters Score -4958464 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 23842 members Entering Unmasked Estep Score: -4958474.000000 Penalty: 5029.666016 Iteration 43Q: 3 clusters Score -4958474 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 23886 members Entering Unmasked Estep Score: -4958498.000000 Penalty: 5029.666016 Iteration 44Q: 3 clusters Score -4958498 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 23924 members Entering Unmasked Estep Score: -4958516.000000 Penalty: 5029.666016 Iteration 45Q: 3 clusters Score -4958516 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 23956 members Entering Unmasked Estep Score: -4958528.000000 Penalty: 5029.666016 Iteration 46Q: 3 clusters Score -4958528 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 23978 members Entering Unmasked Estep Score: -4958531.000000 Penalty: 5029.666016 Iteration 47Q: 3 clusters Score -4958531 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 24007 members Entering Unmasked Estep Score: -4958553.500000 Penalty: 5029.666016 Iteration 48Q: 3 clusters Score -4958554 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 24035 members Entering Unmasked Estep Score: -4958572.500000 Penalty: 5029.666016 Iteration 49Q: 3 clusters Score -4958572 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 24054 members Entering Unmasked Estep Score: -4958580.000000 Penalty: 5029.666016 Iteration 50Q: 3 clusters Score -4958580 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 24076 members Entering Unmasked Estep Score: -4958605.000000 Penalty: 5029.666016 Iteration 51Q: 3 clusters Score -4958605 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 24088 members Entering Unmasked Estep Score: -4958603.000000 Penalty: 5029.666016 Iteration 52Q: 3 clusters Score -4958603 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 24101 members Entering Unmasked Estep Score: -4958595.500000 Penalty: 5029.666016 Iteration 53Q: 3 clusters Score -4958596 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 24113 members Entering Unmasked Estep Score: -4958601.000000 Penalty: 5029.666016 Iteration 54Q: 3 clusters Score -4958601 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 24122 members Entering Unmasked Estep Score: -4958599.000000 Penalty: 5029.666016 Iteration 55Q: 3 clusters Score -4958599 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 24131 members Entering Unmasked Estep Score: -4958605.500000 Penalty: 5029.666016 Iteration 56Q: 3 clusters Score -4958606 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 24143 members Entering Unmasked Estep Score: -4958610.000000 Penalty: 5029.666016 Iteration 57Q: 3 clusters Score -4958610 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 24154 members Entering Unmasked Estep Score: -4958620.000000 Penalty: 5029.666016 Iteration 58Q: 3 clusters Score -4958620 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 24160 members Entering Unmasked Estep Score: -4958623.000000 Penalty: 5029.666016 Iteration 59Q: 3 clusters Score -4958623 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 24162 members Entering Unmasked Estep Score: -4958629.000000 Penalty: 5029.666016 Iteration 60F: 3 clusters Score -4958629 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 24164 members Entering Unmasked Estep Score: -4958630.500000 Penalty: 5029.666016 Iteration 61Q: 3 clusters Score -4958630 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 24168 members Entering Unmasked Estep Score: -4958636.000000 Penalty: 5029.666016 Iteration 62Q: 3 clusters Score -4958636 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 24168 members Entering Unmasked Estep Score: -4958633.500000 Penalty: 5029.666016 Iteration 63Q: 3 clusters Score -4958634 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 24170 members Entering Unmasked Estep Score: -4958630.000000 Penalty: 5029.666016 Iteration 64Q: 3 clusters Score -4958630 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 24171 members Entering Unmasked Estep Score: -4958632.000000 Penalty: 5029.666016 Iteration 65Q: 3 clusters Score -4958632 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 24174 members Entering Unmasked Estep Score: -4958632.500000 Penalty: 5029.666016 Iteration 66Q: 3 clusters Score -4958632 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 24174 members Entering Unmasked Estep Score: -4958640.000000 Penalty: 5029.666016 Iteration 67Q: 3 clusters Score -4958640 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 24175 members Entering Unmasked Estep Score: -4958635.500000 Penalty: 5029.666016 Iteration 68Q: 3 clusters Score -4958636 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 24175 members Entering Unmasked Estep Score: -4958635.500000 Penalty: 5029.666016 Iteration 69F: 3 clusters Score -4958636 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (751 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Entering Unmasked Estep Score: -122278.023438 Penalty: 1642.108643 Iteration 0F: 2 clusters Score -122278 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -120478.000000 Penalty: 3284.217285 Iteration 0F: 3 clusters Score -120478 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -120736.031250 Penalty: 3284.217285 Iteration 1F: 3 clusters Score -120736 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -120847.570312 Penalty: 3284.217285 Iteration 2F: 3 clusters Score -120847.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -120958.125000 Penalty: 3284.217285 Iteration 3Q: 3 clusters Score -120958.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -121142.296875 Penalty: 3284.217285 Iteration 4Q: 3 clusters Score -121142.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -121442.210938 Penalty: 3284.217285 Iteration 5Q: 3 clusters Score -121442.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -121550.210938 Penalty: 3284.217285 Iteration 6F: 3 clusters Score -121550.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -121641.882812 Penalty: 3284.217285 Iteration 7F: 3 clusters Score -121641.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -121693.859375 Penalty: 3284.217285 Iteration 8Q: 3 clusters Score -121693.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -121763.484375 Penalty: 3284.217285 Iteration 9Q: 3 clusters Score -121763.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -121835.898438 Penalty: 3284.217285 Iteration 10Q: 3 clusters Score -121835.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -121873.820312 Penalty: 3284.217285 Iteration 11Q: 3 clusters Score -121873.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -121903.585938 Penalty: 3284.217285 Iteration 12Q: 3 clusters Score -121903.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -121922.054688 Penalty: 3284.217285 Iteration 13Q: 3 clusters Score -121922.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -121951.546875 Penalty: 3284.217285 Iteration 14Q: 3 clusters Score -121951.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -121969.937500 Penalty: 3284.217285 Iteration 15Q: 3 clusters Score -121969.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -121971.921875 Penalty: 3284.217285 Iteration 16Q: 3 clusters Score -121971.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -121977.906250 Penalty: 3284.217285 Iteration 17Q: 3 clusters Score -121977.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -121984.093750 Penalty: 3284.217285 Iteration 18Q: 3 clusters Score -121984.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -121986.015625 Penalty: 3284.217285 Iteration 19Q: 3 clusters Score -121986 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -121986.015625 Penalty: 3284.217285 Iteration 20F: 3 clusters Score -121986 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Entering Unmasked Estep Score: -143073.437500 Penalty: 1681.983643 Iteration 0F: 2 clusters Score -143073.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -141290.218750 Penalty: 3363.967285 Iteration 0F: 3 clusters Score -141290.2 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -141628.625000 Penalty: 3363.967285 Iteration 1F: 3 clusters Score -141628.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -141799.015625 Penalty: 3363.967285 Iteration 2F: 3 clusters Score -141799 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -141842.968750 Penalty: 3363.967285 Iteration 3Q: 3 clusters Score -141843 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -141863.046875 Penalty: 3363.967285 Iteration 4Q: 3 clusters Score -141863 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -141896.484375 Penalty: 3363.967285 Iteration 5Q: 3 clusters Score -141896.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -141921.500000 Penalty: 3363.967285 Iteration 6Q: 3 clusters Score -141921.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -141967.953125 Penalty: 3363.967285 Iteration 7Q: 3 clusters Score -141968 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -142028.906250 Penalty: 3363.967285 Iteration 8Q: 3 clusters Score -142028.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -142069.140625 Penalty: 3363.967285 Iteration 9Q: 3 clusters Score -142069.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -142110.906250 Penalty: 3363.967285 Iteration 10Q: 3 clusters Score -142110.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -142135.093750 Penalty: 3363.967285 Iteration 11Q: 3 clusters Score -142135.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -142154.015625 Penalty: 3363.967285 Iteration 12Q: 3 clusters Score -142154 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -142185.500000 Penalty: 3363.967285 Iteration 13Q: 3 clusters Score -142185.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -142237.453125 Penalty: 3363.967285 Iteration 14Q: 3 clusters Score -142237.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -142269.500000 Penalty: 3363.967285 Iteration 15Q: 3 clusters Score -142269.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -142279.937500 Penalty: 3363.967285 Iteration 16Q: 3 clusters Score -142279.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -142287.140625 Penalty: 3363.967285 Iteration 17Q: 3 clusters Score -142287.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -142291.156250 Penalty: 3363.967285 Iteration 18Q: 3 clusters Score -142291.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -142291.156250 Penalty: 3363.967285 Iteration 19F: 3 clusters Score -142291.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26966 members Mstep: Class 2 contains 25144 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52399 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24329 members Mstep: Class 7 contains 23971 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19702 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63492 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56582 members Mstep: Class 18 contains 13826 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7598 members Mstep: Class 22 contains 25348 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647980.000000 Penalty: 75971.281250 Iteration 319Q: 25 clusters Score -6.364798e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26964 members Mstep: Class 2 contains 25144 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52397 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24321 members Mstep: Class 7 contains 23972 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19704 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63490 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56590 members Mstep: Class 18 contains 13828 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7598 members Mstep: Class 22 contains 25349 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647984.000000 Penalty: 75971.281250 Iteration 320F: 25 clusters Score -6.364798e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26967 members Mstep: Class 2 contains 25144 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52397 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24317 members Mstep: Class 7 contains 23970 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19704 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63492 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56592 members Mstep: Class 18 contains 13830 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7599 members Mstep: Class 22 contains 25345 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647988.000000 Penalty: 75971.281250 Iteration 321Q: 25 clusters Score -6.364799e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26969 members Mstep: Class 2 contains 25144 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52398 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24312 members Mstep: Class 7 contains 23971 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19705 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63492 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56595 members Mstep: Class 18 contains 13830 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7599 members Mstep: Class 22 contains 25342 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647980.000000 Penalty: 75971.281250 Iteration 322Q: 25 clusters Score -6.364798e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26968 members Mstep: Class 2 contains 25143 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52399 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24309 members Mstep: Class 7 contains 23975 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19706 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63492 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56598 members Mstep: Class 18 contains 13829 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7599 members Mstep: Class 22 contains 25339 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647992.000000 Penalty: 75971.281250 Iteration 323Q: 25 clusters Score -6.364799e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26970 members Mstep: Class 2 contains 25143 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52392 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24309 members Mstep: Class 7 contains 23978 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19707 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63491 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56604 members Mstep: Class 18 contains 13829 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7599 members Mstep: Class 22 contains 25335 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647992.000000 Penalty: 75971.281250 Iteration 324Q: 25 clusters Score -6.364799e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26969 members Mstep: Class 2 contains 25147 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52386 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24308 members Mstep: Class 7 contains 23977 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19708 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63492 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56606 members Mstep: Class 18 contains 13831 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7599 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647976.000000 Penalty: 75971.281250 Iteration 325Q: 25 clusters Score -6.364798e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26968 members Mstep: Class 2 contains 25150 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52388 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24305 members Mstep: Class 7 contains 23978 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19707 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63488 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56608 members Mstep: Class 18 contains 13832 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7599 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647976.000000 Penalty: 75971.281250 Iteration 326Q: 25 clusters Score -6.364798e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26967 members Mstep: Class 2 contains 25148 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52386 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24300 members Mstep: Class 7 contains 23978 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19707 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63489 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56616 members Mstep: Class 18 contains 13832 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7599 members Mstep: Class 22 contains 25335 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647972.000000 Penalty: 75971.281250 Iteration 327Q: 25 clusters Score -6.364797e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26968 members Mstep: Class 2 contains 25147 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52387 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24297 members Mstep: Class 7 contains 23977 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19708 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63486 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56620 members Mstep: Class 18 contains 13833 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7599 members Mstep: Class 22 contains 25335 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647988.000000 Penalty: 75971.281250 Iteration 328Q: 25 clusters Score -6.364799e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26967 members Mstep: Class 2 contains 25146 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52391 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24288 members Mstep: Class 7 contains 23978 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19708 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63485 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56627 members Mstep: Class 18 contains 13833 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7599 members Mstep: Class 22 contains 25335 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648004.000000 Penalty: 75971.281250 Iteration 329Q: 25 clusters Score -6.3648e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26967 members Mstep: Class 2 contains 25146 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52387 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24281 members Mstep: Class 7 contains 23978 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19709 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63487 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56636 members Mstep: Class 18 contains 13833 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7598 members Mstep: Class 22 contains 25335 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648020.000000 Penalty: 75971.281250 Iteration 330Q: 25 clusters Score -6.364802e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26967 members Mstep: Class 2 contains 25143 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52381 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24278 members Mstep: Class 7 contains 23980 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19711 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63488 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56644 members Mstep: Class 18 contains 13833 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7597 members Mstep: Class 22 contains 25335 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647968.000000 Penalty: 75971.281250 Iteration 331Q: 25 clusters Score -6.364797e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26966 members Mstep: Class 2 contains 25141 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52377 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24277 members Mstep: Class 7 contains 23982 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19712 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63489 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56649 members Mstep: Class 18 contains 13833 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25335 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647968.000000 Penalty: 75971.281250 Iteration 332Q: 25 clusters Score -6.364797e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26966 members Mstep: Class 2 contains 25140 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52373 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24277 members Mstep: Class 7 contains 23983 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19713 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63490 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56651 members Mstep: Class 18 contains 13834 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647984.000000 Penalty: 75971.281250 Iteration 333Q: 25 clusters Score -6.364798e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25139 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52374 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24276 members Mstep: Class 7 contains 23984 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19716 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63489 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56650 members Mstep: Class 18 contains 13834 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647976.000000 Penalty: 75971.281250 Iteration 334Q: 25 clusters Score -6.364798e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25138 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52374 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24271 members Mstep: Class 7 contains 23984 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19715 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63490 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56656 members Mstep: Class 18 contains 13834 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648020.000000 Penalty: 75971.281250 Iteration 335Q: 25 clusters Score -6.364802e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25136 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52373 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24270 members Mstep: Class 7 contains 23984 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19715 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63492 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56658 members Mstep: Class 18 contains 13834 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647996.000000 Penalty: 75971.281250 Iteration 336Q: 25 clusters Score -6.3648e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25136 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52370 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24271 members Mstep: Class 7 contains 23984 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19715 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63492 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56660 members Mstep: Class 18 contains 13834 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647996.000000 Penalty: 75971.281250 Iteration 337Q: 25 clusters Score -6.3648e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25136 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52370 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24269 members Mstep: Class 7 contains 23983 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19715 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63492 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56663 members Mstep: Class 18 contains 13834 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647992.000000 Penalty: 75971.281250 Iteration 338Q: 25 clusters Score -6.364799e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25134 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52375 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24267 members Mstep: Class 7 contains 23983 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19715 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63491 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56664 members Mstep: Class 18 contains 13834 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648028.000000 Penalty: 75971.281250 Iteration 339Q: 25 clusters Score -6.364803e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25133 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52374 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24266 members Mstep: Class 7 contains 23983 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19717 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63490 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56667 members Mstep: Class 18 contains 13834 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7594 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648044.000000 Penalty: 75971.281250 Iteration 340F: 25 clusters Score -6.364804e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25133 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52370 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24265 members Mstep: Class 7 contains 23983 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19717 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63489 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56674 members Mstep: Class 18 contains 13832 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648044.000000 Penalty: 75971.281250 Iteration 341Q: 25 clusters Score -6.364804e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25133 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52369 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24262 members Mstep: Class 7 contains 23983 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19717 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63488 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56679 members Mstep: Class 18 contains 13832 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648048.000000 Penalty: 75971.281250 Iteration 342Q: 25 clusters Score -6.364805e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25133 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52368 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24258 members Mstep: Class 7 contains 23983 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19718 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63488 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56683 members Mstep: Class 18 contains 13832 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648040.000000 Penalty: 75971.281250 Iteration 343Q: 25 clusters Score -6.364804e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25131 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52374 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24254 members Mstep: Class 7 contains 23982 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19718 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63487 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56685 members Mstep: Class 18 contains 13832 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648012.000000 Penalty: 75971.281250 Iteration 344Q: 25 clusters Score -6.364801e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25131 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52384 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24247 members Mstep: Class 7 contains 23982 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19718 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63485 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56684 members Mstep: Class 18 contains 13832 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648016.000000 Penalty: 75971.281250 Iteration 345Q: 25 clusters Score -6.364802e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25131 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52388 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24238 members Mstep: Class 7 contains 23982 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19721 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63490 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56681 members Mstep: Class 18 contains 13832 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648032.000000 Penalty: 75971.281250 Iteration 346Q: 25 clusters Score -6.364803e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25131 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52394 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24231 members Mstep: Class 7 contains 23982 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19725 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63490 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56680 members Mstep: Class 18 contains 13831 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7594 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648028.000000 Penalty: 75971.281250 Iteration 347Q: 25 clusters Score -6.364803e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25131 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52397 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24226 members Mstep: Class 7 contains 23982 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19727 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63490 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56680 members Mstep: Class 18 contains 13831 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7594 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648028.000000 Penalty: 75971.281250 Iteration 348Q: 25 clusters Score -6.364803e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25131 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52393 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24224 members Mstep: Class 7 contains 23982 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19729 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63490 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56684 members Mstep: Class 18 contains 13831 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7594 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648012.000000 Penalty: 75971.281250 Iteration 349Q: 25 clusters Score -6.364801e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25130 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52392 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24221 members Mstep: Class 7 contains 23982 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19729 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63491 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56687 members Mstep: Class 18 contains 13831 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648012.000000 Penalty: 75971.281250 Iteration 350Q: 25 clusters Score -6.364801e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25130 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52397 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24218 members Mstep: Class 7 contains 23982 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19731 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63491 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56684 members Mstep: Class 18 contains 13830 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647984.000000 Penalty: 75971.281250 Iteration 351Q: 25 clusters Score -6.364798e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25128 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52397 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24210 members Mstep: Class 7 contains 23982 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19737 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63493 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56687 members Mstep: Class 18 contains 13829 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647996.000000 Penalty: 75971.281250 Iteration 352Q: 25 clusters Score -6.3648e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25127 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52404 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24201 members Mstep: Class 7 contains 23982 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19743 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63493 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56682 members Mstep: Class 18 contains 13831 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648000.000000 Penalty: 75971.281250 Iteration 353Q: 25 clusters Score -6.3648e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25126 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52401 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24197 members Mstep: Class 7 contains 23983 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19745 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63494 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56686 members Mstep: Class 18 contains 13831 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647988.000000 Penalty: 75971.281250 Iteration 354Q: 25 clusters Score -6.364799e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25125 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52402 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24196 members Mstep: Class 7 contains 23983 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19748 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63495 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56683 members Mstep: Class 18 contains 13831 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647968.000000 Penalty: 75971.281250 Iteration 355Q: 25 clusters Score -6.364797e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25125 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52401 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24196 members Mstep: Class 7 contains 23983 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19749 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63495 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56683 members Mstep: Class 18 contains 13831 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647964.000000 Penalty: 75971.281250 Iteration 356Q: 25 clusters Score -6.364796e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25125 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52400 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24196 members Mstep: Class 7 contains 23983 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19749 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63494 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56685 members Mstep: Class 18 contains 13831 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647988.000000 Penalty: 75971.281250 Iteration 357Q: 25 clusters Score -6.364799e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25125 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52399 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24196 members Mstep: Class 7 contains 23983 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19749 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63493 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56687 members Mstep: Class 18 contains 13831 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63648000.000000 Penalty: 75971.281250 Iteration 358Q: 25 clusters Score -6.3648e+07 nChanged 1 Entering ConstructFrom: Score: -63648000.000000 Penalty: 75971.281250 Entering ConstructFrom: Trying to split cluster 1 (26965 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26965 members Entering Unmasked Estep Score: -5317056.500000 Penalty: 2530.169189 Iteration 0F: 2 clusters Score -5317056 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13542 members Mstep: Class 2 contains 13423 members Entering Unmasked Estep Score: -5299966.000000 Penalty: 5060.338379 Iteration 0F: 3 clusters Score -5299966 nChanged 12052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13650 members Mstep: Class 2 contains 13315 members Entering Unmasked Estep Score: -5306529.000000 Penalty: 5060.338379 Iteration 1F: 3 clusters Score -5306529 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13633 members Mstep: Class 2 contains 13332 members Entering Unmasked Estep Score: -5306974.000000 Penalty: 5060.338379 Iteration 2Q: 3 clusters Score -5306974 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13606 members Mstep: Class 2 contains 13359 members Entering Unmasked Estep Score: -5307353.500000 Penalty: 5060.338379 Iteration 3Q: 3 clusters Score -5307354 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13498 members Mstep: Class 2 contains 13467 members Entering Unmasked Estep Score: -5307670.000000 Penalty: 5060.338379 Iteration 4Q: 3 clusters Score -5307670 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13331 members Mstep: Class 2 contains 13634 members Entering Unmasked Estep Score: -5308044.500000 Penalty: 5060.338379 Iteration 5Q: 3 clusters Score -5308044 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13209 members Mstep: Class 2 contains 13756 members Entering Unmasked Estep Score: -5308386.000000 Penalty: 5060.338379 Iteration 6Q: 3 clusters Score -5308386 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13122 members Mstep: Class 2 contains 13843 members Entering Unmasked Estep Score: -5308764.000000 Penalty: 5060.338379 Iteration 7Q: 3 clusters Score -5308764 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13071 members Mstep: Class 2 contains 13894 members Entering Unmasked Estep Score: -5309123.000000 Penalty: 5060.338379 Iteration 8Q: 3 clusters Score -5309123 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13062 members Mstep: Class 2 contains 13903 members Entering Unmasked Estep Score: -5309536.000000 Penalty: 5060.338379 Iteration 9Q: 3 clusters Score -5309536 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13134 members Mstep: Class 2 contains 13831 members Entering Unmasked Estep Score: -5309969.500000 Penalty: 5060.338379 Iteration 10Q: 3 clusters Score -5309970 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13185 members Mstep: Class 2 contains 13780 members Entering Unmasked Estep Score: -5310452.500000 Penalty: 5060.338379 Iteration 11Q: 3 clusters Score -5310452 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13261 members Mstep: Class 2 contains 13704 members Entering Unmasked Estep Score: -5310951.500000 Penalty: 5060.338379 Iteration 12Q: 3 clusters Score -5310952 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13374 members Mstep: Class 2 contains 13591 members Entering Unmasked Estep Score: -5311407.500000 Penalty: 5060.338379 Iteration 13Q: 3 clusters Score -5311408 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13444 members Mstep: Class 2 contains 13521 members Entering Unmasked Estep Score: -5311858.000000 Penalty: 5060.338379 Iteration 14Q: 3 clusters Score -5311858 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13500 members Mstep: Class 2 contains 13465 members Entering Unmasked Estep Score: -5312324.000000 Penalty: 5060.338379 Iteration 15Q: 3 clusters Score -5312324 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13499 members Mstep: Class 2 contains 13466 members Entering Unmasked Estep Score: -5312722.500000 Penalty: 5060.338379 Iteration 16Q: 3 clusters Score -5312722 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13404 members Mstep: Class 2 contains 13561 members Entering Unmasked Estep Score: -5313056.500000 Penalty: 5060.338379 Iteration 17Q: 3 clusters Score -5313056 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13279 members Mstep: Class 2 contains 13686 members Entering Unmasked Estep Score: -5313291.500000 Penalty: 5060.338379 Iteration 18Q: 3 clusters Score -5313292 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13186 members Mstep: Class 2 contains 13779 members Entering Unmasked Estep Score: -5313455.500000 Penalty: 5060.338379 Iteration 19Q: 3 clusters Score -5313456 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13104 members Mstep: Class 2 contains 13861 members Entering Unmasked Estep Score: -5313578.500000 Penalty: 5060.338379 Iteration 20F: 3 clusters Score -5313578 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13019 members Mstep: Class 2 contains 13946 members Entering Unmasked Estep Score: -5313680.500000 Penalty: 5060.338379 Iteration 21Q: 3 clusters Score -5313680 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12917 members Mstep: Class 2 contains 14048 members Entering Unmasked Estep Score: -5313754.000000 Penalty: 5060.338379 Iteration 22Q: 3 clusters Score -5313754 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12812 members Mstep: Class 2 contains 14153 members Entering Unmasked Estep Score: -5313782.000000 Penalty: 5060.338379 Iteration 23Q: 3 clusters Score -5313782 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12706 members Mstep: Class 2 contains 14259 members Entering Unmasked Estep Score: -5313850.500000 Penalty: 5060.338379 Iteration 24Q: 3 clusters Score -5313850 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12571 members Mstep: Class 2 contains 14394 members Entering Unmasked Estep Score: -5313932.000000 Penalty: 5060.338379 Iteration 25Q: 3 clusters Score -5313932 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12407 members Mstep: Class 2 contains 14558 members Entering Unmasked Estep Score: -5314041.500000 Penalty: 5060.338379 Iteration 26Q: 3 clusters Score -5314042 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12224 members Mstep: Class 2 contains 14741 members Entering Unmasked Estep Score: -5314126.500000 Penalty: 5060.338379 Iteration 27Q: 3 clusters Score -5314126 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12064 members Mstep: Class 2 contains 14901 members Entering Unmasked Estep Score: -5314213.500000 Penalty: 5060.338379 Iteration 28Q: 3 clusters Score -5314214 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11891 members Mstep: Class 2 contains 15074 members Entering Unmasked Estep Score: -5314296.500000 Penalty: 5060.338379 Iteration 29Q: 3 clusters Score -5314296 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11721 members Mstep: Class 2 contains 15244 members Entering Unmasked Estep Score: -5314378.500000 Penalty: 5060.338379 Iteration 30Q: 3 clusters Score -5314378 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11575 members Mstep: Class 2 contains 15390 members Entering Unmasked Estep Score: -5314432.500000 Penalty: 5060.338379 Iteration 31Q: 3 clusters Score -5314432 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11449 members Mstep: Class 2 contains 15516 members Entering Unmasked Estep Score: -5314508.500000 Penalty: 5060.338379 Iteration 32Q: 3 clusters Score -5314508 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11353 members Mstep: Class 2 contains 15612 members Entering Unmasked Estep Score: -5314526.000000 Penalty: 5060.338379 Iteration 33Q: 3 clusters Score -5314526 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11238 members Mstep: Class 2 contains 15727 members Entering Unmasked Estep Score: -5314598.000000 Penalty: 5060.338379 Iteration 34Q: 3 clusters Score -5314598 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11115 members Mstep: Class 2 contains 15850 members Entering Unmasked Estep Score: -5314651.500000 Penalty: 5060.338379 Iteration 35Q: 3 clusters Score -5314652 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11001 members Mstep: Class 2 contains 15964 members Entering Unmasked Estep Score: -5314689.500000 Penalty: 5060.338379 Iteration 36Q: 3 clusters Score -5314690 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10870 members Mstep: Class 2 contains 16095 members Entering Unmasked Estep Score: -5314724.000000 Penalty: 5060.338379 Iteration 37Q: 3 clusters Score -5314724 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10746 members Mstep: Class 2 contains 16219 members Entering Unmasked Estep Score: -5314741.500000 Penalty: 5060.338379 Iteration 38Q: 3 clusters Score -5314742 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10668 members Mstep: Class 2 contains 16297 members Entering Unmasked Estep Score: -5314766.000000 Penalty: 5060.338379 Iteration 39Q: 3 clusters Score -5314766 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10598 members Mstep: Class 2 contains 16367 members Entering Unmasked Estep Score: -5314786.000000 Penalty: 5060.338379 Iteration 40F: 3 clusters Score -5314786 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10540 members Mstep: Class 2 contains 16425 members Entering Unmasked Estep Score: -5314796.000000 Penalty: 5060.338379 Iteration 41Q: 3 clusters Score -5314796 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10502 members Mstep: Class 2 contains 16463 members Entering Unmasked Estep Score: -5314808.500000 Penalty: 5060.338379 Iteration 42Q: 3 clusters Score -5314808 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10448 members Mstep: Class 2 contains 16517 members Entering Unmasked Estep Score: -5314797.500000 Penalty: 5060.338379 Iteration 43Q: 3 clusters Score -5314798 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10411 members Mstep: Class 2 contains 16554 members Entering Unmasked Estep Score: -5314820.500000 Penalty: 5060.338379 Iteration 44Q: 3 clusters Score -5314820 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10364 members Mstep: Class 2 contains 16601 members Entering Unmasked Estep Score: -5314821.000000 Penalty: 5060.338379 Iteration 45Q: 3 clusters Score -5314821 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10334 members Mstep: Class 2 contains 16631 members Entering Unmasked Estep Score: -5314824.500000 Penalty: 5060.338379 Iteration 46Q: 3 clusters Score -5314824 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10302 members Mstep: Class 2 contains 16663 members Entering Unmasked Estep Score: -5314819.500000 Penalty: 5060.338379 Iteration 47Q: 3 clusters Score -5314820 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10269 members Mstep: Class 2 contains 16696 members Entering Unmasked Estep Score: -5314819.000000 Penalty: 5060.338379 Iteration 48Q: 3 clusters Score -5314819 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10233 members Mstep: Class 2 contains 16732 members Entering Unmasked Estep Score: -5314832.000000 Penalty: 5060.338379 Iteration 49Q: 3 clusters Score -5314832 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10203 members Mstep: Class 2 contains 16762 members Entering Unmasked Estep Score: -5314817.500000 Penalty: 5060.338379 Iteration 50Q: 3 clusters Score -5314818 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10181 members Mstep: Class 2 contains 16784 members Entering Unmasked Estep Score: -5314827.000000 Penalty: 5060.338379 Iteration 51Q: 3 clusters Score -5314827 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10161 members Mstep: Class 2 contains 16804 members Entering Unmasked Estep Score: -5314836.500000 Penalty: 5060.338379 Iteration 52Q: 3 clusters Score -5314836 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10132 members Mstep: Class 2 contains 16833 members Entering Unmasked Estep Score: -5314846.000000 Penalty: 5060.338379 Iteration 53Q: 3 clusters Score -5314846 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10112 members Mstep: Class 2 contains 16853 members Entering Unmasked Estep Score: -5314839.500000 Penalty: 5060.338379 Iteration 54Q: 3 clusters Score -5314840 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10091 members Mstep: Class 2 contains 16874 members Entering Unmasked Estep Score: -5314848.500000 Penalty: 5060.338379 Iteration 55Q: 3 clusters Score -5314848 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10070 members Mstep: Class 2 contains 16895 members Entering Unmasked Estep Score: -5314851.000000 Penalty: 5060.338379 Iteration 56Q: 3 clusters Score -5314851 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10054 members Mstep: Class 2 contains 16911 members Entering Unmasked Estep Score: -5314858.000000 Penalty: 5060.338379 Iteration 57Q: 3 clusters Score -5314858 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10035 members Mstep: Class 2 contains 16930 members Entering Unmasked Estep Score: -5314859.500000 Penalty: 5060.338379 Iteration 58Q: 3 clusters Score -5314860 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10017 members Mstep: Class 2 contains 16948 members Entering Unmasked Estep Score: -5314858.000000 Penalty: 5060.338379 Iteration 59Q: 3 clusters Score -5314858 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10001 members Mstep: Class 2 contains 16964 members Entering Unmasked Estep Score: -5314863.000000 Penalty: 5060.338379 Iteration 60F: 3 clusters Score -5314863 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9986 members Mstep: Class 2 contains 16979 members Entering Unmasked Estep Score: -5314852.500000 Penalty: 5060.338379 Iteration 61Q: 3 clusters Score -5314852 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9970 members Mstep: Class 2 contains 16995 members Entering Unmasked Estep Score: -5314852.000000 Penalty: 5060.338379 Iteration 62Q: 3 clusters Score -5314852 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9957 members Mstep: Class 2 contains 17008 members Entering Unmasked Estep Score: -5314855.500000 Penalty: 5060.338379 Iteration 63Q: 3 clusters Score -5314856 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9951 members Mstep: Class 2 contains 17014 members Entering Unmasked Estep Score: -5314850.500000 Penalty: 5060.338379 Iteration 64Q: 3 clusters Score -5314850 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9944 members Mstep: Class 2 contains 17021 members Entering Unmasked Estep Score: -5314850.500000 Penalty: 5060.338379 Iteration 65Q: 3 clusters Score -5314850 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9937 members Mstep: Class 2 contains 17028 members Entering Unmasked Estep Score: -5314860.000000 Penalty: 5060.338379 Iteration 66Q: 3 clusters Score -5314860 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9933 members Mstep: Class 2 contains 17032 members Entering Unmasked Estep Score: -5314857.500000 Penalty: 5060.338379 Iteration 67Q: 3 clusters Score -5314858 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9924 members Mstep: Class 2 contains 17041 members Entering Unmasked Estep Score: -5314849.000000 Penalty: 5060.338379 Iteration 68Q: 3 clusters Score -5314849 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9918 members Mstep: Class 2 contains 17047 members Entering Unmasked Estep Score: -5314858.500000 Penalty: 5060.338379 Iteration 69Q: 3 clusters Score -5314858 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9911 members Mstep: Class 2 contains 17054 members Entering Unmasked Estep Score: -5314854.000000 Penalty: 5060.338379 Iteration 70Q: 3 clusters Score -5314854 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9904 members Mstep: Class 2 contains 17061 members Entering Unmasked Estep Score: -5314861.000000 Penalty: 5060.338379 Iteration 71Q: 3 clusters Score -5314861 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9902 members Mstep: Class 2 contains 17063 members Entering Unmasked Estep Score: -5314859.500000 Penalty: 5060.338379 Iteration 72Q: 3 clusters Score -5314860 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9901 members Mstep: Class 2 contains 17064 members Entering Unmasked Estep Score: -5314860.500000 Penalty: 5060.338379 Iteration 73Q: 3 clusters Score -5314860 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9899 members Mstep: Class 2 contains 17066 members Entering Unmasked Estep Score: -5314858.500000 Penalty: 5060.338379 Iteration 74Q: 3 clusters Score -5314858 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9897 members Mstep: Class 2 contains 17068 members Entering Unmasked Estep Score: -5314863.000000 Penalty: 5060.338379 Iteration 75Q: 3 clusters Score -5314863 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9894 members Mstep: Class 2 contains 17071 members Entering Unmasked Estep Score: -5314860.500000 Penalty: 5060.338379 Iteration 76Q: 3 clusters Score -5314860 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9894 members Mstep: Class 2 contains 17071 members Entering Unmasked Estep Score: -5314860.500000 Penalty: 5060.338379 Iteration 77F: 3 clusters Score -5314860 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (25125 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25125 members Entering Unmasked Estep Score: -4640100.000000 Penalty: 2512.641357 Iteration 0F: 2 clusters Score -4640100 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12635 members Mstep: Class 2 contains 12490 members Entering Unmasked Estep Score: -4622849.000000 Penalty: 5025.282715 Iteration 0F: 3 clusters Score -4622849 nChanged 11094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12991 members Mstep: Class 2 contains 12134 members Entering Unmasked Estep Score: -4629194.000000 Penalty: 5025.282715 Iteration 1F: 3 clusters Score -4629194 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13202 members Mstep: Class 2 contains 11923 members Entering Unmasked Estep Score: -4630050.500000 Penalty: 5025.282715 Iteration 2F: 3 clusters Score -4630050 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13404 members Mstep: Class 2 contains 11721 members Entering Unmasked Estep Score: -4630832.000000 Penalty: 5025.282715 Iteration 3F: 3 clusters Score -4630832 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13593 members Mstep: Class 2 contains 11532 members Entering Unmasked Estep Score: -4631410.500000 Penalty: 5025.282715 Iteration 4F: 3 clusters Score -4631410 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13834 members Mstep: Class 2 contains 11291 members Entering Unmasked Estep Score: -4631924.500000 Penalty: 5025.282715 Iteration 5Q: 3 clusters Score -4631924 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14124 members Mstep: Class 2 contains 11001 members Entering Unmasked Estep Score: -4632355.000000 Penalty: 5025.282715 Iteration 6Q: 3 clusters Score -4632355 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14481 members Mstep: Class 2 contains 10644 members Entering Unmasked Estep Score: -4632824.500000 Penalty: 5025.282715 Iteration 7Q: 3 clusters Score -4632824 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14938 members Mstep: Class 2 contains 10187 members Entering Unmasked Estep Score: -4633298.000000 Penalty: 5025.282715 Iteration 8Q: 3 clusters Score -4633298 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15493 members Mstep: Class 2 contains 9632 members Entering Unmasked Estep Score: -4633782.000000 Penalty: 5025.282715 Iteration 9Q: 3 clusters Score -4633782 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16115 members Mstep: Class 2 contains 9010 members Entering Unmasked Estep Score: -4634306.500000 Penalty: 5025.282715 Iteration 10Q: 3 clusters Score -4634306 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16817 members Mstep: Class 2 contains 8308 members Entering Unmasked Estep Score: -4634829.500000 Penalty: 5025.282715 Iteration 11Q: 3 clusters Score -4634830 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17573 members Mstep: Class 2 contains 7552 members Entering Unmasked Estep Score: -4635394.500000 Penalty: 5025.282715 Iteration 12Q: 3 clusters Score -4635394 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18266 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -4635849.000000 Penalty: 5025.282715 Iteration 13Q: 3 clusters Score -4635849 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18916 members Mstep: Class 2 contains 6209 members Entering Unmasked Estep Score: -4636181.000000 Penalty: 5025.282715 Iteration 14Q: 3 clusters Score -4636181 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19470 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -4636519.500000 Penalty: 5025.282715 Iteration 15Q: 3 clusters Score -4636520 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19974 members Mstep: Class 2 contains 5151 members Entering Unmasked Estep Score: -4636801.500000 Penalty: 5025.282715 Iteration 16Q: 3 clusters Score -4636802 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20456 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -4637052.000000 Penalty: 5025.282715 Iteration 17Q: 3 clusters Score -4637052 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20868 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -4637259.000000 Penalty: 5025.282715 Iteration 18Q: 3 clusters Score -4637259 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21232 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -4637433.000000 Penalty: 5025.282715 Iteration 19Q: 3 clusters Score -4637433 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21595 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -4637615.500000 Penalty: 5025.282715 Iteration 20F: 3 clusters Score -4637616 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21941 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -4637783.500000 Penalty: 5025.282715 Iteration 21Q: 3 clusters Score -4637784 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22252 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -4637957.500000 Penalty: 5025.282715 Iteration 22Q: 3 clusters Score -4637958 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22531 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -4638070.000000 Penalty: 5025.282715 Iteration 23Q: 3 clusters Score -4638070 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22809 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -4638224.500000 Penalty: 5025.282715 Iteration 24Q: 3 clusters Score -4638224 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23065 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -4638350.000000 Penalty: 5025.282715 Iteration 25Q: 3 clusters Score -4638350 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23292 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -4638486.000000 Penalty: 5025.282715 Iteration 26Q: 3 clusters Score -4638486 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23481 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -4638618.500000 Penalty: 5025.282715 Iteration 27Q: 3 clusters Score -4638618 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23659 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -4638752.000000 Penalty: 5025.282715 Iteration 28Q: 3 clusters Score -4638752 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23787 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -4638833.000000 Penalty: 5025.282715 Iteration 29Q: 3 clusters Score -4638833 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23897 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -4638904.000000 Penalty: 5025.282715 Iteration 30Q: 3 clusters Score -4638904 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24000 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -4638970.000000 Penalty: 5025.282715 Iteration 31Q: 3 clusters Score -4638970 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24073 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -4639023.500000 Penalty: 5025.282715 Iteration 32Q: 3 clusters Score -4639024 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24135 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -4639062.500000 Penalty: 5025.282715 Iteration 33Q: 3 clusters Score -4639062 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24181 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -4639092.000000 Penalty: 5025.282715 Iteration 34Q: 3 clusters Score -4639092 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24228 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -4639126.000000 Penalty: 5025.282715 Iteration 35Q: 3 clusters Score -4639126 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24262 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -4639163.500000 Penalty: 5025.282715 Iteration 36Q: 3 clusters Score -4639164 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24289 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -4639180.500000 Penalty: 5025.282715 Iteration 37Q: 3 clusters Score -4639180 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24312 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -4639204.000000 Penalty: 5025.282715 Iteration 38Q: 3 clusters Score -4639204 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24338 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -4639220.500000 Penalty: 5025.282715 Iteration 39Q: 3 clusters Score -4639220 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24358 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -4639254.500000 Penalty: 5025.282715 Iteration 40F: 3 clusters Score -4639254 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24368 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -4639255.500000 Penalty: 5025.282715 Iteration 41Q: 3 clusters Score -4639256 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24381 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -4639268.500000 Penalty: 5025.282715 Iteration 42Q: 3 clusters Score -4639268 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24392 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -4639281.000000 Penalty: 5025.282715 Iteration 43Q: 3 clusters Score -4639281 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24400 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -4639287.000000 Penalty: 5025.282715 Iteration 44Q: 3 clusters Score -4639287 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24405 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -4639291.000000 Penalty: 5025.282715 Iteration 45Q: 3 clusters Score -4639291 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24412 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -4639297.500000 Penalty: 5025.282715 Iteration 46Q: 3 clusters Score -4639298 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24416 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -4639298.000000 Penalty: 5025.282715 Iteration 47Q: 3 clusters Score -4639298 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24418 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -4639298.500000 Penalty: 5025.282715 Iteration 48Q: 3 clusters Score -4639298 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24420 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -4639301.500000 Penalty: 5025.282715 Iteration 49Q: 3 clusters Score -4639302 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24421 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -4639297.000000 Penalty: 5025.282715 Iteration 50Q: 3 clusters Score -4639297 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24421 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -4639300.500000 Penalty: 5025.282715 Iteration 51Q: 3 clusters Score -4639300 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24423 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -4639301.500000 Penalty: 5025.282715 Iteration 52Q: 3 clusters Score -4639302 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24425 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -4639304.000000 Penalty: 5025.282715 Iteration 53Q: 3 clusters Score -4639304 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24428 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -4639305.500000 Penalty: 5025.282715 Iteration 54Q: 3 clusters Score -4639306 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24431 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -4639309.000000 Penalty: 5025.282715 Iteration 55Q: 3 clusters Score -4639309 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24432 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -4639311.000000 Penalty: 5025.282715 Iteration 56Q: 3 clusters Score -4639311 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24433 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -4639310.500000 Penalty: 5025.282715 Iteration 57Q: 3 clusters Score -4639310 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24434 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -4639314.000000 Penalty: 5025.282715 Iteration 58Q: 3 clusters Score -4639314 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24436 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -4639313.500000 Penalty: 5025.282715 Iteration 59Q: 3 clusters Score -4639314 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24438 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -4639313.500000 Penalty: 5025.282715 Iteration 60F: 3 clusters Score -4639314 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24442 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -4639324.000000 Penalty: 5025.282715 Iteration 61Q: 3 clusters Score -4639324 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24448 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -4639328.500000 Penalty: 5025.282715 Iteration 62Q: 3 clusters Score -4639328 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24453 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -4639332.500000 Penalty: 5025.282715 Iteration 63Q: 3 clusters Score -4639332 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24456 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -4639334.500000 Penalty: 5025.282715 Iteration 64Q: 3 clusters Score -4639334 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24456 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -4639336.500000 Penalty: 5025.282715 Iteration 65Q: 3 clusters Score -4639336 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24457 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -4639337.500000 Penalty: 5025.282715 Iteration 66Q: 3 clusters Score -4639338 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24459 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -4639339.000000 Penalty: 5025.282715 Iteration 67Q: 3 clusters Score -4639339 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24459 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -4639339.000000 Penalty: 5025.282715 Iteration 68F: 3 clusters Score -4639339 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Entering Unmasked Estep Score: -34272.835938 Penalty: 1399.192993 Iteration 0F: 2 clusters Score -34272.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -33289.527344 Penalty: 2798.385986 Iteration 0F: 3 clusters Score -33289.53 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -33540.324219 Penalty: 2798.385986 Iteration 1F: 3 clusters Score -33540.32 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -33589.417969 Penalty: 2798.385986 Iteration 2F: 3 clusters Score -33589.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -33614.828125 Penalty: 2798.385986 Iteration 3Q: 3 clusters Score -33614.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -33622.886719 Penalty: 2798.385986 Iteration 4Q: 3 clusters Score -33622.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -33663.871094 Penalty: 2798.385986 Iteration 5Q: 3 clusters Score -33663.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -33672.593750 Penalty: 2798.385986 Iteration 6Q: 3 clusters Score -33672.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -33673.359375 Penalty: 2798.385986 Iteration 7Q: 3 clusters Score -33673.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -33673.359375 Penalty: 2798.385986 Iteration 8F: 3 clusters Score -33673.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (52398 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52398 members Entering Unmasked Estep Score: -9681696.000000 Penalty: 2694.922607 Iteration 0F: 2 clusters Score -9681696 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26313 members Mstep: Class 2 contains 26085 members Entering Unmasked Estep Score: -9647763.000000 Penalty: 5389.845215 Iteration 0F: 3 clusters Score -9647763 nChanged 24113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26346 members Mstep: Class 2 contains 26052 members Entering Unmasked Estep Score: -9661085.000000 Penalty: 5389.845215 Iteration 1F: 3 clusters Score -9661085 nChanged 2017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26409 members Mstep: Class 2 contains 25989 members Entering Unmasked Estep Score: -9661626.000000 Penalty: 5389.845215 Iteration 2Q: 3 clusters Score -9661626 nChanged 1967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26510 members Mstep: Class 2 contains 25888 members Entering Unmasked Estep Score: -9662070.000000 Penalty: 5389.845215 Iteration 3Q: 3 clusters Score -9662070 nChanged 1801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26681 members Mstep: Class 2 contains 25717 members Entering Unmasked Estep Score: -9662650.000000 Penalty: 5389.845215 Iteration 4Q: 3 clusters Score -9662650 nChanged 1911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26922 members Mstep: Class 2 contains 25476 members Entering Unmasked Estep Score: -9663245.000000 Penalty: 5389.845215 Iteration 5Q: 3 clusters Score -9663245 nChanged 1953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27361 members Mstep: Class 2 contains 25037 members Entering Unmasked Estep Score: -9663880.000000 Penalty: 5389.845215 Iteration 6Q: 3 clusters Score -9663880 nChanged 1925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28048 members Mstep: Class 2 contains 24350 members Entering Unmasked Estep Score: -9664664.000000 Penalty: 5389.845215 Iteration 7Q: 3 clusters Score -9664664 nChanged 2061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28959 members Mstep: Class 2 contains 23439 members Entering Unmasked Estep Score: -9665586.000000 Penalty: 5389.845215 Iteration 8Q: 3 clusters Score -9665586 nChanged 2288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30159 members Mstep: Class 2 contains 22239 members Entering Unmasked Estep Score: -9666641.000000 Penalty: 5389.845215 Iteration 9Q: 3 clusters Score -9666641 nChanged 2422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31627 members Mstep: Class 2 contains 20771 members Entering Unmasked Estep Score: -9667988.000000 Penalty: 5389.845215 Iteration 10Q: 3 clusters Score -9667988 nChanged 2586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33275 members Mstep: Class 2 contains 19123 members Entering Unmasked Estep Score: -9669571.000000 Penalty: 5389.845215 Iteration 11Q: 3 clusters Score -9669571 nChanged 2686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34929 members Mstep: Class 2 contains 17469 members Entering Unmasked Estep Score: -9671348.000000 Penalty: 5389.845215 Iteration 12F: 3 clusters Score -9671348 nChanged 2618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36371 members Mstep: Class 2 contains 16027 members Entering Unmasked Estep Score: -9673035.000000 Penalty: 5389.845215 Iteration 13Q: 3 clusters Score -9673035 nChanged 2272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37491 members Mstep: Class 2 contains 14907 members Entering Unmasked Estep Score: -9674295.000000 Penalty: 5389.845215 Iteration 14Q: 3 clusters Score -9674295 nChanged 1794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38355 members Mstep: Class 2 contains 14043 members Entering Unmasked Estep Score: -9675187.000000 Penalty: 5389.845215 Iteration 15Q: 3 clusters Score -9675187 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39072 members Mstep: Class 2 contains 13326 members Entering Unmasked Estep Score: -9675729.000000 Penalty: 5389.845215 Iteration 16Q: 3 clusters Score -9675729 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39763 members Mstep: Class 2 contains 12635 members Entering Unmasked Estep Score: -9676162.000000 Penalty: 5389.845215 Iteration 17Q: 3 clusters Score -9676162 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40410 members Mstep: Class 2 contains 11988 members Entering Unmasked Estep Score: -9676541.000000 Penalty: 5389.845215 Iteration 18Q: 3 clusters Score -9676541 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41059 members Mstep: Class 2 contains 11339 members Entering Unmasked Estep Score: -9676868.000000 Penalty: 5389.845215 Iteration 19Q: 3 clusters Score -9676868 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41704 members Mstep: Class 2 contains 10694 members Entering Unmasked Estep Score: -9677148.000000 Penalty: 5389.845215 Iteration 20F: 3 clusters Score -9677148 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42353 members Mstep: Class 2 contains 10045 members Entering Unmasked Estep Score: -9677433.000000 Penalty: 5389.845215 Iteration 21Q: 3 clusters Score -9677433 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42993 members Mstep: Class 2 contains 9405 members Entering Unmasked Estep Score: -9677714.000000 Penalty: 5389.845215 Iteration 22Q: 3 clusters Score -9677714 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43633 members Mstep: Class 2 contains 8765 members Entering Unmasked Estep Score: -9677970.000000 Penalty: 5389.845215 Iteration 23Q: 3 clusters Score -9677970 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44246 members Mstep: Class 2 contains 8152 members Entering Unmasked Estep Score: -9678214.000000 Penalty: 5389.845215 Iteration 24Q: 3 clusters Score -9678214 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44843 members Mstep: Class 2 contains 7555 members Entering Unmasked Estep Score: -9678435.000000 Penalty: 5389.845215 Iteration 25Q: 3 clusters Score -9678435 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45397 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -9678603.000000 Penalty: 5389.845215 Iteration 26Q: 3 clusters Score -9678603 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45929 members Mstep: Class 2 contains 6469 members Entering Unmasked Estep Score: -9678770.000000 Penalty: 5389.845215 Iteration 27Q: 3 clusters Score -9678770 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46428 members Mstep: Class 2 contains 5970 members Entering Unmasked Estep Score: -9678934.000000 Penalty: 5389.845215 Iteration 28Q: 3 clusters Score -9678934 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46858 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -9679048.000000 Penalty: 5389.845215 Iteration 29Q: 3 clusters Score -9679048 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47258 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -9679106.000000 Penalty: 5389.845215 Iteration 30Q: 3 clusters Score -9679106 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47623 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -9679190.000000 Penalty: 5389.845215 Iteration 31Q: 3 clusters Score -9679190 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47952 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -9679223.000000 Penalty: 5389.845215 Iteration 32Q: 3 clusters Score -9679223 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48284 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -9679302.000000 Penalty: 5389.845215 Iteration 33Q: 3 clusters Score -9679302 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48589 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -9679335.000000 Penalty: 5389.845215 Iteration 34Q: 3 clusters Score -9679335 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48874 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -9679406.000000 Penalty: 5389.845215 Iteration 35Q: 3 clusters Score -9679406 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49149 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -9679452.000000 Penalty: 5389.845215 Iteration 36Q: 3 clusters Score -9679452 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49414 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -9679502.000000 Penalty: 5389.845215 Iteration 37Q: 3 clusters Score -9679502 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49650 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -9679528.000000 Penalty: 5389.845215 Iteration 38Q: 3 clusters Score -9679528 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49868 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -9679557.000000 Penalty: 5389.845215 Iteration 39Q: 3 clusters Score -9679557 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50065 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -9679566.000000 Penalty: 5389.845215 Iteration 40F: 3 clusters Score -9679566 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50246 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -9679609.000000 Penalty: 5389.845215 Iteration 41Q: 3 clusters Score -9679609 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50403 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -9679642.000000 Penalty: 5389.845215 Iteration 42Q: 3 clusters Score -9679642 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50535 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -9679630.000000 Penalty: 5389.845215 Iteration 43Q: 3 clusters Score -9679630 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50646 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -9679609.000000 Penalty: 5389.845215 Iteration 44Q: 3 clusters Score -9679609 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50772 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -9679590.000000 Penalty: 5389.845215 Iteration 45Q: 3 clusters Score -9679590 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50867 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -9679608.000000 Penalty: 5389.845215 Iteration 46Q: 3 clusters Score -9679608 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50934 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -9679600.000000 Penalty: 5389.845215 Iteration 47Q: 3 clusters Score -9679600 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51001 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -9679605.000000 Penalty: 5389.845215 Iteration 48Q: 3 clusters Score -9679605 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51064 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -9679623.000000 Penalty: 5389.845215 Iteration 49Q: 3 clusters Score -9679623 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51117 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -9679627.000000 Penalty: 5389.845215 Iteration 50Q: 3 clusters Score -9679627 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51161 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -9679637.000000 Penalty: 5389.845215 Iteration 51Q: 3 clusters Score -9679637 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51190 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -9679638.000000 Penalty: 5389.845215 Iteration 52Q: 3 clusters Score -9679638 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51226 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -9679595.000000 Penalty: 5389.845215 Iteration 53Q: 3 clusters Score -9679595 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51260 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -9679601.000000 Penalty: 5389.845215 Iteration 54Q: 3 clusters Score -9679601 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51298 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -9679618.000000 Penalty: 5389.845215 Iteration 55Q: 3 clusters Score -9679618 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51336 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -9679626.000000 Penalty: 5389.845215 Iteration 56Q: 3 clusters Score -9679626 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51374 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -9679643.000000 Penalty: 5389.845215 Iteration 57Q: 3 clusters Score -9679643 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51417 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -9679669.000000 Penalty: 5389.845215 Iteration 58Q: 3 clusters Score -9679669 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51455 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -9679659.000000 Penalty: 5389.845215 Iteration 59Q: 3 clusters Score -9679659 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51488 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -9679649.000000 Penalty: 5389.845215 Iteration 60F: 3 clusters Score -9679649 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51513 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -9679665.000000 Penalty: 5389.845215 Iteration 61Q: 3 clusters Score -9679665 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51530 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -9679684.000000 Penalty: 5389.845215 Iteration 62Q: 3 clusters Score -9679684 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51544 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -9679687.000000 Penalty: 5389.845215 Iteration 63Q: 3 clusters Score -9679687 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51564 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -9679684.000000 Penalty: 5389.845215 Iteration 64Q: 3 clusters Score -9679684 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51584 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -9679682.000000 Penalty: 5389.845215 Iteration 65Q: 3 clusters Score -9679682 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51595 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -9679675.000000 Penalty: 5389.845215 Iteration 66Q: 3 clusters Score -9679675 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51607 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -9679682.000000 Penalty: 5389.845215 Iteration 67Q: 3 clusters Score -9679682 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51617 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -9679696.000000 Penalty: 5389.845215 Iteration 68Q: 3 clusters Score -9679696 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51622 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -9679690.000000 Penalty: 5389.845215 Iteration 69Q: 3 clusters Score -9679690 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51625 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -9679684.000000 Penalty: 5389.845215 Iteration 70Q: 3 clusters Score -9679684 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51628 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -9679689.000000 Penalty: 5389.845215 Iteration 71Q: 3 clusters Score -9679689 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51628 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -9679689.000000 Penalty: 5389.845215 Iteration 72F: 3 clusters Score -9679689 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Entering Unmasked Estep Score: -56275.394531 Penalty: 1462.494141 Iteration 0F: 2 clusters Score -56275.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -55056.503906 Penalty: 2924.988281 Iteration 0F: 3 clusters Score -55056.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -55245.523438 Penalty: 2924.988281 Iteration 1F: 3 clusters Score -55245.52 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -55353.812500 Penalty: 2924.988281 Iteration 2F: 3 clusters Score -55353.81 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -55443.843750 Penalty: 2924.988281 Iteration 3F: 3 clusters Score -55443.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -55492.835938 Penalty: 2924.988281 Iteration 4Q: 3 clusters Score -55492.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -55550.316406 Penalty: 2924.988281 Iteration 5Q: 3 clusters Score -55550.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -55565.656250 Penalty: 2924.988281 Iteration 6Q: 3 clusters Score -55565.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -55601.246094 Penalty: 2924.988281 Iteration 7Q: 3 clusters Score -55601.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -55634.714844 Penalty: 2924.988281 Iteration 8Q: 3 clusters Score -55634.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -55719.921875 Penalty: 2924.988281 Iteration 9Q: 3 clusters Score -55719.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -55725.292969 Penalty: 2924.988281 Iteration 10Q: 3 clusters Score -55725.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -55726.906250 Penalty: 2924.988281 Iteration 11Q: 3 clusters Score -55726.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -55744.070312 Penalty: 2924.988281 Iteration 12Q: 3 clusters Score -55744.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -55744.070312 Penalty: 2924.988281 Iteration 13F: 3 clusters Score -55744.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (24196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24196 members Entering Unmasked Estep Score: -4453896.500000 Penalty: 2503.297852 Iteration 0F: 2 clusters Score -4453896 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12173 members Mstep: Class 2 contains 12023 members Entering Unmasked Estep Score: -4436945.500000 Penalty: 5006.595703 Iteration 0F: 3 clusters Score -4436946 nChanged 10865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12674 members Mstep: Class 2 contains 11522 members Entering Unmasked Estep Score: -4442961.000000 Penalty: 5006.595703 Iteration 1F: 3 clusters Score -4442961 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12941 members Mstep: Class 2 contains 11255 members Entering Unmasked Estep Score: -4443478.500000 Penalty: 5006.595703 Iteration 2F: 3 clusters Score -4443478 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13225 members Mstep: Class 2 contains 10971 members Entering Unmasked Estep Score: -4443929.500000 Penalty: 5006.595703 Iteration 3Q: 3 clusters Score -4443930 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13562 members Mstep: Class 2 contains 10634 members Entering Unmasked Estep Score: -4444343.000000 Penalty: 5006.595703 Iteration 4Q: 3 clusters Score -4444343 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14011 members Mstep: Class 2 contains 10185 members Entering Unmasked Estep Score: -4444817.000000 Penalty: 5006.595703 Iteration 5Q: 3 clusters Score -4444817 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14511 members Mstep: Class 2 contains 9685 members Entering Unmasked Estep Score: -4445294.000000 Penalty: 5006.595703 Iteration 6Q: 3 clusters Score -4445294 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15133 members Mstep: Class 2 contains 9063 members Entering Unmasked Estep Score: -4445875.000000 Penalty: 5006.595703 Iteration 7Q: 3 clusters Score -4445875 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15761 members Mstep: Class 2 contains 8435 members Entering Unmasked Estep Score: -4446408.500000 Penalty: 5006.595703 Iteration 8Q: 3 clusters Score -4446408 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16410 members Mstep: Class 2 contains 7786 members Entering Unmasked Estep Score: -4446996.000000 Penalty: 5006.595703 Iteration 9Q: 3 clusters Score -4446996 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17093 members Mstep: Class 2 contains 7103 members Entering Unmasked Estep Score: -4447589.000000 Penalty: 5006.595703 Iteration 10Q: 3 clusters Score -4447589 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17788 members Mstep: Class 2 contains 6408 members Entering Unmasked Estep Score: -4448188.500000 Penalty: 5006.595703 Iteration 11Q: 3 clusters Score -4448188 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18399 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -4448637.000000 Penalty: 5006.595703 Iteration 12Q: 3 clusters Score -4448637 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18949 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -4449016.500000 Penalty: 5006.595703 Iteration 13Q: 3 clusters Score -4449016 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19473 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -4449340.500000 Penalty: 5006.595703 Iteration 14Q: 3 clusters Score -4449340 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19963 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -4449597.500000 Penalty: 5006.595703 Iteration 15Q: 3 clusters Score -4449598 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20422 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -4449834.500000 Penalty: 5006.595703 Iteration 16Q: 3 clusters Score -4449834 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20851 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -4450085.500000 Penalty: 5006.595703 Iteration 17Q: 3 clusters Score -4450086 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21262 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -4450308.000000 Penalty: 5006.595703 Iteration 18Q: 3 clusters Score -4450308 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21629 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -4450508.000000 Penalty: 5006.595703 Iteration 19Q: 3 clusters Score -4450508 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21979 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -4450709.500000 Penalty: 5006.595703 Iteration 20F: 3 clusters Score -4450710 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22283 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -4450876.000000 Penalty: 5006.595703 Iteration 21Q: 3 clusters Score -4450876 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22537 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -4451015.500000 Penalty: 5006.595703 Iteration 22Q: 3 clusters Score -4451016 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22738 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -4451123.500000 Penalty: 5006.595703 Iteration 23Q: 3 clusters Score -4451124 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22897 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -4451228.000000 Penalty: 5006.595703 Iteration 24Q: 3 clusters Score -4451228 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23040 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -4451310.000000 Penalty: 5006.595703 Iteration 25Q: 3 clusters Score -4451310 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23151 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -4451368.000000 Penalty: 5006.595703 Iteration 26Q: 3 clusters Score -4451368 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23225 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -4451402.500000 Penalty: 5006.595703 Iteration 27Q: 3 clusters Score -4451402 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23303 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -4451454.500000 Penalty: 5006.595703 Iteration 28Q: 3 clusters Score -4451454 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23372 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -4451505.500000 Penalty: 5006.595703 Iteration 29Q: 3 clusters Score -4451506 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23422 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -4451537.500000 Penalty: 5006.595703 Iteration 30Q: 3 clusters Score -4451538 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23478 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -4451579.500000 Penalty: 5006.595703 Iteration 31Q: 3 clusters Score -4451580 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23517 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -4451620.500000 Penalty: 5006.595703 Iteration 32Q: 3 clusters Score -4451620 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23545 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -4451643.500000 Penalty: 5006.595703 Iteration 33Q: 3 clusters Score -4451644 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23566 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -4451654.500000 Penalty: 5006.595703 Iteration 34Q: 3 clusters Score -4451654 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23578 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -4451668.000000 Penalty: 5006.595703 Iteration 35Q: 3 clusters Score -4451668 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23588 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -4451668.500000 Penalty: 5006.595703 Iteration 36Q: 3 clusters Score -4451668 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23597 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -4451672.000000 Penalty: 5006.595703 Iteration 37Q: 3 clusters Score -4451672 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23604 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -4451675.500000 Penalty: 5006.595703 Iteration 38Q: 3 clusters Score -4451676 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23606 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -4451674.000000 Penalty: 5006.595703 Iteration 39Q: 3 clusters Score -4451674 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23610 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -4451678.000000 Penalty: 5006.595703 Iteration 40F: 3 clusters Score -4451678 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23613 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -4451681.000000 Penalty: 5006.595703 Iteration 41Q: 3 clusters Score -4451681 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23617 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -4451680.500000 Penalty: 5006.595703 Iteration 42Q: 3 clusters Score -4451680 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23619 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -4451685.500000 Penalty: 5006.595703 Iteration 43Q: 3 clusters Score -4451686 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23623 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -4451691.000000 Penalty: 5006.595703 Iteration 44Q: 3 clusters Score -4451691 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23627 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -4451691.500000 Penalty: 5006.595703 Iteration 45Q: 3 clusters Score -4451692 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23629 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -4451690.000000 Penalty: 5006.595703 Iteration 46Q: 3 clusters Score -4451690 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23630 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -4451691.500000 Penalty: 5006.595703 Iteration 47Q: 3 clusters Score -4451692 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23631 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -4451694.000000 Penalty: 5006.595703 Iteration 48Q: 3 clusters Score -4451694 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23632 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -4451694.500000 Penalty: 5006.595703 Iteration 49Q: 3 clusters Score -4451694 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23633 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -4451695.000000 Penalty: 5006.595703 Iteration 50Q: 3 clusters Score -4451695 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23634 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -4451694.500000 Penalty: 5006.595703 Iteration 51Q: 3 clusters Score -4451694 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23635 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -4451697.500000 Penalty: 5006.595703 Iteration 52Q: 3 clusters Score -4451698 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23635 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -4451697.500000 Penalty: 5006.595703 Iteration 53F: 3 clusters Score -4451698 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (23983 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23983 members Entering Unmasked Estep Score: -4632916.500000 Penalty: 2501.104736 Iteration 0F: 2 clusters Score -4632916 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12165 members Mstep: Class 2 contains 11818 members Entering Unmasked Estep Score: -4616253.000000 Penalty: 5002.209473 Iteration 0F: 3 clusters Score -4616253 nChanged 10657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12982 members Mstep: Class 2 contains 11001 members Entering Unmasked Estep Score: -4622016.500000 Penalty: 5002.209473 Iteration 1F: 3 clusters Score -4622016 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13538 members Mstep: Class 2 contains 10445 members Entering Unmasked Estep Score: -4622499.500000 Penalty: 5002.209473 Iteration 2F: 3 clusters Score -4622500 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14238 members Mstep: Class 2 contains 9745 members Entering Unmasked Estep Score: -4622983.500000 Penalty: 5002.209473 Iteration 3Q: 3 clusters Score -4622984 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15188 members Mstep: Class 2 contains 8795 members Entering Unmasked Estep Score: -4623587.500000 Penalty: 5002.209473 Iteration 4F: 3 clusters Score -4623588 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16412 members Mstep: Class 2 contains 7571 members Entering Unmasked Estep Score: -4624412.500000 Penalty: 5002.209473 Iteration 5F: 3 clusters Score -4624412 nChanged 1485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17857 members Mstep: Class 2 contains 6126 members Entering Unmasked Estep Score: -4625429.000000 Penalty: 5002.209473 Iteration 6F: 3 clusters Score -4625429 nChanged 1585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19432 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -4626677.500000 Penalty: 5002.209473 Iteration 7F: 3 clusters Score -4626678 nChanged 1494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20920 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -4627970.000000 Penalty: 5002.209473 Iteration 8F: 3 clusters Score -4627970 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22136 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -4629092.000000 Penalty: 5002.209473 Iteration 9F: 3 clusters Score -4629092 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22936 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -4629861.500000 Penalty: 5002.209473 Iteration 10Q: 3 clusters Score -4629862 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23342 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -4630260.500000 Penalty: 5002.209473 Iteration 11Q: 3 clusters Score -4630260 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23509 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -4630436.000000 Penalty: 5002.209473 Iteration 12Q: 3 clusters Score -4630436 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23586 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -4630546.000000 Penalty: 5002.209473 Iteration 13Q: 3 clusters Score -4630546 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23622 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -4630609.500000 Penalty: 5002.209473 Iteration 14Q: 3 clusters Score -4630610 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23646 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -4630646.500000 Penalty: 5002.209473 Iteration 15Q: 3 clusters Score -4630646 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23667 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -4630669.000000 Penalty: 5002.209473 Iteration 16Q: 3 clusters Score -4630669 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23679 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -4630687.500000 Penalty: 5002.209473 Iteration 17Q: 3 clusters Score -4630688 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23684 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -4630696.000000 Penalty: 5002.209473 Iteration 18Q: 3 clusters Score -4630696 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23685 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -4630706.500000 Penalty: 5002.209473 Iteration 19Q: 3 clusters Score -4630706 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23687 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -4630709.500000 Penalty: 5002.209473 Iteration 20F: 3 clusters Score -4630710 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23689 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -4630711.500000 Penalty: 5002.209473 Iteration 21Q: 3 clusters Score -4630712 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23690 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -4630713.500000 Penalty: 5002.209473 Iteration 22Q: 3 clusters Score -4630714 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23691 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -4630716.500000 Penalty: 5002.209473 Iteration 23Q: 3 clusters Score -4630716 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23691 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -4630716.500000 Penalty: 5002.209473 Iteration 24F: 3 clusters Score -4630716 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Entering Unmasked Estep Score: -307063.062500 Penalty: 1855.844604 Iteration 0F: 2 clusters Score -307063.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -304713.343750 Penalty: 3711.689209 Iteration 0F: 3 clusters Score -304713.3 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -305618.500000 Penalty: 3711.689209 Iteration 1F: 3 clusters Score -305618.5 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -306044.000000 Penalty: 3711.689209 Iteration 2F: 3 clusters Score -306044 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -306330.937500 Penalty: 3711.689209 Iteration 3F: 3 clusters Score -306330.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -306506.562500 Penalty: 3711.689209 Iteration 4F: 3 clusters Score -306506.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -306599.343750 Penalty: 3711.689209 Iteration 5Q: 3 clusters Score -306599.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -306662.781250 Penalty: 3711.689209 Iteration 6Q: 3 clusters Score -306662.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -306717.562500 Penalty: 3711.689209 Iteration 7Q: 3 clusters Score -306717.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -306756.031250 Penalty: 3711.689209 Iteration 8Q: 3 clusters Score -306756 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -306793.062500 Penalty: 3711.689209 Iteration 9Q: 3 clusters Score -306793.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -306822.437500 Penalty: 3711.689209 Iteration 10Q: 3 clusters Score -306822.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -306862.656250 Penalty: 3711.689209 Iteration 11Q: 3 clusters Score -306862.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -306898.406250 Penalty: 3711.689209 Iteration 12Q: 3 clusters Score -306898.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -306946.531250 Penalty: 3711.689209 Iteration 13Q: 3 clusters Score -306946.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -307002.468750 Penalty: 3711.689209 Iteration 14Q: 3 clusters Score -307002.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -307060.406250 Penalty: 3711.689209 Iteration 15Q: 3 clusters Score -307060.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -307102.468750 Penalty: 3711.689209 Iteration 16Q: 3 clusters Score -307102.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -307148.531250 Penalty: 3711.689209 Iteration 17Q: 3 clusters Score -307148.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -307183.781250 Penalty: 3711.689209 Iteration 18Q: 3 clusters Score -307183.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -307217.187500 Penalty: 3711.689209 Iteration 19Q: 3 clusters Score -307217.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -307241.875000 Penalty: 3711.689209 Iteration 20F: 3 clusters Score -307241.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -307266.406250 Penalty: 3711.689209 Iteration 21Q: 3 clusters Score -307266.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -307284.312500 Penalty: 3711.689209 Iteration 22Q: 3 clusters Score -307284.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -307293.875000 Penalty: 3711.689209 Iteration 23Q: 3 clusters Score -307293.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -307299.312500 Penalty: 3711.689209 Iteration 24Q: 3 clusters Score -307299.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -307300.656250 Penalty: 3711.689209 Iteration 25Q: 3 clusters Score -307300.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -307302.156250 Penalty: 3711.689209 Iteration 26Q: 3 clusters Score -307302.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -307304.218750 Penalty: 3711.689209 Iteration 27Q: 3 clusters Score -307304.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -307304.843750 Penalty: 3711.689209 Iteration 28Q: 3 clusters Score -307304.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -307304.843750 Penalty: 3711.689209 Iteration 29F: 3 clusters Score -307304.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25125 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52398 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24196 members Mstep: Class 7 contains 23983 members Mstep: Class 8 contains 1276 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19749 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63493 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56688 members Mstep: Class 18 contains 13831 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Mstep: Class 25 contains 502 members Entering Unmasked Estep Score: -63646880.000000 Penalty: 79136.750000 Splitting cluster 8 changes total score from -63648000.000000 to -63646880.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Entering Unmasked Estep Score: -14050.183594 Penalty: 1247.548584 Iteration 0F: 2 clusters Score -14050.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -13175.697266 Penalty: 2495.097168 Iteration 0F: 3 clusters Score -13175.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -13345.171875 Penalty: 2495.097168 Iteration 1F: 3 clusters Score -13345.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -13382.575195 Penalty: 2495.097168 Iteration 2Q: 3 clusters Score -13382.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -13419.290039 Penalty: 2495.097168 Iteration 3Q: 3 clusters Score -13419.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -13419.290039 Penalty: 2495.097168 Iteration 4F: 3 clusters Score -13419.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Entering Unmasked Estep Score: -207454.250000 Penalty: 1751.210938 Iteration 0F: 2 clusters Score -207454.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -205400.859375 Penalty: 3502.421875 Iteration 0F: 3 clusters Score -205400.9 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -205743.937500 Penalty: 3502.421875 Iteration 1F: 3 clusters Score -205743.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -205888.218750 Penalty: 3502.421875 Iteration 2F: 3 clusters Score -205888.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -205981.703125 Penalty: 3502.421875 Iteration 3Q: 3 clusters Score -205981.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -206046.390625 Penalty: 3502.421875 Iteration 4Q: 3 clusters Score -206046.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -206075.625000 Penalty: 3502.421875 Iteration 5Q: 3 clusters Score -206075.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -206096.578125 Penalty: 3502.421875 Iteration 6Q: 3 clusters Score -206096.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -206113.656250 Penalty: 3502.421875 Iteration 7Q: 3 clusters Score -206113.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -206132.281250 Penalty: 3502.421875 Iteration 8Q: 3 clusters Score -206132.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -206146.062500 Penalty: 3502.421875 Iteration 9Q: 3 clusters Score -206146.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -206152.796875 Penalty: 3502.421875 Iteration 10Q: 3 clusters Score -206152.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -206157.562500 Penalty: 3502.421875 Iteration 11Q: 3 clusters Score -206157.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -206160.296875 Penalty: 3502.421875 Iteration 12Q: 3 clusters Score -206160.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -206161.765625 Penalty: 3502.421875 Iteration 13Q: 3 clusters Score -206161.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -206163.281250 Penalty: 3502.421875 Iteration 14Q: 3 clusters Score -206163.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -206163.281250 Penalty: 3502.421875 Iteration 15F: 3 clusters Score -206163.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Entering Unmasked Estep Score: -48623.027344 Penalty: 1406.984131 Iteration 0F: 2 clusters Score -48623.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -47364.703125 Penalty: 2813.968262 Iteration 0F: 3 clusters Score -47364.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -47503.414062 Penalty: 2813.968262 Iteration 1F: 3 clusters Score -47503.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -47549.570312 Penalty: 2813.968262 Iteration 2Q: 3 clusters Score -47549.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -47558.722656 Penalty: 2813.968262 Iteration 3Q: 3 clusters Score -47558.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -47558.722656 Penalty: 2813.968262 Iteration 4F: 3 clusters Score -47558.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (19749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19749 members Entering Unmasked Estep Score: -3552375.500000 Penalty: 2452.932617 Iteration 0F: 2 clusters Score -3552376 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9945 members Mstep: Class 2 contains 9804 members Entering Unmasked Estep Score: -3538536.000000 Penalty: 4905.865234 Iteration 0F: 3 clusters Score -3538536 nChanged 8615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10300 members Mstep: Class 2 contains 9449 members Entering Unmasked Estep Score: -3543204.500000 Penalty: 4905.865234 Iteration 1F: 3 clusters Score -3543204 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10526 members Mstep: Class 2 contains 9223 members Entering Unmasked Estep Score: -3543620.500000 Penalty: 4905.865234 Iteration 2F: 3 clusters Score -3543620 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10883 members Mstep: Class 2 contains 8866 members Entering Unmasked Estep Score: -3544015.750000 Penalty: 4905.865234 Iteration 3Q: 3 clusters Score -3544016 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11305 members Mstep: Class 2 contains 8444 members Entering Unmasked Estep Score: -3544420.000000 Penalty: 4905.865234 Iteration 4Q: 3 clusters Score -3544420 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11888 members Mstep: Class 2 contains 7861 members Entering Unmasked Estep Score: -3544932.000000 Penalty: 4905.865234 Iteration 5Q: 3 clusters Score -3544932 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12682 members Mstep: Class 2 contains 7067 members Entering Unmasked Estep Score: -3545653.750000 Penalty: 4905.865234 Iteration 6F: 3 clusters Score -3545654 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13689 members Mstep: Class 2 contains 6060 members Entering Unmasked Estep Score: -3546648.500000 Penalty: 4905.865234 Iteration 7F: 3 clusters Score -3546648 nChanged 1430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14839 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -3547905.500000 Penalty: 4905.865234 Iteration 8F: 3 clusters Score -3547906 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15950 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -3549116.000000 Penalty: 4905.865234 Iteration 9F: 3 clusters Score -3549116 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16738 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -3549963.750000 Penalty: 4905.865234 Iteration 10F: 3 clusters Score -3549964 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17211 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -3550452.250000 Penalty: 4905.865234 Iteration 11Q: 3 clusters Score -3550452 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17535 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -3550742.500000 Penalty: 4905.865234 Iteration 12Q: 3 clusters Score -3550742 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17741 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -3550935.250000 Penalty: 4905.865234 Iteration 13Q: 3 clusters Score -3550935 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17904 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -3551056.500000 Penalty: 4905.865234 Iteration 14Q: 3 clusters Score -3551056 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18018 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -3551145.500000 Penalty: 4905.865234 Iteration 15Q: 3 clusters Score -3551146 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18096 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -3551199.500000 Penalty: 4905.865234 Iteration 16Q: 3 clusters Score -3551200 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18155 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -3551240.500000 Penalty: 4905.865234 Iteration 17Q: 3 clusters Score -3551240 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18212 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -3551255.750000 Penalty: 4905.865234 Iteration 18Q: 3 clusters Score -3551256 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18248 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -3551280.000000 Penalty: 4905.865234 Iteration 19Q: 3 clusters Score -3551280 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18278 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -3551294.000000 Penalty: 4905.865234 Iteration 20F: 3 clusters Score -3551294 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18302 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -3551294.750000 Penalty: 4905.865234 Iteration 21Q: 3 clusters Score -3551295 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18328 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -3551314.000000 Penalty: 4905.865234 Iteration 22Q: 3 clusters Score -3551314 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18360 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -3551325.500000 Penalty: 4905.865234 Iteration 23Q: 3 clusters Score -3551326 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18380 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -3551331.750000 Penalty: 4905.865234 Iteration 24Q: 3 clusters Score -3551332 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18400 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -3551336.750000 Penalty: 4905.865234 Iteration 25Q: 3 clusters Score -3551337 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18414 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -3551340.250000 Penalty: 4905.865234 Iteration 26Q: 3 clusters Score -3551340 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18420 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -3551347.750000 Penalty: 4905.865234 Iteration 27Q: 3 clusters Score -3551348 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18423 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -3551353.750000 Penalty: 4905.865234 Iteration 28Q: 3 clusters Score -3551354 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18425 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -3551347.750000 Penalty: 4905.865234 Iteration 29Q: 3 clusters Score -3551348 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18432 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -3551347.250000 Penalty: 4905.865234 Iteration 30Q: 3 clusters Score -3551347 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18437 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -3551349.500000 Penalty: 4905.865234 Iteration 31Q: 3 clusters Score -3551350 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18439 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -3551349.750000 Penalty: 4905.865234 Iteration 32Q: 3 clusters Score -3551350 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18441 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -3551353.500000 Penalty: 4905.865234 Iteration 33Q: 3 clusters Score -3551354 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18444 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -3551355.500000 Penalty: 4905.865234 Iteration 34Q: 3 clusters Score -3551356 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18446 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -3551356.000000 Penalty: 4905.865234 Iteration 35Q: 3 clusters Score -3551356 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18446 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -3551357.250000 Penalty: 4905.865234 Iteration 36Q: 3 clusters Score -3551357 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18446 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -3551357.250000 Penalty: 4905.865234 Iteration 37F: 3 clusters Score -3551357 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Entering Unmasked Estep Score: -75539.914062 Penalty: 1520.004517 Iteration 0F: 2 clusters Score -75539.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -74107.476562 Penalty: 3040.009033 Iteration 0F: 3 clusters Score -74107.48 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -74333.750000 Penalty: 3040.009033 Iteration 1F: 3 clusters Score -74333.75 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -74392.742188 Penalty: 3040.009033 Iteration 2F: 3 clusters Score -74392.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -74425.117188 Penalty: 3040.009033 Iteration 3Q: 3 clusters Score -74425.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -74433.500000 Penalty: 3040.009033 Iteration 4Q: 3 clusters Score -74433.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -74439.000000 Penalty: 3040.009033 Iteration 5Q: 3 clusters Score -74439 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -74462.648438 Penalty: 3040.009033 Iteration 6Q: 3 clusters Score -74462.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -74484.226562 Penalty: 3040.009033 Iteration 7Q: 3 clusters Score -74484.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -74502.914062 Penalty: 3040.009033 Iteration 8Q: 3 clusters Score -74502.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -74514.562500 Penalty: 3040.009033 Iteration 9Q: 3 clusters Score -74514.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -74520.765625 Penalty: 3040.009033 Iteration 10Q: 3 clusters Score -74520.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -74524.781250 Penalty: 3040.009033 Iteration 11Q: 3 clusters Score -74524.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -74530.203125 Penalty: 3040.009033 Iteration 12Q: 3 clusters Score -74530.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -74530.203125 Penalty: 3040.009033 Iteration 13F: 3 clusters Score -74530.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Entering Unmasked Estep Score: -49756.726562 Penalty: 1440.419434 Iteration 0F: 2 clusters Score -49756.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -48473.183594 Penalty: 2880.838867 Iteration 0F: 3 clusters Score -48473.18 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -48615.859375 Penalty: 2880.838867 Iteration 1F: 3 clusters Score -48615.86 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -48670.847656 Penalty: 2880.838867 Iteration 2Q: 3 clusters Score -48670.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -48687.296875 Penalty: 2880.838867 Iteration 3Q: 3 clusters Score -48687.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -48692.746094 Penalty: 2880.838867 Iteration 4Q: 3 clusters Score -48692.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -48692.746094 Penalty: 2880.838867 Iteration 5F: 3 clusters Score -48692.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (63493 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63493 members Entering Unmasked Estep Score: -11425705.000000 Penalty: 2742.553955 Iteration 0F: 2 clusters Score -1.14257e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31722 members Mstep: Class 2 contains 31771 members Entering Unmasked Estep Score: -11391807.000000 Penalty: 5485.107910 Iteration 0F: 3 clusters Score -1.139181e+07 nChanged 29534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31432 members Mstep: Class 2 contains 32061 members Entering Unmasked Estep Score: -11408180.000000 Penalty: 5485.107910 Iteration 1F: 3 clusters Score -1.140818e+07 nChanged 2273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31289 members Mstep: Class 2 contains 32204 members Entering Unmasked Estep Score: -11408691.000000 Penalty: 5485.107910 Iteration 2Q: 3 clusters Score -1.140869e+07 nChanged 2052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31043 members Mstep: Class 2 contains 32450 members Entering Unmasked Estep Score: -11409110.000000 Penalty: 5485.107910 Iteration 3Q: 3 clusters Score -1.140911e+07 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30771 members Mstep: Class 2 contains 32722 members Entering Unmasked Estep Score: -11409439.000000 Penalty: 5485.107910 Iteration 4Q: 3 clusters Score -1.140944e+07 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30413 members Mstep: Class 2 contains 33080 members Entering Unmasked Estep Score: -11409819.000000 Penalty: 5485.107910 Iteration 5Q: 3 clusters Score -1.140982e+07 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29945 members Mstep: Class 2 contains 33548 members Entering Unmasked Estep Score: -11410150.000000 Penalty: 5485.107910 Iteration 6Q: 3 clusters Score -1.141015e+07 nChanged 1743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29254 members Mstep: Class 2 contains 34239 members Entering Unmasked Estep Score: -11410529.000000 Penalty: 5485.107910 Iteration 7Q: 3 clusters Score -1.141053e+07 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28385 members Mstep: Class 2 contains 35108 members Entering Unmasked Estep Score: -11411068.000000 Penalty: 5485.107910 Iteration 8Q: 3 clusters Score -1.141107e+07 nChanged 1923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27168 members Mstep: Class 2 contains 36325 members Entering Unmasked Estep Score: -11411640.000000 Penalty: 5485.107910 Iteration 9Q: 3 clusters Score -1.141164e+07 nChanged 2167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25609 members Mstep: Class 2 contains 37884 members Entering Unmasked Estep Score: -11412490.000000 Penalty: 5485.107910 Iteration 10Q: 3 clusters Score -1.141249e+07 nChanged 2590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23503 members Mstep: Class 2 contains 39990 members Entering Unmasked Estep Score: -11413855.000000 Penalty: 5485.107910 Iteration 11Q: 3 clusters Score -1.141386e+07 nChanged 3011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21038 members Mstep: Class 2 contains 42455 members Entering Unmasked Estep Score: -11415535.000000 Penalty: 5485.107910 Iteration 12Q: 3 clusters Score -1.141554e+07 nChanged 3212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18334 members Mstep: Class 2 contains 45159 members Entering Unmasked Estep Score: -11417428.000000 Penalty: 5485.107910 Iteration 13F: 3 clusters Score -1.141743e+07 nChanged 3268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15652 members Mstep: Class 2 contains 47841 members Entering Unmasked Estep Score: -11419425.000000 Penalty: 5485.107910 Iteration 14F: 3 clusters Score -1.141942e+07 nChanged 2871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13465 members Mstep: Class 2 contains 50028 members Entering Unmasked Estep Score: -11420561.000000 Penalty: 5485.107910 Iteration 15Q: 3 clusters Score -1.142056e+07 nChanged 2320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11851 members Mstep: Class 2 contains 51642 members Entering Unmasked Estep Score: -11421289.000000 Penalty: 5485.107910 Iteration 16Q: 3 clusters Score -1.142129e+07 nChanged 1785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10712 members Mstep: Class 2 contains 52781 members Entering Unmasked Estep Score: -11421508.000000 Penalty: 5485.107910 Iteration 17Q: 3 clusters Score -1.142151e+07 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9889 members Mstep: Class 2 contains 53604 members Entering Unmasked Estep Score: -11421593.000000 Penalty: 5485.107910 Iteration 18Q: 3 clusters Score -1.142159e+07 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9225 members Mstep: Class 2 contains 54268 members Entering Unmasked Estep Score: -11421609.000000 Penalty: 5485.107910 Iteration 19Q: 3 clusters Score -1.142161e+07 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8694 members Mstep: Class 2 contains 54799 members Entering Unmasked Estep Score: -11421607.000000 Penalty: 5485.107910 Iteration 20F: 3 clusters Score -1.142161e+07 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8230 members Mstep: Class 2 contains 55263 members Entering Unmasked Estep Score: -11421643.000000 Penalty: 5485.107910 Iteration 21Q: 3 clusters Score -1.142164e+07 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 55699 members Entering Unmasked Estep Score: -11421686.000000 Penalty: 5485.107910 Iteration 22Q: 3 clusters Score -1.142169e+07 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7437 members Mstep: Class 2 contains 56056 members Entering Unmasked Estep Score: -11421632.000000 Penalty: 5485.107910 Iteration 23Q: 3 clusters Score -1.142163e+07 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7100 members Mstep: Class 2 contains 56393 members Entering Unmasked Estep Score: -11421594.000000 Penalty: 5485.107910 Iteration 24Q: 3 clusters Score -1.142159e+07 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6797 members Mstep: Class 2 contains 56696 members Entering Unmasked Estep Score: -11421562.000000 Penalty: 5485.107910 Iteration 25Q: 3 clusters Score -1.142156e+07 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 56992 members Entering Unmasked Estep Score: -11421536.000000 Penalty: 5485.107910 Iteration 26Q: 3 clusters Score -1.142154e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6238 members Mstep: Class 2 contains 57255 members Entering Unmasked Estep Score: -11421502.000000 Penalty: 5485.107910 Iteration 27Q: 3 clusters Score -1.14215e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 57488 members Entering Unmasked Estep Score: -11421489.000000 Penalty: 5485.107910 Iteration 28Q: 3 clusters Score -1.142149e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5793 members Mstep: Class 2 contains 57700 members Entering Unmasked Estep Score: -11421474.000000 Penalty: 5485.107910 Iteration 29Q: 3 clusters Score -1.142147e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 57875 members Entering Unmasked Estep Score: -11421503.000000 Penalty: 5485.107910 Iteration 30Q: 3 clusters Score -1.14215e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 58045 members Entering Unmasked Estep Score: -11421500.000000 Penalty: 5485.107910 Iteration 31Q: 3 clusters Score -1.14215e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 58184 members Entering Unmasked Estep Score: -11421531.000000 Penalty: 5485.107910 Iteration 32Q: 3 clusters Score -1.142153e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 58318 members Entering Unmasked Estep Score: -11421547.000000 Penalty: 5485.107910 Iteration 33Q: 3 clusters Score -1.142155e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 58458 members Entering Unmasked Estep Score: -11421557.000000 Penalty: 5485.107910 Iteration 34Q: 3 clusters Score -1.142156e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 58595 members Entering Unmasked Estep Score: -11421574.000000 Penalty: 5485.107910 Iteration 35Q: 3 clusters Score -1.142157e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 58727 members Entering Unmasked Estep Score: -11421585.000000 Penalty: 5485.107910 Iteration 36Q: 3 clusters Score -1.142158e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 58852 members Entering Unmasked Estep Score: -11421625.000000 Penalty: 5485.107910 Iteration 37Q: 3 clusters Score -1.142162e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 58971 members Entering Unmasked Estep Score: -11421636.000000 Penalty: 5485.107910 Iteration 38Q: 3 clusters Score -1.142164e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 59068 members Entering Unmasked Estep Score: -11421667.000000 Penalty: 5485.107910 Iteration 39Q: 3 clusters Score -1.142167e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 59181 members Entering Unmasked Estep Score: -11421692.000000 Penalty: 5485.107910 Iteration 40F: 3 clusters Score -1.142169e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 59296 members Entering Unmasked Estep Score: -11421727.000000 Penalty: 5485.107910 Iteration 41Q: 3 clusters Score -1.142173e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 59414 members Entering Unmasked Estep Score: -11421823.000000 Penalty: 5485.107910 Iteration 42Q: 3 clusters Score -1.142182e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 59526 members Entering Unmasked Estep Score: -11421862.000000 Penalty: 5485.107910 Iteration 43Q: 3 clusters Score -1.142186e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 59608 members Entering Unmasked Estep Score: -11421848.000000 Penalty: 5485.107910 Iteration 44Q: 3 clusters Score -1.142185e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 59688 members Entering Unmasked Estep Score: -11421858.000000 Penalty: 5485.107910 Iteration 45Q: 3 clusters Score -1.142186e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 59757 members Entering Unmasked Estep Score: -11421848.000000 Penalty: 5485.107910 Iteration 46Q: 3 clusters Score -1.142185e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 59815 members Entering Unmasked Estep Score: -11421852.000000 Penalty: 5485.107910 Iteration 47Q: 3 clusters Score -1.142185e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 59873 members Entering Unmasked Estep Score: -11421886.000000 Penalty: 5485.107910 Iteration 48Q: 3 clusters Score -1.142189e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 59924 members Entering Unmasked Estep Score: -11421896.000000 Penalty: 5485.107910 Iteration 49Q: 3 clusters Score -1.14219e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 59983 members Entering Unmasked Estep Score: -11421922.000000 Penalty: 5485.107910 Iteration 50Q: 3 clusters Score -1.142192e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 60038 members Entering Unmasked Estep Score: -11421959.000000 Penalty: 5485.107910 Iteration 51Q: 3 clusters Score -1.142196e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 60100 members Entering Unmasked Estep Score: -11422006.000000 Penalty: 5485.107910 Iteration 52Q: 3 clusters Score -1.142201e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 60164 members Entering Unmasked Estep Score: -11422032.000000 Penalty: 5485.107910 Iteration 53Q: 3 clusters Score -1.142203e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 60215 members Entering Unmasked Estep Score: -11422050.000000 Penalty: 5485.107910 Iteration 54Q: 3 clusters Score -1.142205e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 60272 members Entering Unmasked Estep Score: -11422044.000000 Penalty: 5485.107910 Iteration 55Q: 3 clusters Score -1.142204e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 60328 members Entering Unmasked Estep Score: -11422075.000000 Penalty: 5485.107910 Iteration 56Q: 3 clusters Score -1.142208e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 60401 members Entering Unmasked Estep Score: -11422101.000000 Penalty: 5485.107910 Iteration 57Q: 3 clusters Score -1.14221e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 60465 members Entering Unmasked Estep Score: -11422102.000000 Penalty: 5485.107910 Iteration 58Q: 3 clusters Score -1.14221e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 60525 members Entering Unmasked Estep Score: -11422144.000000 Penalty: 5485.107910 Iteration 59Q: 3 clusters Score -1.142214e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 60599 members Entering Unmasked Estep Score: -11422189.000000 Penalty: 5485.107910 Iteration 60F: 3 clusters Score -1.142219e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 60663 members Entering Unmasked Estep Score: -11422227.000000 Penalty: 5485.107910 Iteration 61Q: 3 clusters Score -1.142223e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 60724 members Entering Unmasked Estep Score: -11422258.000000 Penalty: 5485.107910 Iteration 62Q: 3 clusters Score -1.142226e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 60787 members Entering Unmasked Estep Score: -11422284.000000 Penalty: 5485.107910 Iteration 63Q: 3 clusters Score -1.142228e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 60857 members Entering Unmasked Estep Score: -11422323.000000 Penalty: 5485.107910 Iteration 64Q: 3 clusters Score -1.142232e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 60939 members Entering Unmasked Estep Score: -11422352.000000 Penalty: 5485.107910 Iteration 65Q: 3 clusters Score -1.142235e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 61017 members Entering Unmasked Estep Score: -11422400.000000 Penalty: 5485.107910 Iteration 66Q: 3 clusters Score -1.14224e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 61085 members Entering Unmasked Estep Score: -11422410.000000 Penalty: 5485.107910 Iteration 67Q: 3 clusters Score -1.142241e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 61147 members Entering Unmasked Estep Score: -11422430.000000 Penalty: 5485.107910 Iteration 68Q: 3 clusters Score -1.142243e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 61216 members Entering Unmasked Estep Score: -11422467.000000 Penalty: 5485.107910 Iteration 69Q: 3 clusters Score -1.142247e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 61275 members Entering Unmasked Estep Score: -11422455.000000 Penalty: 5485.107910 Iteration 70Q: 3 clusters Score -1.142246e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 61333 members Entering Unmasked Estep Score: -11422497.000000 Penalty: 5485.107910 Iteration 71Q: 3 clusters Score -1.14225e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 61392 members Entering Unmasked Estep Score: 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members Entering Unmasked Estep Score: -11422634.000000 Penalty: 5485.107910 Iteration 76Q: 3 clusters Score -1.142263e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 61666 members Entering Unmasked Estep Score: -11422668.000000 Penalty: 5485.107910 Iteration 77Q: 3 clusters Score -1.142267e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 61704 members Entering Unmasked Estep Score: -11422676.000000 Penalty: 5485.107910 Iteration 78Q: 3 clusters Score -1.142268e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 61746 members Entering Unmasked Estep Score: -11422717.000000 Penalty: 5485.107910 Iteration 79Q: 3 clusters Score -1.142272e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 61781 members Entering Unmasked Estep Score: -11422737.000000 Penalty: 5485.107910 Iteration 80F: 3 clusters Score -1.142274e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 61826 members Entering Unmasked Estep Score: -11422772.000000 Penalty: 5485.107910 Iteration 81Q: 3 clusters Score -1.142277e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 61870 members Entering Unmasked Estep Score: -11422791.000000 Penalty: 5485.107910 Iteration 82Q: 3 clusters Score -1.142279e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 61907 members Entering Unmasked Estep Score: -11422822.000000 Penalty: 5485.107910 Iteration 83Q: 3 clusters Score -1.142282e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 61946 members Entering Unmasked Estep Score: -11422826.000000 Penalty: 5485.107910 Iteration 84Q: 3 clusters Score -1.142283e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 61985 members Entering Unmasked Estep Score: -11422832.000000 Penalty: 5485.107910 Iteration 85Q: 3 clusters Score -1.142283e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 62016 members Entering Unmasked Estep Score: -11422852.000000 Penalty: 5485.107910 Iteration 86Q: 3 clusters Score -1.142285e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 62039 members Entering Unmasked Estep Score: -11422863.000000 Penalty: 5485.107910 Iteration 87Q: 3 clusters Score -1.142286e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 62066 members Entering Unmasked Estep Score: -11422861.000000 Penalty: 5485.107910 Iteration 88Q: 3 clusters Score -1.142286e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 62095 members Entering Unmasked Estep Score: -11422869.000000 Penalty: 5485.107910 Iteration 89Q: 3 clusters Score -1.142287e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 62123 members Entering Unmasked Estep Score: -11422902.000000 Penalty: 5485.107910 Iteration 90Q: 3 clusters Score -1.14229e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 62149 members Entering Unmasked Estep Score: -11422913.000000 Penalty: 5485.107910 Iteration 91Q: 3 clusters Score -1.142291e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 62172 members Entering Unmasked Estep Score: -11422930.000000 Penalty: 5485.107910 Iteration 92Q: 3 clusters Score -1.142293e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 62191 members Entering Unmasked Estep Score: -11422947.000000 Penalty: 5485.107910 Iteration 93Q: 3 clusters Score -1.142295e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 62211 members Entering Unmasked Estep Score: -11422958.000000 Penalty: 5485.107910 Iteration 94Q: 3 clusters Score -1.142296e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 62234 members Entering Unmasked Estep Score: -11422977.000000 Penalty: 5485.107910 Iteration 95Q: 3 clusters Score -1.142298e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 62253 members Entering Unmasked Estep Score: -11422995.000000 Penalty: 5485.107910 Iteration 96Q: 3 clusters Score -1.1423e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 62270 members Entering Unmasked Estep Score: -11423013.000000 Penalty: 5485.107910 Iteration 97Q: 3 clusters Score -1.142301e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 62284 members Entering Unmasked Estep Score: -11423023.000000 Penalty: 5485.107910 Iteration 98Q: 3 clusters Score -1.142302e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 62291 members Entering Unmasked Estep Score: -11423023.000000 Penalty: 5485.107910 Iteration 99Q: 3 clusters Score -1.142302e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 62297 members Entering Unmasked Estep Score: -11423041.000000 Penalty: 5485.107910 Iteration 100F: 3 clusters Score -1.142304e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 62307 members Entering Unmasked Estep Score: -11423034.000000 Penalty: 5485.107910 Iteration 101Q: 3 clusters Score -1.142303e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 62318 members Entering Unmasked Estep Score: -11423045.000000 Penalty: 5485.107910 Iteration 102Q: 3 clusters Score -1.142304e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 62331 members Entering Unmasked Estep Score: -11423048.000000 Penalty: 5485.107910 Iteration 103Q: 3 clusters Score -1.142305e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 62345 members Entering Unmasked Estep Score: -11423067.000000 Penalty: 5485.107910 Iteration 104Q: 3 clusters Score -1.142307e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 62363 members Entering Unmasked Estep Score: -11423090.000000 Penalty: 5485.107910 Iteration 105Q: 3 clusters Score -1.142309e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 62370 members Entering Unmasked Estep Score: -11423104.000000 Penalty: 5485.107910 Iteration 106Q: 3 clusters Score -1.14231e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 62382 members Entering Unmasked Estep Score: -11423105.000000 Penalty: 5485.107910 Iteration 107Q: 3 clusters Score -1.14231e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 62392 members Entering Unmasked Estep Score: -11423119.000000 Penalty: 5485.107910 Iteration 108Q: 3 clusters Score -1.142312e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 62406 members Entering Unmasked Estep Score: -11423113.000000 Penalty: 5485.107910 Iteration 109Q: 3 clusters Score -1.142311e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 62419 members Entering Unmasked Estep Score: -11423131.000000 Penalty: 5485.107910 Iteration 110Q: 3 clusters Score -1.142313e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 62429 members Entering Unmasked Estep Score: -11423143.000000 Penalty: 5485.107910 Iteration 111Q: 3 clusters Score -1.142314e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 62434 members Entering Unmasked Estep Score: -11423137.000000 Penalty: 5485.107910 Iteration 112Q: 3 clusters Score -1.142314e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 62438 members Entering Unmasked Estep Score: -11423142.000000 Penalty: 5485.107910 Iteration 113Q: 3 clusters Score -1.142314e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 62442 members Entering Unmasked Estep Score: -11423148.000000 Penalty: 5485.107910 Iteration 114Q: 3 clusters Score -1.142315e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 62452 members Entering Unmasked Estep Score: -11423170.000000 Penalty: 5485.107910 Iteration 115Q: 3 clusters Score -1.142317e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 62460 members Entering Unmasked Estep Score: -11423175.000000 Penalty: 5485.107910 Iteration 116Q: 3 clusters Score -1.142318e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 62469 members Entering Unmasked Estep Score: -11423170.000000 Penalty: 5485.107910 Iteration 117Q: 3 clusters Score -1.142317e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 62474 members Entering Unmasked Estep Score: -11423182.000000 Penalty: 5485.107910 Iteration 118Q: 3 clusters Score -1.142318e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 62479 members Entering Unmasked Estep Score: -11423182.000000 Penalty: 5485.107910 Iteration 119Q: 3 clusters Score -1.142318e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 62482 members Entering Unmasked Estep Score: -11423183.000000 Penalty: 5485.107910 Iteration 120F: 3 clusters Score -1.142318e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 62482 members Entering Unmasked Estep Score: -11423199.000000 Penalty: 5485.107910 Iteration 121Q: 3 clusters Score -1.14232e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 62484 members Entering Unmasked Estep Score: -11423196.000000 Penalty: 5485.107910 Iteration 122Q: 3 clusters Score -1.14232e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 62485 members Entering Unmasked Estep Score: -11423194.000000 Penalty: 5485.107910 Iteration 123Q: 3 clusters Score -1.142319e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 62485 members Entering Unmasked Estep Score: -11423194.000000 Penalty: 5485.107910 Iteration 124F: 3 clusters Score -1.142319e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1042 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Entering Unmasked Estep Score: -176215.187500 Penalty: 1723.326538 Iteration 0F: 2 clusters Score -176215.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -174230.125000 Penalty: 3446.653076 Iteration 0F: 3 clusters Score -174230.1 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -174600.328125 Penalty: 3446.653076 Iteration 1F: 3 clusters Score -174600.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -174753.734375 Penalty: 3446.653076 Iteration 2F: 3 clusters Score -174753.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -174865.312500 Penalty: 3446.653076 Iteration 3Q: 3 clusters Score -174865.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -174934.703125 Penalty: 3446.653076 Iteration 4Q: 3 clusters Score -174934.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -174989.312500 Penalty: 3446.653076 Iteration 5Q: 3 clusters Score -174989.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -175041.546875 Penalty: 3446.653076 Iteration 6Q: 3 clusters Score -175041.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -175088.156250 Penalty: 3446.653076 Iteration 7Q: 3 clusters Score -175088.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -175118.890625 Penalty: 3446.653076 Iteration 8Q: 3 clusters Score -175118.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -175141.406250 Penalty: 3446.653076 Iteration 9Q: 3 clusters Score -175141.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -175178.046875 Penalty: 3446.653076 Iteration 10Q: 3 clusters Score -175178 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -175207.390625 Penalty: 3446.653076 Iteration 11Q: 3 clusters Score -175207.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -175230.062500 Penalty: 3446.653076 Iteration 12Q: 3 clusters Score -175230.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -175245.578125 Penalty: 3446.653076 Iteration 13Q: 3 clusters Score -175245.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -175275.265625 Penalty: 3446.653076 Iteration 14Q: 3 clusters Score -175275.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -175307.218750 Penalty: 3446.653076 Iteration 15Q: 3 clusters Score -175307.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -175332.406250 Penalty: 3446.653076 Iteration 16Q: 3 clusters Score -175332.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -175360.125000 Penalty: 3446.653076 Iteration 17Q: 3 clusters Score -175360.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -175384.437500 Penalty: 3446.653076 Iteration 18Q: 3 clusters Score -175384.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -175415.359375 Penalty: 3446.653076 Iteration 19Q: 3 clusters Score -175415.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -175443.656250 Penalty: 3446.653076 Iteration 20F: 3 clusters Score -175443.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -175474.343750 Penalty: 3446.653076 Iteration 21Q: 3 clusters Score -175474.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -175498.343750 Penalty: 3446.653076 Iteration 22Q: 3 clusters Score -175498.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -175519.093750 Penalty: 3446.653076 Iteration 23Q: 3 clusters Score -175519.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -175532.343750 Penalty: 3446.653076 Iteration 24Q: 3 clusters Score -175532.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -175540.312500 Penalty: 3446.653076 Iteration 25Q: 3 clusters Score -175540.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -175545.859375 Penalty: 3446.653076 Iteration 26Q: 3 clusters Score -175545.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -175546.671875 Penalty: 3446.653076 Iteration 27Q: 3 clusters Score -175546.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -175548.187500 Penalty: 3446.653076 Iteration 28Q: 3 clusters Score -175548.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -175548.187500 Penalty: 3446.653076 Iteration 29F: 3 clusters Score -175548.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (56688 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56688 members Entering Unmasked Estep Score: -10413662.000000 Penalty: 2714.438965 Iteration 0F: 2 clusters Score -1.041366e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28440 members Mstep: Class 2 contains 28248 members Entering Unmasked Estep Score: -10376752.000000 Penalty: 5428.877930 Iteration 0F: 3 clusters Score -1.037675e+07 nChanged 26190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29508 members Mstep: Class 2 contains 27180 members Entering Unmasked Estep Score: -10391396.000000 Penalty: 5428.877930 Iteration 1F: 3 clusters Score -1.03914e+07 nChanged 2291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30185 members Mstep: Class 2 contains 26503 members Entering Unmasked Estep Score: -10392108.000000 Penalty: 5428.877930 Iteration 2Q: 3 clusters Score -1.039211e+07 nChanged 2380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31195 members Mstep: Class 2 contains 25493 members Entering Unmasked Estep Score: -10393038.000000 Penalty: 5428.877930 Iteration 3Q: 3 clusters Score -1.039304e+07 nChanged 2554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32581 members Mstep: Class 2 contains 24107 members Entering Unmasked Estep Score: -10394260.000000 Penalty: 5428.877930 Iteration 4Q: 3 clusters Score -1.039426e+07 nChanged 2820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34341 members Mstep: Class 2 contains 22347 members Entering Unmasked Estep Score: -10395952.000000 Penalty: 5428.877930 Iteration 5Q: 3 clusters Score -1.039595e+07 nChanged 3083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36466 members Mstep: Class 2 contains 20222 members Entering Unmasked Estep Score: -10398312.000000 Penalty: 5428.877930 Iteration 6F: 3 clusters Score -1.039831e+07 nChanged 3178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38602 members Mstep: Class 2 contains 18086 members Entering Unmasked Estep Score: -10400999.000000 Penalty: 5428.877930 Iteration 7F: 3 clusters Score -1.0401e+07 nChanged 3150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40426 members Mstep: Class 2 contains 16262 members Entering Unmasked Estep Score: -10403444.000000 Penalty: 5428.877930 Iteration 8F: 3 clusters Score -1.040344e+07 nChanged 2856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41830 members Mstep: Class 2 contains 14858 members Entering Unmasked Estep Score: -10405362.000000 Penalty: 5428.877930 Iteration 9F: 3 clusters Score -1.040536e+07 nChanged 2198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42828 members Mstep: Class 2 contains 13860 members Entering Unmasked Estep Score: -10406581.000000 Penalty: 5428.877930 Iteration 10Q: 3 clusters Score -1.040658e+07 nChanged 1486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43600 members Mstep: Class 2 contains 13088 members Entering Unmasked Estep Score: -10407227.000000 Penalty: 5428.877930 Iteration 11Q: 3 clusters Score -1.040723e+07 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44349 members Mstep: Class 2 contains 12339 members Entering Unmasked Estep Score: -10407657.000000 Penalty: 5428.877930 Iteration 12Q: 3 clusters Score -1.040766e+07 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45050 members Mstep: Class 2 contains 11638 members Entering Unmasked Estep Score: -10407948.000000 Penalty: 5428.877930 Iteration 13Q: 3 clusters Score -1.040795e+07 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45740 members Mstep: Class 2 contains 10948 members Entering Unmasked Estep Score: -10408225.000000 Penalty: 5428.877930 Iteration 14Q: 3 clusters Score -1.040822e+07 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46420 members Mstep: Class 2 contains 10268 members Entering Unmasked Estep Score: -10408434.000000 Penalty: 5428.877930 Iteration 15Q: 3 clusters Score -1.040843e+07 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47102 members Mstep: Class 2 contains 9586 members Entering Unmasked Estep Score: -10408660.000000 Penalty: 5428.877930 Iteration 16Q: 3 clusters Score -1.040866e+07 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47760 members Mstep: Class 2 contains 8928 members Entering Unmasked Estep Score: -10408901.000000 Penalty: 5428.877930 Iteration 17Q: 3 clusters Score -1.04089e+07 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48372 members Mstep: Class 2 contains 8316 members Entering Unmasked Estep Score: -10409161.000000 Penalty: 5428.877930 Iteration 18Q: 3 clusters Score -1.040916e+07 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48957 members Mstep: Class 2 contains 7731 members Entering Unmasked Estep Score: -10409291.000000 Penalty: 5428.877930 Iteration 19Q: 3 clusters Score -1.040929e+07 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49517 members Mstep: Class 2 contains 7171 members Entering Unmasked Estep Score: -10409459.000000 Penalty: 5428.877930 Iteration 20F: 3 clusters Score -1.040946e+07 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50093 members Mstep: Class 2 contains 6595 members Entering Unmasked Estep Score: -10409683.000000 Penalty: 5428.877930 Iteration 21Q: 3 clusters Score -1.040968e+07 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50650 members Mstep: Class 2 contains 6038 members Entering Unmasked Estep Score: -10409853.000000 Penalty: 5428.877930 Iteration 22Q: 3 clusters Score -1.040985e+07 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51179 members Mstep: Class 2 contains 5509 members Entering Unmasked Estep Score: -10410017.000000 Penalty: 5428.877930 Iteration 23Q: 3 clusters Score -1.041002e+07 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51691 members Mstep: Class 2 contains 4997 members Entering Unmasked Estep Score: -10410162.000000 Penalty: 5428.877930 Iteration 24Q: 3 clusters Score -1.041016e+07 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52180 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -10410329.000000 Penalty: 5428.877930 Iteration 25Q: 3 clusters Score -1.041033e+07 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52659 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -10410558.000000 Penalty: 5428.877930 Iteration 26Q: 3 clusters Score -1.041056e+07 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53083 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -10410616.000000 Penalty: 5428.877930 Iteration 27Q: 3 clusters Score -1.041062e+07 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53462 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -10410767.000000 Penalty: 5428.877930 Iteration 28Q: 3 clusters Score -1.041077e+07 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53785 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -10410847.000000 Penalty: 5428.877930 Iteration 29Q: 3 clusters Score -1.041085e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54067 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -10410977.000000 Penalty: 5428.877930 Iteration 30Q: 3 clusters Score -1.041098e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54314 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -10411088.000000 Penalty: 5428.877930 Iteration 31Q: 3 clusters Score -1.041109e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54512 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -10411143.000000 Penalty: 5428.877930 Iteration 32Q: 3 clusters Score -1.041114e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54667 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -10411166.000000 Penalty: 5428.877930 Iteration 33Q: 3 clusters Score -1.041117e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54795 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -10411208.000000 Penalty: 5428.877930 Iteration 34Q: 3 clusters Score -1.041121e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54918 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -10411239.000000 Penalty: 5428.877930 Iteration 35Q: 3 clusters Score -1.041124e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55007 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -10411274.000000 Penalty: 5428.877930 Iteration 36Q: 3 clusters Score -1.041127e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55076 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -10411291.000000 Penalty: 5428.877930 Iteration 37Q: 3 clusters Score -1.041129e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55137 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -10411323.000000 Penalty: 5428.877930 Iteration 38Q: 3 clusters Score -1.041132e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55186 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -10411332.000000 Penalty: 5428.877930 Iteration 39Q: 3 clusters Score -1.041133e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55234 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -10411355.000000 Penalty: 5428.877930 Iteration 40F: 3 clusters Score -1.041136e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55273 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -10411362.000000 Penalty: 5428.877930 Iteration 41Q: 3 clusters Score -1.041136e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55313 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -10411378.000000 Penalty: 5428.877930 Iteration 42Q: 3 clusters Score -1.041138e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55349 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -10411395.000000 Penalty: 5428.877930 Iteration 43Q: 3 clusters Score -1.04114e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55376 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -10411399.000000 Penalty: 5428.877930 Iteration 44Q: 3 clusters Score -1.04114e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55394 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -10411396.000000 Penalty: 5428.877930 Iteration 45Q: 3 clusters Score -1.04114e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55412 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -10411406.000000 Penalty: 5428.877930 Iteration 46Q: 3 clusters Score -1.041141e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55426 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -10411401.000000 Penalty: 5428.877930 Iteration 47Q: 3 clusters Score -1.04114e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55440 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -10411405.000000 Penalty: 5428.877930 Iteration 48Q: 3 clusters Score -1.04114e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55458 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -10411413.000000 Penalty: 5428.877930 Iteration 49Q: 3 clusters Score -1.041141e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55469 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -10411423.000000 Penalty: 5428.877930 Iteration 50Q: 3 clusters Score -1.041142e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55483 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -10411416.000000 Penalty: 5428.877930 Iteration 51Q: 3 clusters Score -1.041142e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55498 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -10411424.000000 Penalty: 5428.877930 Iteration 52Q: 3 clusters Score -1.041142e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55508 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -10411425.000000 Penalty: 5428.877930 Iteration 53Q: 3 clusters Score -1.041142e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55516 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -10411434.000000 Penalty: 5428.877930 Iteration 54Q: 3 clusters Score -1.041143e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55522 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -10411440.000000 Penalty: 5428.877930 Iteration 55Q: 3 clusters Score -1.041144e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55527 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -10411441.000000 Penalty: 5428.877930 Iteration 56Q: 3 clusters Score -1.041144e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55539 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -10411449.000000 Penalty: 5428.877930 Iteration 57Q: 3 clusters Score -1.041145e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55543 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -10411464.000000 Penalty: 5428.877930 Iteration 58Q: 3 clusters Score -1.041146e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55548 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -10411469.000000 Penalty: 5428.877930 Iteration 59Q: 3 clusters Score -1.041147e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55545 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -10411478.000000 Penalty: 5428.877930 Iteration 60F: 3 clusters Score -1.041148e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55551 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -10411479.000000 Penalty: 5428.877930 Iteration 61Q: 3 clusters Score -1.041148e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55552 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -10411467.000000 Penalty: 5428.877930 Iteration 62Q: 3 clusters Score -1.041147e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55558 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -10411474.000000 Penalty: 5428.877930 Iteration 63Q: 3 clusters Score -1.041147e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55564 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -10411488.000000 Penalty: 5428.877930 Iteration 64Q: 3 clusters Score -1.041149e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55573 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -10411477.000000 Penalty: 5428.877930 Iteration 65Q: 3 clusters Score -1.041148e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55575 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -10411484.000000 Penalty: 5428.877930 Iteration 66Q: 3 clusters Score -1.041148e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55579 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -10411482.000000 Penalty: 5428.877930 Iteration 67Q: 3 clusters Score -1.041148e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55584 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -10411501.000000 Penalty: 5428.877930 Iteration 68Q: 3 clusters Score -1.04115e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55589 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -10411509.000000 Penalty: 5428.877930 Iteration 69Q: 3 clusters Score -1.041151e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55590 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -10411513.000000 Penalty: 5428.877930 Iteration 70Q: 3 clusters Score -1.041151e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55591 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -10411518.000000 Penalty: 5428.877930 Iteration 71Q: 3 clusters Score -1.041152e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55594 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -10411509.000000 Penalty: 5428.877930 Iteration 72Q: 3 clusters Score -1.041151e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55598 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -10411521.000000 Penalty: 5428.877930 Iteration 73Q: 3 clusters Score -1.041152e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55605 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -10411524.000000 Penalty: 5428.877930 Iteration 74Q: 3 clusters Score -1.041152e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55611 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -10411529.000000 Penalty: 5428.877930 Iteration 75Q: 3 clusters Score -1.041153e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55619 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -10411529.000000 Penalty: 5428.877930 Iteration 76Q: 3 clusters Score -1.041153e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55625 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -10411544.000000 Penalty: 5428.877930 Iteration 77Q: 3 clusters Score -1.041154e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55630 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -10411549.000000 Penalty: 5428.877930 Iteration 78Q: 3 clusters Score -1.041155e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55635 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -10411557.000000 Penalty: 5428.877930 Iteration 79Q: 3 clusters Score -1.041156e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55641 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -10411560.000000 Penalty: 5428.877930 Iteration 80F: 3 clusters Score -1.041156e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55645 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -10411547.000000 Penalty: 5428.877930 Iteration 81Q: 3 clusters Score -1.041155e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55653 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -10411560.000000 Penalty: 5428.877930 Iteration 82Q: 3 clusters Score -1.041156e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55657 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -10411566.000000 Penalty: 5428.877930 Iteration 83Q: 3 clusters Score -1.041157e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55663 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -10411566.000000 Penalty: 5428.877930 Iteration 84Q: 3 clusters Score -1.041157e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55665 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -10411568.000000 Penalty: 5428.877930 Iteration 85Q: 3 clusters Score -1.041157e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55667 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -10411562.000000 Penalty: 5428.877930 Iteration 86Q: 3 clusters Score -1.041156e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55669 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -10411570.000000 Penalty: 5428.877930 Iteration 87Q: 3 clusters Score -1.041157e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55672 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -10411570.000000 Penalty: 5428.877930 Iteration 88Q: 3 clusters Score -1.041157e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55674 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -10411577.000000 Penalty: 5428.877930 Iteration 89Q: 3 clusters Score -1.041158e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55673 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -10411572.000000 Penalty: 5428.877930 Iteration 90Q: 3 clusters Score -1.041157e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55671 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -10411582.000000 Penalty: 5428.877930 Iteration 91Q: 3 clusters Score -1.041158e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55672 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -10411580.000000 Penalty: 5428.877930 Iteration 92Q: 3 clusters Score -1.041158e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55673 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -10411581.000000 Penalty: 5428.877930 Iteration 93Q: 3 clusters Score -1.041158e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55673 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -10411581.000000 Penalty: 5428.877930 Iteration 94F: 3 clusters Score -1.041158e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (13831 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13831 members Entering Unmasked Estep Score: -2394895.750000 Penalty: 2364.597656 Iteration 0F: 2 clusters Score -2394896 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6962 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -2384807.250000 Penalty: 4729.195312 Iteration 0F: 3 clusters Score -2384807 nChanged 5908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7104 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -2387807.750000 Penalty: 4729.195312 Iteration 1F: 3 clusters Score -2387808 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7226 members Mstep: Class 2 contains 6605 members Entering Unmasked Estep Score: -2388099.750000 Penalty: 4729.195312 Iteration 2F: 3 clusters Score -2388100 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7395 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -2388371.000000 Penalty: 4729.195312 Iteration 3Q: 3 clusters Score -2388371 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7629 members Mstep: Class 2 contains 6202 members Entering Unmasked Estep Score: -2388620.000000 Penalty: 4729.195312 Iteration 4Q: 3 clusters Score -2388620 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7893 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -2388843.500000 Penalty: 4729.195312 Iteration 5Q: 3 clusters Score -2388844 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8187 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -2389087.000000 Penalty: 4729.195312 Iteration 6Q: 3 clusters Score -2389087 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8558 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -2389367.500000 Penalty: 4729.195312 Iteration 7Q: 3 clusters Score -2389368 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8967 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -2389656.000000 Penalty: 4729.195312 Iteration 8Q: 3 clusters Score -2389656 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9443 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -2390000.000000 Penalty: 4729.195312 Iteration 9Q: 3 clusters Score -2390000 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10004 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -2390417.000000 Penalty: 4729.195312 Iteration 10Q: 3 clusters Score -2390417 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10589 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -2390867.750000 Penalty: 4729.195312 Iteration 11Q: 3 clusters Score -2390868 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11197 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -2391388.250000 Penalty: 4729.195312 Iteration 12Q: 3 clusters Score -2391388 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11738 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -2391856.750000 Penalty: 4729.195312 Iteration 13Q: 3 clusters Score -2391857 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12177 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -2392250.750000 Penalty: 4729.195312 Iteration 14Q: 3 clusters Score -2392251 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12503 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -2392548.500000 Penalty: 4729.195312 Iteration 15Q: 3 clusters Score -2392548 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12737 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -2392767.500000 Penalty: 4729.195312 Iteration 16Q: 3 clusters Score -2392768 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12906 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -2392937.750000 Penalty: 4729.195312 Iteration 17Q: 3 clusters Score -2392938 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13011 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -2393041.750000 Penalty: 4729.195312 Iteration 18Q: 3 clusters Score -2393042 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13069 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -2393109.500000 Penalty: 4729.195312 Iteration 19Q: 3 clusters Score -2393110 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13110 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -2393148.500000 Penalty: 4729.195312 Iteration 20F: 3 clusters Score -2393148 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13139 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -2393169.250000 Penalty: 4729.195312 Iteration 21Q: 3 clusters Score -2393169 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13150 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -2393180.500000 Penalty: 4729.195312 Iteration 22Q: 3 clusters Score -2393180 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13161 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -2393192.250000 Penalty: 4729.195312 Iteration 23Q: 3 clusters Score -2393192 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13166 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -2393201.500000 Penalty: 4729.195312 Iteration 24Q: 3 clusters Score -2393202 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13171 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -2393206.250000 Penalty: 4729.195312 Iteration 25Q: 3 clusters Score -2393206 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13174 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -2393209.000000 Penalty: 4729.195312 Iteration 26Q: 3 clusters Score -2393209 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13179 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -2393213.750000 Penalty: 4729.195312 Iteration 27Q: 3 clusters Score -2393214 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13180 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -2393215.000000 Penalty: 4729.195312 Iteration 28Q: 3 clusters Score -2393215 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13180 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -2393215.000000 Penalty: 4729.195312 Iteration 29F: 3 clusters Score -2393215 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Entering Unmasked Estep Score: -269149.656250 Penalty: 1815.654785 Iteration 0F: 2 clusters Score -269149.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -266806.156250 Penalty: 3631.309570 Iteration 0F: 3 clusters Score -266806.2 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -267144.875000 Penalty: 3631.309570 Iteration 1F: 3 clusters Score -267144.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -267249.843750 Penalty: 3631.309570 Iteration 2F: 3 clusters Score -267249.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -267291.875000 Penalty: 3631.309570 Iteration 3Q: 3 clusters Score -267291.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -267329.562500 Penalty: 3631.309570 Iteration 4Q: 3 clusters Score -267329.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -267347.500000 Penalty: 3631.309570 Iteration 5Q: 3 clusters Score -267347.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -267368.781250 Penalty: 3631.309570 Iteration 6Q: 3 clusters Score -267368.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -267383.406250 Penalty: 3631.309570 Iteration 7Q: 3 clusters Score -267383.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -267395.718750 Penalty: 3631.309570 Iteration 8Q: 3 clusters Score -267395.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -267409.031250 Penalty: 3631.309570 Iteration 9Q: 3 clusters Score -267409 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -267423.375000 Penalty: 3631.309570 Iteration 10Q: 3 clusters Score -267423.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -267436.093750 Penalty: 3631.309570 Iteration 11Q: 3 clusters Score -267436.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -267448.062500 Penalty: 3631.309570 Iteration 12Q: 3 clusters Score -267448.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -267451.625000 Penalty: 3631.309570 Iteration 13Q: 3 clusters Score -267451.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -267455.718750 Penalty: 3631.309570 Iteration 14Q: 3 clusters Score -267455.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -267456.125000 Penalty: 3631.309570 Iteration 15Q: 3 clusters Score -267456.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -267456.812500 Penalty: 3631.309570 Iteration 16Q: 3 clusters Score -267456.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -267458.250000 Penalty: 3631.309570 Iteration 17Q: 3 clusters Score -267458.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -267458.593750 Penalty: 3631.309570 Iteration 18Q: 3 clusters Score -267458.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -267459.093750 Penalty: 3631.309570 Iteration 19Q: 3 clusters Score -267459.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -267459.562500 Penalty: 3631.309570 Iteration 20F: 3 clusters Score -267459.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -267459.968750 Penalty: 3631.309570 Iteration 21Q: 3 clusters Score -267460 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -267460.781250 Penalty: 3631.309570 Iteration 22Q: 3 clusters Score -267460.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -267460.781250 Penalty: 3631.309570 Iteration 23F: 3 clusters Score -267460.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Entering Unmasked Estep Score: -157660.187500 Penalty: 1706.080322 Iteration 0F: 2 clusters Score -157660.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -155810.875000 Penalty: 3412.160645 Iteration 0F: 3 clusters Score -155810.9 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -156280.343750 Penalty: 3412.160645 Iteration 1F: 3 clusters Score -156280.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -156546.828125 Penalty: 3412.160645 Iteration 2F: 3 clusters Score -156546.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -156821.625000 Penalty: 3412.160645 Iteration 3F: 3 clusters Score -156821.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -156990.515625 Penalty: 3412.160645 Iteration 4F: 3 clusters Score -156990.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -157129.078125 Penalty: 3412.160645 Iteration 5F: 3 clusters Score -157129.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -157223.593750 Penalty: 3412.160645 Iteration 6Q: 3 clusters Score -157223.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -157271.703125 Penalty: 3412.160645 Iteration 7Q: 3 clusters Score -157271.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -157295.937500 Penalty: 3412.160645 Iteration 8Q: 3 clusters Score -157295.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -157313.765625 Penalty: 3412.160645 Iteration 9Q: 3 clusters Score -157313.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -157323.640625 Penalty: 3412.160645 Iteration 10Q: 3 clusters Score -157323.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -157329.515625 Penalty: 3412.160645 Iteration 11Q: 3 clusters Score -157329.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -157335.078125 Penalty: 3412.160645 Iteration 12Q: 3 clusters Score -157335.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -157339.140625 Penalty: 3412.160645 Iteration 13Q: 3 clusters Score -157339.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -157346.921875 Penalty: 3412.160645 Iteration 14Q: 3 clusters Score -157346.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -157350.171875 Penalty: 3412.160645 Iteration 15Q: 3 clusters Score -157350.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -157358.609375 Penalty: 3412.160645 Iteration 16Q: 3 clusters Score -157358.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -157369.781250 Penalty: 3412.160645 Iteration 17Q: 3 clusters Score -157369.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -157374.859375 Penalty: 3412.160645 Iteration 18Q: 3 clusters Score -157374.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -157379.359375 Penalty: 3412.160645 Iteration 19Q: 3 clusters Score -157379.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -157380.953125 Penalty: 3412.160645 Iteration 20F: 3 clusters Score -157381 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -157404.156250 Penalty: 3412.160645 Iteration 21Q: 3 clusters Score -157404.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -157431.953125 Penalty: 3412.160645 Iteration 22Q: 3 clusters Score -157432 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -157452.250000 Penalty: 3412.160645 Iteration 23Q: 3 clusters Score -157452.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -157459.968750 Penalty: 3412.160645 Iteration 24Q: 3 clusters Score -157460 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -157469.578125 Penalty: 3412.160645 Iteration 25Q: 3 clusters Score -157469.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -157480.265625 Penalty: 3412.160645 Iteration 26Q: 3 clusters Score -157480.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -157483.093750 Penalty: 3412.160645 Iteration 27Q: 3 clusters Score -157483.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -157484.968750 Penalty: 3412.160645 Iteration 28Q: 3 clusters Score -157485 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -157485.531250 Penalty: 3412.160645 Iteration 29Q: 3 clusters Score -157485.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -157485.531250 Penalty: 3412.160645 Iteration 30F: 3 clusters Score -157485.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7595 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7595 members Entering Unmasked Estep Score: -1375300.625000 Penalty: 2215.940918 Iteration 0F: 2 clusters Score -1375301 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -1369129.875000 Penalty: 4431.881836 Iteration 0F: 3 clusters Score -1369130 nChanged 3057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -1370774.625000 Penalty: 4431.881836 Iteration 1F: 3 clusters Score -1370775 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -1371047.250000 Penalty: 4431.881836 Iteration 2F: 3 clusters Score -1371047 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -1371213.625000 Penalty: 4431.881836 Iteration 3Q: 3 clusters Score -1371214 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -1371311.750000 Penalty: 4431.881836 Iteration 4Q: 3 clusters Score -1371312 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -1371380.625000 Penalty: 4431.881836 Iteration 5Q: 3 clusters Score -1371381 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -1371433.000000 Penalty: 4431.881836 Iteration 6Q: 3 clusters Score -1371433 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -1371480.875000 Penalty: 4431.881836 Iteration 7Q: 3 clusters Score -1371481 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -1371528.750000 Penalty: 4431.881836 Iteration 8Q: 3 clusters Score -1371529 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -1371562.875000 Penalty: 4431.881836 Iteration 9Q: 3 clusters Score -1371563 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -1371587.625000 Penalty: 4431.881836 Iteration 10Q: 3 clusters Score -1371588 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -1371616.750000 Penalty: 4431.881836 Iteration 11Q: 3 clusters Score -1371617 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -1371653.750000 Penalty: 4431.881836 Iteration 12Q: 3 clusters Score -1371654 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -1371685.875000 Penalty: 4431.881836 Iteration 13Q: 3 clusters Score -1371686 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -1371718.875000 Penalty: 4431.881836 Iteration 14Q: 3 clusters Score -1371719 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -1371753.625000 Penalty: 4431.881836 Iteration 15Q: 3 clusters Score -1371754 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -1371782.625000 Penalty: 4431.881836 Iteration 16Q: 3 clusters Score -1371783 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -1371816.750000 Penalty: 4431.881836 Iteration 17Q: 3 clusters Score -1371817 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 4255 members Entering Unmasked Estep Score: -1371853.375000 Penalty: 4431.881836 Iteration 18Q: 3 clusters Score -1371853 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -1371897.125000 Penalty: 4431.881836 Iteration 19Q: 3 clusters Score -1371897 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -1371941.875000 Penalty: 4431.881836 Iteration 20F: 3 clusters Score -1371942 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -1371999.500000 Penalty: 4431.881836 Iteration 21Q: 3 clusters Score -1372000 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -1372062.625000 Penalty: 4431.881836 Iteration 22Q: 3 clusters Score -1372063 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -1372128.500000 Penalty: 4431.881836 Iteration 23Q: 3 clusters Score -1372128 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -1372191.875000 Penalty: 4431.881836 Iteration 24Q: 3 clusters Score -1372192 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -1372256.000000 Penalty: 4431.881836 Iteration 25Q: 3 clusters Score -1372256 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 4700 members Entering Unmasked Estep Score: -1372309.000000 Penalty: 4431.881836 Iteration 26Q: 3 clusters Score -1372309 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -1372369.875000 Penalty: 4431.881836 Iteration 27Q: 3 clusters Score -1372370 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -1372419.250000 Penalty: 4431.881836 Iteration 28Q: 3 clusters Score -1372419 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -1372480.000000 Penalty: 4431.881836 Iteration 29Q: 3 clusters Score -1372480 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -1372535.375000 Penalty: 4431.881836 Iteration 30Q: 3 clusters Score -1372535 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -1372580.375000 Penalty: 4431.881836 Iteration 31Q: 3 clusters Score -1372580 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -1372626.250000 Penalty: 4431.881836 Iteration 32Q: 3 clusters Score -1372626 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -1372676.750000 Penalty: 4431.881836 Iteration 33Q: 3 clusters Score -1372677 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -1372729.875000 Penalty: 4431.881836 Iteration 34Q: 3 clusters Score -1372730 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 5413 members Entering Unmasked Estep Score: -1372781.750000 Penalty: 4431.881836 Iteration 35Q: 3 clusters Score -1372782 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 5489 members Entering Unmasked Estep Score: -1372822.250000 Penalty: 4431.881836 Iteration 36Q: 3 clusters Score -1372822 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -1372872.125000 Penalty: 4431.881836 Iteration 37Q: 3 clusters Score -1372872 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -1372918.625000 Penalty: 4431.881836 Iteration 38Q: 3 clusters Score -1372919 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 5723 members Entering Unmasked Estep Score: -1372955.750000 Penalty: 4431.881836 Iteration 39Q: 3 clusters Score -1372956 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 5794 members Entering Unmasked Estep Score: -1372982.375000 Penalty: 4431.881836 Iteration 40F: 3 clusters Score -1372982 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -1373014.625000 Penalty: 4431.881836 Iteration 41Q: 3 clusters Score -1373015 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -1373041.750000 Penalty: 4431.881836 Iteration 42Q: 3 clusters Score -1373042 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 5986 members Entering Unmasked Estep Score: -1373084.125000 Penalty: 4431.881836 Iteration 43Q: 3 clusters Score -1373084 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 6044 members Entering Unmasked Estep Score: -1373120.375000 Penalty: 4431.881836 Iteration 44Q: 3 clusters Score -1373120 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 6101 members Entering Unmasked Estep Score: -1373145.125000 Penalty: 4431.881836 Iteration 45Q: 3 clusters Score -1373145 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 6148 members Entering Unmasked Estep Score: -1373170.750000 Penalty: 4431.881836 Iteration 46Q: 3 clusters Score -1373171 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 6195 members Entering Unmasked Estep Score: -1373194.125000 Penalty: 4431.881836 Iteration 47Q: 3 clusters Score -1373194 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -1373219.500000 Penalty: 4431.881836 Iteration 48Q: 3 clusters Score -1373220 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -1373233.875000 Penalty: 4431.881836 Iteration 49Q: 3 clusters Score -1373234 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 6302 members Entering Unmasked Estep Score: -1373250.125000 Penalty: 4431.881836 Iteration 50Q: 3 clusters Score -1373250 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -1373260.125000 Penalty: 4431.881836 Iteration 51Q: 3 clusters Score -1373260 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -1373274.000000 Penalty: 4431.881836 Iteration 52Q: 3 clusters Score -1373274 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 6376 members Entering Unmasked Estep Score: -1373287.000000 Penalty: 4431.881836 Iteration 53Q: 3 clusters Score -1373287 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -1373302.625000 Penalty: 4431.881836 Iteration 54Q: 3 clusters Score -1373303 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 6416 members Entering Unmasked Estep Score: -1373312.125000 Penalty: 4431.881836 Iteration 55Q: 3 clusters Score -1373312 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 6435 members Entering Unmasked Estep Score: -1373324.000000 Penalty: 4431.881836 Iteration 56Q: 3 clusters Score -1373324 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -1373332.125000 Penalty: 4431.881836 Iteration 57Q: 3 clusters Score -1373332 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 6469 members Entering Unmasked Estep Score: -1373338.500000 Penalty: 4431.881836 Iteration 58Q: 3 clusters Score -1373338 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 6482 members Entering Unmasked Estep Score: -1373345.625000 Penalty: 4431.881836 Iteration 59Q: 3 clusters Score -1373346 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -1373348.750000 Penalty: 4431.881836 Iteration 60F: 3 clusters Score -1373349 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 6513 members Entering Unmasked Estep Score: -1373354.375000 Penalty: 4431.881836 Iteration 61Q: 3 clusters Score -1373354 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 6522 members Entering Unmasked Estep Score: -1373361.250000 Penalty: 4431.881836 Iteration 62Q: 3 clusters Score -1373361 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -1373366.625000 Penalty: 4431.881836 Iteration 63Q: 3 clusters Score -1373367 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 6546 members Entering Unmasked Estep Score: -1373369.500000 Penalty: 4431.881836 Iteration 64Q: 3 clusters Score -1373370 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 6558 members Entering Unmasked Estep Score: -1373373.875000 Penalty: 4431.881836 Iteration 65Q: 3 clusters Score -1373374 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 6576 members Entering Unmasked Estep Score: -1373381.125000 Penalty: 4431.881836 Iteration 66Q: 3 clusters Score -1373381 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 6595 members Entering Unmasked Estep Score: -1373396.000000 Penalty: 4431.881836 Iteration 67Q: 3 clusters Score -1373396 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 6609 members Entering Unmasked Estep Score: -1373404.125000 Penalty: 4431.881836 Iteration 68Q: 3 clusters Score -1373404 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 6620 members Entering Unmasked Estep Score: -1373413.250000 Penalty: 4431.881836 Iteration 69Q: 3 clusters Score -1373413 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -1373418.250000 Penalty: 4431.881836 Iteration 70Q: 3 clusters Score -1373418 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 6646 members Entering Unmasked Estep Score: -1373427.500000 Penalty: 4431.881836 Iteration 71Q: 3 clusters Score -1373428 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 6662 members Entering Unmasked Estep Score: -1373439.375000 Penalty: 4431.881836 Iteration 72Q: 3 clusters Score -1373439 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 6677 members Entering Unmasked Estep Score: -1373448.125000 Penalty: 4431.881836 Iteration 73Q: 3 clusters Score -1373448 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 6683 members Entering Unmasked Estep Score: -1373457.375000 Penalty: 4431.881836 Iteration 74Q: 3 clusters Score -1373457 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 6691 members Entering Unmasked Estep Score: -1373461.375000 Penalty: 4431.881836 Iteration 75Q: 3 clusters Score -1373461 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 6698 members Entering Unmasked Estep Score: -1373462.250000 Penalty: 4431.881836 Iteration 76Q: 3 clusters Score -1373462 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -1373467.250000 Penalty: 4431.881836 Iteration 77Q: 3 clusters Score -1373467 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 6707 members Entering Unmasked Estep Score: -1373469.375000 Penalty: 4431.881836 Iteration 78Q: 3 clusters Score -1373469 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 6713 members Entering Unmasked Estep Score: -1373472.250000 Penalty: 4431.881836 Iteration 79Q: 3 clusters Score -1373472 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -1373474.500000 Penalty: 4431.881836 Iteration 80F: 3 clusters Score -1373474 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -1373476.875000 Penalty: 4431.881836 Iteration 81Q: 3 clusters Score -1373477 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 6721 members Entering Unmasked Estep Score: -1373477.375000 Penalty: 4431.881836 Iteration 82Q: 3 clusters Score -1373477 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 6722 members Entering Unmasked Estep Score: -1373477.500000 Penalty: 4431.881836 Iteration 83Q: 3 clusters Score -1373478 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 6722 members Entering Unmasked Estep Score: -1373477.500000 Penalty: 4431.881836 Iteration 84F: 3 clusters Score -1373478 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (25334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25334 members Entering Unmasked Estep Score: -4958015.000000 Penalty: 2514.696045 Iteration 0F: 2 clusters Score -4958015 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12664 members Mstep: Class 2 contains 12670 members Entering Unmasked Estep Score: -4941108.500000 Penalty: 5029.392090 Iteration 0F: 3 clusters Score -4941108 nChanged 11280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12606 members Mstep: Class 2 contains 12728 members Entering Unmasked Estep Score: -4947222.500000 Penalty: 5029.392090 Iteration 1F: 3 clusters Score -4947222 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12544 members Mstep: Class 2 contains 12790 members Entering Unmasked Estep Score: -4947711.000000 Penalty: 5029.392090 Iteration 2Q: 3 clusters Score -4947711 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12454 members Mstep: Class 2 contains 12880 members Entering Unmasked Estep Score: -4948261.500000 Penalty: 5029.392090 Iteration 3Q: 3 clusters Score -4948262 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12269 members Mstep: Class 2 contains 13065 members Entering Unmasked Estep Score: -4948967.000000 Penalty: 5029.392090 Iteration 4F: 3 clusters Score -4948967 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12007 members Mstep: Class 2 contains 13327 members Entering Unmasked Estep Score: -4949738.000000 Penalty: 5029.392090 Iteration 5F: 3 clusters Score -4949738 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11669 members Mstep: Class 2 contains 13665 members Entering Unmasked Estep Score: -4950730.000000 Penalty: 5029.392090 Iteration 6F: 3 clusters Score -4950730 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11237 members Mstep: Class 2 contains 14097 members Entering Unmasked Estep Score: -4951829.500000 Penalty: 5029.392090 Iteration 7F: 3 clusters Score -4951830 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10809 members Mstep: Class 2 contains 14525 members Entering Unmasked Estep Score: -4952951.500000 Penalty: 5029.392090 Iteration 8F: 3 clusters Score -4952952 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10480 members Mstep: Class 2 contains 14854 members Entering Unmasked Estep Score: -4953849.500000 Penalty: 5029.392090 Iteration 9F: 3 clusters Score -4953850 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10320 members Mstep: Class 2 contains 15014 members Entering Unmasked Estep Score: -4954363.000000 Penalty: 5029.392090 Iteration 10Q: 3 clusters Score -4954363 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10251 members Mstep: Class 2 contains 15083 members Entering Unmasked Estep Score: -4954643.500000 Penalty: 5029.392090 Iteration 11Q: 3 clusters Score -4954644 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10257 members Mstep: Class 2 contains 15077 members Entering Unmasked Estep Score: -4954806.500000 Penalty: 5029.392090 Iteration 12Q: 3 clusters Score -4954806 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10272 members Mstep: Class 2 contains 15062 members Entering Unmasked Estep Score: -4954916.000000 Penalty: 5029.392090 Iteration 13Q: 3 clusters Score -4954916 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10315 members Mstep: Class 2 contains 15019 members Entering Unmasked Estep Score: -4955013.500000 Penalty: 5029.392090 Iteration 14Q: 3 clusters Score -4955014 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10347 members Mstep: Class 2 contains 14987 members Entering Unmasked Estep Score: -4955098.500000 Penalty: 5029.392090 Iteration 15Q: 3 clusters Score -4955098 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10395 members Mstep: Class 2 contains 14939 members Entering Unmasked Estep Score: -4955119.000000 Penalty: 5029.392090 Iteration 16Q: 3 clusters Score -4955119 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10478 members Mstep: Class 2 contains 14856 members Entering Unmasked Estep Score: -4955151.000000 Penalty: 5029.392090 Iteration 17Q: 3 clusters Score -4955151 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10547 members Mstep: Class 2 contains 14787 members Entering Unmasked Estep Score: -4955154.500000 Penalty: 5029.392090 Iteration 18Q: 3 clusters Score -4955154 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10611 members Mstep: Class 2 contains 14723 members Entering Unmasked Estep Score: -4955161.000000 Penalty: 5029.392090 Iteration 19Q: 3 clusters Score -4955161 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10692 members Mstep: Class 2 contains 14642 members Entering Unmasked Estep Score: -4955150.500000 Penalty: 5029.392090 Iteration 20F: 3 clusters Score -4955150 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10773 members Mstep: Class 2 contains 14561 members Entering Unmasked Estep Score: -4955145.500000 Penalty: 5029.392090 Iteration 21Q: 3 clusters Score -4955146 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10852 members Mstep: Class 2 contains 14482 members Entering Unmasked Estep Score: -4955145.000000 Penalty: 5029.392090 Iteration 22Q: 3 clusters Score -4955145 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10927 members Mstep: Class 2 contains 14407 members Entering Unmasked Estep Score: -4955151.500000 Penalty: 5029.392090 Iteration 23Q: 3 clusters Score -4955152 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11009 members Mstep: Class 2 contains 14325 members Entering Unmasked Estep Score: -4955133.500000 Penalty: 5029.392090 Iteration 24Q: 3 clusters Score -4955134 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11079 members Mstep: Class 2 contains 14255 members Entering Unmasked Estep Score: -4955142.000000 Penalty: 5029.392090 Iteration 25Q: 3 clusters Score -4955142 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11150 members Mstep: Class 2 contains 14184 members Entering Unmasked Estep Score: -4955140.000000 Penalty: 5029.392090 Iteration 26Q: 3 clusters Score -4955140 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11209 members Mstep: Class 2 contains 14125 members Entering Unmasked Estep Score: -4955135.500000 Penalty: 5029.392090 Iteration 27Q: 3 clusters Score -4955136 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11278 members Mstep: Class 2 contains 14056 members Entering Unmasked Estep Score: -4955132.000000 Penalty: 5029.392090 Iteration 28Q: 3 clusters Score -4955132 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11340 members Mstep: Class 2 contains 13994 members Entering Unmasked Estep Score: -4955124.500000 Penalty: 5029.392090 Iteration 29Q: 3 clusters Score -4955124 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11387 members Mstep: Class 2 contains 13947 members Entering Unmasked Estep Score: -4955112.000000 Penalty: 5029.392090 Iteration 30Q: 3 clusters Score -4955112 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11423 members Mstep: Class 2 contains 13911 members Entering Unmasked Estep Score: -4955112.500000 Penalty: 5029.392090 Iteration 31Q: 3 clusters Score -4955112 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11450 members Mstep: Class 2 contains 13884 members Entering Unmasked Estep Score: -4955110.000000 Penalty: 5029.392090 Iteration 32Q: 3 clusters Score -4955110 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11484 members Mstep: Class 2 contains 13850 members Entering Unmasked Estep Score: -4955118.500000 Penalty: 5029.392090 Iteration 33Q: 3 clusters Score -4955118 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11511 members Mstep: Class 2 contains 13823 members Entering Unmasked Estep Score: -4955120.000000 Penalty: 5029.392090 Iteration 34Q: 3 clusters Score -4955120 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11534 members Mstep: Class 2 contains 13800 members Entering Unmasked Estep Score: -4955117.500000 Penalty: 5029.392090 Iteration 35Q: 3 clusters Score -4955118 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11559 members Mstep: Class 2 contains 13775 members Entering Unmasked Estep Score: -4955106.000000 Penalty: 5029.392090 Iteration 36Q: 3 clusters Score -4955106 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11591 members Mstep: Class 2 contains 13743 members Entering Unmasked Estep Score: -4955120.500000 Penalty: 5029.392090 Iteration 37Q: 3 clusters Score -4955120 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11612 members Mstep: Class 2 contains 13722 members Entering Unmasked Estep Score: -4955114.500000 Penalty: 5029.392090 Iteration 38Q: 3 clusters Score -4955114 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11640 members Mstep: Class 2 contains 13694 members Entering Unmasked Estep Score: -4955116.000000 Penalty: 5029.392090 Iteration 39Q: 3 clusters Score -4955116 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11664 members Mstep: Class 2 contains 13670 members Entering Unmasked Estep Score: -4955116.000000 Penalty: 5029.392090 Iteration 40F: 3 clusters Score -4955116 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11684 members Mstep: Class 2 contains 13650 members Entering Unmasked Estep Score: -4955099.500000 Penalty: 5029.392090 Iteration 41Q: 3 clusters Score -4955100 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11708 members Mstep: Class 2 contains 13626 members Entering Unmasked Estep Score: -4955084.500000 Penalty: 5029.392090 Iteration 42Q: 3 clusters Score -4955084 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11722 members Mstep: Class 2 contains 13612 members Entering Unmasked Estep Score: -4955086.500000 Penalty: 5029.392090 Iteration 43Q: 3 clusters Score -4955086 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11744 members Mstep: Class 2 contains 13590 members Entering Unmasked Estep Score: -4955087.000000 Penalty: 5029.392090 Iteration 44Q: 3 clusters Score -4955087 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11768 members Mstep: Class 2 contains 13566 members Entering Unmasked Estep Score: -4955092.500000 Penalty: 5029.392090 Iteration 45Q: 3 clusters Score -4955092 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11787 members Mstep: Class 2 contains 13547 members Entering Unmasked Estep Score: -4955094.500000 Penalty: 5029.392090 Iteration 46Q: 3 clusters Score -4955094 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11805 members Mstep: Class 2 contains 13529 members Entering Unmasked Estep Score: -4955090.500000 Penalty: 5029.392090 Iteration 47Q: 3 clusters Score -4955090 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11826 members Mstep: Class 2 contains 13508 members Entering Unmasked Estep Score: -4955083.000000 Penalty: 5029.392090 Iteration 48Q: 3 clusters Score -4955083 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11856 members Mstep: Class 2 contains 13478 members Entering Unmasked Estep Score: -4955084.500000 Penalty: 5029.392090 Iteration 49Q: 3 clusters Score -4955084 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11881 members Mstep: Class 2 contains 13453 members Entering Unmasked Estep Score: -4955082.000000 Penalty: 5029.392090 Iteration 50Q: 3 clusters Score -4955082 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11902 members Mstep: Class 2 contains 13432 members Entering Unmasked Estep Score: -4955074.500000 Penalty: 5029.392090 Iteration 51Q: 3 clusters Score -4955074 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11919 members Mstep: Class 2 contains 13415 members Entering Unmasked Estep Score: -4955067.500000 Penalty: 5029.392090 Iteration 52Q: 3 clusters Score -4955068 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11936 members Mstep: Class 2 contains 13398 members Entering Unmasked Estep Score: -4955069.000000 Penalty: 5029.392090 Iteration 53Q: 3 clusters Score -4955069 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11955 members Mstep: Class 2 contains 13379 members Entering Unmasked Estep Score: -4955063.000000 Penalty: 5029.392090 Iteration 54Q: 3 clusters Score -4955063 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11977 members Mstep: Class 2 contains 13357 members Entering Unmasked Estep Score: -4955063.500000 Penalty: 5029.392090 Iteration 55Q: 3 clusters Score -4955064 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11998 members Mstep: Class 2 contains 13336 members Entering Unmasked Estep Score: -4955056.000000 Penalty: 5029.392090 Iteration 56Q: 3 clusters Score -4955056 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12025 members Mstep: Class 2 contains 13309 members Entering Unmasked Estep Score: -4955046.000000 Penalty: 5029.392090 Iteration 57Q: 3 clusters Score -4955046 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12054 members Mstep: Class 2 contains 13280 members Entering Unmasked Estep Score: -4955038.000000 Penalty: 5029.392090 Iteration 58Q: 3 clusters Score -4955038 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12097 members Mstep: Class 2 contains 13237 members Entering Unmasked Estep Score: -4955025.000000 Penalty: 5029.392090 Iteration 59Q: 3 clusters Score -4955025 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12152 members Mstep: Class 2 contains 13182 members Entering Unmasked Estep Score: -4955015.500000 Penalty: 5029.392090 Iteration 60F: 3 clusters Score -4955016 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12220 members Mstep: Class 2 contains 13114 members Entering Unmasked Estep Score: -4954988.000000 Penalty: 5029.392090 Iteration 61Q: 3 clusters Score -4954988 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12283 members Mstep: Class 2 contains 13051 members Entering Unmasked Estep Score: -4954973.000000 Penalty: 5029.392090 Iteration 62Q: 3 clusters Score -4954973 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12358 members Mstep: Class 2 contains 12976 members Entering Unmasked Estep Score: -4954971.500000 Penalty: 5029.392090 Iteration 63Q: 3 clusters Score -4954972 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12424 members Mstep: Class 2 contains 12910 members Entering Unmasked Estep Score: -4954977.000000 Penalty: 5029.392090 Iteration 64Q: 3 clusters Score -4954977 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12499 members Mstep: Class 2 contains 12835 members Entering Unmasked Estep Score: -4954961.000000 Penalty: 5029.392090 Iteration 65Q: 3 clusters Score -4954961 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12595 members Mstep: Class 2 contains 12739 members Entering Unmasked Estep Score: -4954960.000000 Penalty: 5029.392090 Iteration 66Q: 3 clusters Score -4954960 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12665 members Mstep: Class 2 contains 12669 members Entering Unmasked Estep Score: -4954938.500000 Penalty: 5029.392090 Iteration 67Q: 3 clusters Score -4954938 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12742 members Mstep: Class 2 contains 12592 members Entering Unmasked Estep Score: -4954936.000000 Penalty: 5029.392090 Iteration 68Q: 3 clusters Score -4954936 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12822 members Mstep: Class 2 contains 12512 members Entering Unmasked Estep Score: -4954923.500000 Penalty: 5029.392090 Iteration 69Q: 3 clusters Score -4954924 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12881 members Mstep: Class 2 contains 12453 members Entering Unmasked Estep Score: -4954913.000000 Penalty: 5029.392090 Iteration 70Q: 3 clusters Score -4954913 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12945 members Mstep: Class 2 contains 12389 members Entering Unmasked Estep Score: -4954901.500000 Penalty: 5029.392090 Iteration 71Q: 3 clusters Score -4954902 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13000 members Mstep: Class 2 contains 12334 members Entering Unmasked Estep Score: -4954913.000000 Penalty: 5029.392090 Iteration 72Q: 3 clusters Score -4954913 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13063 members Mstep: Class 2 contains 12271 members Entering Unmasked Estep Score: -4954886.500000 Penalty: 5029.392090 Iteration 73Q: 3 clusters Score -4954886 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13137 members Mstep: Class 2 contains 12197 members Entering Unmasked Estep Score: -4954870.500000 Penalty: 5029.392090 Iteration 74Q: 3 clusters Score -4954870 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13201 members Mstep: Class 2 contains 12133 members Entering Unmasked Estep Score: -4954853.500000 Penalty: 5029.392090 Iteration 75Q: 3 clusters Score -4954854 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13258 members Mstep: Class 2 contains 12076 members Entering Unmasked Estep Score: -4954849.500000 Penalty: 5029.392090 Iteration 76Q: 3 clusters Score -4954850 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13297 members Mstep: Class 2 contains 12037 members Entering Unmasked Estep Score: -4954849.500000 Penalty: 5029.392090 Iteration 77Q: 3 clusters Score -4954850 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13339 members Mstep: Class 2 contains 11995 members Entering Unmasked Estep Score: -4954855.000000 Penalty: 5029.392090 Iteration 78Q: 3 clusters Score -4954855 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13380 members Mstep: Class 2 contains 11954 members Entering Unmasked Estep Score: -4954834.000000 Penalty: 5029.392090 Iteration 79Q: 3 clusters Score -4954834 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13427 members Mstep: Class 2 contains 11907 members Entering Unmasked Estep Score: -4954832.500000 Penalty: 5029.392090 Iteration 80F: 3 clusters Score -4954832 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13462 members Mstep: Class 2 contains 11872 members Entering Unmasked Estep Score: -4954825.500000 Penalty: 5029.392090 Iteration 81Q: 3 clusters Score -4954826 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13506 members Mstep: Class 2 contains 11828 members Entering Unmasked Estep Score: -4954814.500000 Penalty: 5029.392090 Iteration 82Q: 3 clusters Score -4954814 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13549 members Mstep: Class 2 contains 11785 members Entering Unmasked Estep Score: -4954800.500000 Penalty: 5029.392090 Iteration 83Q: 3 clusters Score -4954800 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13598 members Mstep: Class 2 contains 11736 members Entering Unmasked Estep Score: -4954788.500000 Penalty: 5029.392090 Iteration 84Q: 3 clusters Score -4954788 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13648 members Mstep: Class 2 contains 11686 members Entering Unmasked Estep Score: -4954790.000000 Penalty: 5029.392090 Iteration 85Q: 3 clusters Score -4954790 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13704 members Mstep: Class 2 contains 11630 members Entering Unmasked Estep Score: -4954788.500000 Penalty: 5029.392090 Iteration 86Q: 3 clusters Score -4954788 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13757 members Mstep: Class 2 contains 11577 members Entering Unmasked Estep Score: -4954776.000000 Penalty: 5029.392090 Iteration 87Q: 3 clusters Score -4954776 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13820 members Mstep: Class 2 contains 11514 members Entering Unmasked Estep Score: -4954760.500000 Penalty: 5029.392090 Iteration 88Q: 3 clusters Score -4954760 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13890 members Mstep: Class 2 contains 11444 members Entering Unmasked Estep Score: -4954758.000000 Penalty: 5029.392090 Iteration 89Q: 3 clusters Score -4954758 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13941 members Mstep: Class 2 contains 11393 members Entering Unmasked Estep Score: -4954782.000000 Penalty: 5029.392090 Iteration 90Q: 3 clusters Score -4954782 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13985 members Mstep: Class 2 contains 11349 members Entering Unmasked Estep Score: -4954771.000000 Penalty: 5029.392090 Iteration 91Q: 3 clusters Score -4954771 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14038 members Mstep: Class 2 contains 11296 members Entering Unmasked Estep Score: -4954764.000000 Penalty: 5029.392090 Iteration 92Q: 3 clusters Score -4954764 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14100 members Mstep: Class 2 contains 11234 members Entering Unmasked Estep Score: -4954753.500000 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Entering Unmasked Estep Score: -4954661.000000 Penalty: 5029.392090 Iteration 101Q: 3 clusters Score -4954661 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14681 members Mstep: Class 2 contains 10653 members Entering Unmasked Estep Score: -4954656.000000 Penalty: 5029.392090 Iteration 102Q: 3 clusters Score -4954656 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14736 members Mstep: Class 2 contains 10598 members Entering Unmasked Estep Score: -4954645.000000 Penalty: 5029.392090 Iteration 103Q: 3 clusters Score -4954645 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14803 members Mstep: Class 2 contains 10531 members Entering Unmasked Estep Score: -4954646.000000 Penalty: 5029.392090 Iteration 104Q: 3 clusters Score -4954646 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14874 members Mstep: Class 2 contains 10460 members Entering Unmasked Estep Score: -4954636.000000 Penalty: 5029.392090 Iteration 105Q: 3 clusters Score -4954636 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14936 members Mstep: Class 2 contains 10398 members Entering Unmasked Estep Score: -4954628.000000 Penalty: 5029.392090 Iteration 106Q: 3 clusters Score -4954628 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14996 members Mstep: Class 2 contains 10338 members Entering Unmasked Estep Score: -4954634.000000 Penalty: 5029.392090 Iteration 107Q: 3 clusters Score -4954634 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15049 members Mstep: Class 2 contains 10285 members Entering Unmasked Estep Score: -4954621.000000 Penalty: 5029.392090 Iteration 108Q: 3 clusters Score -4954621 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15095 members Mstep: Class 2 contains 10239 members Entering Unmasked Estep Score: -4954609.500000 Penalty: 5029.392090 Iteration 109Q: 3 clusters Score -4954610 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15133 members Mstep: Class 2 contains 10201 members Entering Unmasked Estep Score: -4954609.500000 Penalty: 5029.392090 Iteration 110Q: 3 clusters Score -4954610 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15174 members Mstep: Class 2 contains 10160 members Entering Unmasked Estep Score: -4954600.500000 Penalty: 5029.392090 Iteration 111Q: 3 clusters Score -4954600 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15227 members Mstep: Class 2 contains 10107 members Entering Unmasked Estep Score: -4954585.000000 Penalty: 5029.392090 Iteration 112Q: 3 clusters Score -4954585 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: 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contains 0 members Mstep: Class 1 contains 15539 members Mstep: Class 2 contains 9795 members Entering Unmasked Estep Score: -4954526.000000 Penalty: 5029.392090 Iteration 117Q: 3 clusters Score -4954526 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15609 members Mstep: Class 2 contains 9725 members Entering Unmasked Estep Score: -4954524.500000 Penalty: 5029.392090 Iteration 118Q: 3 clusters Score -4954524 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15679 members Mstep: Class 2 contains 9655 members Entering Unmasked Estep Score: -4954534.000000 Penalty: 5029.392090 Iteration 119Q: 3 clusters Score -4954534 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15746 members Mstep: Class 2 contains 9588 members Entering Unmasked Estep Score: -4954521.500000 Penalty: 5029.392090 Iteration 120F: 3 clusters Score -4954522 nChanged 74 Entering Unmasked 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nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16250 members Mstep: Class 2 contains 9084 members Entering Unmasked Estep Score: -4954461.500000 Penalty: 5029.392090 Iteration 125Q: 3 clusters Score -4954462 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16388 members Mstep: Class 2 contains 8946 members Entering Unmasked Estep Score: -4954472.000000 Penalty: 5029.392090 Iteration 126Q: 3 clusters Score -4954472 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16540 members Mstep: Class 2 contains 8794 members Entering Unmasked Estep Score: -4954454.000000 Penalty: 5029.392090 Iteration 127Q: 3 clusters Score -4954454 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16686 members Mstep: Class 2 contains 8648 members Entering Unmasked Estep Score: -4954453.500000 Penalty: 5029.392090 Iteration 128Q: 3 clusters Score -4954454 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16858 members Mstep: Class 2 contains 8476 members Entering Unmasked Estep Score: -4954449.500000 Penalty: 5029.392090 Iteration 129Q: 3 clusters Score -4954450 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17003 members Mstep: Class 2 contains 8331 members Entering Unmasked Estep Score: -4954452.000000 Penalty: 5029.392090 Iteration 130Q: 3 clusters Score -4954452 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17143 members Mstep: Class 2 contains 8191 members Entering Unmasked Estep Score: -4954460.000000 Penalty: 5029.392090 Iteration 131Q: 3 clusters Score -4954460 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17280 members Mstep: Class 2 contains 8054 members Entering Unmasked Estep Score: -4954443.500000 Penalty: 5029.392090 Iteration 132Q: 3 clusters Score -4954444 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17411 members Mstep: Class 2 contains 7923 members Entering Unmasked Estep Score: -4954424.500000 Penalty: 5029.392090 Iteration 133Q: 3 clusters Score -4954424 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17565 members Mstep: Class 2 contains 7769 members Entering Unmasked Estep Score: -4954423.000000 Penalty: 5029.392090 Iteration 134Q: 3 clusters Score -4954423 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17730 members Mstep: Class 2 contains 7604 members Entering Unmasked Estep Score: -4954439.000000 Penalty: 5029.392090 Iteration 135Q: 3 clusters Score -4954439 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17898 members Mstep: Class 2 contains 7436 members Entering Unmasked Estep Score: 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nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24115 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -4955983.500000 Penalty: 5029.392090 Iteration 164Q: 3 clusters Score -4955984 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24131 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -4955996.500000 Penalty: 5029.392090 Iteration 165Q: 3 clusters Score -4955996 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24148 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -4956000.500000 Penalty: 5029.392090 Iteration 166Q: 3 clusters Score -4956000 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24162 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -4956005.000000 Penalty: 5029.392090 Iteration 167Q: 3 clusters Score -4956005 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24179 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -4956020.500000 Penalty: 5029.392090 Iteration 168Q: 3 clusters Score -4956020 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24190 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -4956012.500000 Penalty: 5029.392090 Iteration 169Q: 3 clusters Score -4956012 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24201 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -4956018.500000 Penalty: 5029.392090 Iteration 170Q: 3 clusters Score -4956018 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24212 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -4956024.500000 Penalty: 5029.392090 Iteration 171Q: 3 clusters Score -4956024 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24220 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -4956026.000000 Penalty: 5029.392090 Iteration 172Q: 3 clusters Score -4956026 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24225 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -4956027.000000 Penalty: 5029.392090 Iteration 173Q: 3 clusters Score -4956027 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24226 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -4956029.500000 Penalty: 5029.392090 Iteration 174Q: 3 clusters Score -4956030 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24226 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -4956030.500000 Penalty: 5029.392090 Iteration 175Q: 3 clusters Score -4956030 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24227 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -4956031.500000 Penalty: 5029.392090 Iteration 176Q: 3 clusters Score -4956032 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24225 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -4956039.000000 Penalty: 5029.392090 Iteration 177Q: 3 clusters Score -4956039 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24227 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -4956030.000000 Penalty: 5029.392090 Iteration 178Q: 3 clusters Score -4956030 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24227 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -4956030.000000 Penalty: 5029.392090 Iteration 179F: 3 clusters Score -4956030 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (751 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Entering Unmasked Estep Score: -122278.023438 Penalty: 1642.108643 Iteration 0F: 2 clusters Score -122278 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 380 members Entering Unmasked Estep Score: -120509.625000 Penalty: 3284.217285 Iteration 0F: 3 clusters Score -120509.6 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -120940.164062 Penalty: 3284.217285 Iteration 1F: 3 clusters Score -120940.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -121392.593750 Penalty: 3284.217285 Iteration 2F: 3 clusters Score -121392.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -121582.554688 Penalty: 3284.217285 Iteration 3F: 3 clusters Score -121582.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -121707.929688 Penalty: 3284.217285 Iteration 4F: 3 clusters Score -121707.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -121807.054688 Penalty: 3284.217285 Iteration 5Q: 3 clusters Score -121807.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -121896.015625 Penalty: 3284.217285 Iteration 6Q: 3 clusters Score -121896 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -121950.281250 Penalty: 3284.217285 Iteration 7Q: 3 clusters Score -121950.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -121982.843750 Penalty: 3284.217285 Iteration 8Q: 3 clusters Score -121982.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -122012.570312 Penalty: 3284.217285 Iteration 9Q: 3 clusters Score -122012.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -122033.296875 Penalty: 3284.217285 Iteration 10Q: 3 clusters Score -122033.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -122046.937500 Penalty: 3284.217285 Iteration 11Q: 3 clusters Score -122046.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -122064.812500 Penalty: 3284.217285 Iteration 12Q: 3 clusters Score -122064.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -122070.789062 Penalty: 3284.217285 Iteration 13Q: 3 clusters Score -122070.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -122073.734375 Penalty: 3284.217285 Iteration 14Q: 3 clusters Score -122073.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -122076.335938 Penalty: 3284.217285 Iteration 15Q: 3 clusters Score -122076.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -122079.640625 Penalty: 3284.217285 Iteration 16Q: 3 clusters Score -122079.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -122079.640625 Penalty: 3284.217285 Iteration 17F: 3 clusters Score -122079.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Entering Unmasked Estep Score: -143073.437500 Penalty: 1681.983643 Iteration 0F: 2 clusters Score -143073.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -141285.000000 Penalty: 3363.967285 Iteration 0F: 3 clusters Score -141285 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -141586.703125 Penalty: 3363.967285 Iteration 1F: 3 clusters Score -141586.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -141661.406250 Penalty: 3363.967285 Iteration 2F: 3 clusters Score -141661.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -141686.921875 Penalty: 3363.967285 Iteration 3Q: 3 clusters Score -141686.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -141707.296875 Penalty: 3363.967285 Iteration 4Q: 3 clusters Score -141707.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -141720.828125 Penalty: 3363.967285 Iteration 5Q: 3 clusters Score -141720.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -141728.812500 Penalty: 3363.967285 Iteration 6Q: 3 clusters Score -141728.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -141730.765625 Penalty: 3363.967285 Iteration 7Q: 3 clusters Score -141730.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -141731.640625 Penalty: 3363.967285 Iteration 8Q: 3 clusters Score -141731.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -141732.859375 Penalty: 3363.967285 Iteration 9Q: 3 clusters Score -141732.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -141733.578125 Penalty: 3363.967285 Iteration 10Q: 3 clusters Score -141733.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -141733.578125 Penalty: 3363.967285 Iteration 11F: 3 clusters Score -141733.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25125 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52398 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24196 members Mstep: Class 7 contains 23983 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19749 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63493 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56688 members Mstep: Class 18 contains 13831 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647996.000000 Penalty: 75971.281250 Iteration 359Q: 25 clusters Score -6.3648e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25125 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52398 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24196 members Mstep: Class 7 contains 23983 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19749 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63493 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56688 members Mstep: Class 18 contains 13831 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -63647996.000000 Penalty: 75971.281250 Iteration 360F: 25 clusters Score -6.3648e+07 nChanged 0 Entering ConstructFrom: Score: -63647996.000000 Penalty: 75971.281250 Entering ConstructFrom: Trying to split cluster 1 (26965 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26965 members Entering Unmasked Estep Score: -5317056.500000 Penalty: 2530.169189 Iteration 0F: 2 clusters Score -5317056 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13561 members Mstep: Class 2 contains 13404 members Entering Unmasked Estep Score: -5300006.000000 Penalty: 5060.338379 Iteration 0F: 3 clusters Score -5300006 nChanged 12119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13990 members Mstep: Class 2 contains 12975 members Entering Unmasked Estep Score: -5306409.000000 Penalty: 5060.338379 Iteration 1F: 3 clusters Score -5306409 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14349 members Mstep: Class 2 contains 12616 members Entering Unmasked Estep Score: -5306872.000000 Penalty: 5060.338379 Iteration 2Q: 3 clusters Score -5306872 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14774 members Mstep: Class 2 contains 12191 members Entering Unmasked Estep Score: -5307267.500000 Penalty: 5060.338379 Iteration 3Q: 3 clusters Score -5307268 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15332 members Mstep: Class 2 contains 11633 members Entering Unmasked Estep Score: -5307584.000000 Penalty: 5060.338379 Iteration 4Q: 3 clusters Score -5307584 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16058 members Mstep: Class 2 contains 10907 members Entering Unmasked Estep Score: -5308036.000000 Penalty: 5060.338379 Iteration 5Q: 3 clusters Score -5308036 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17018 members Mstep: Class 2 contains 9947 members Entering Unmasked Estep Score: -5308670.000000 Penalty: 5060.338379 Iteration 6Q: 3 clusters Score -5308670 nChanged 1534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18246 members Mstep: Class 2 contains 8719 members Entering Unmasked Estep Score: -5309573.500000 Penalty: 5060.338379 Iteration 7F: 3 clusters Score -5309574 nChanged 1683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19617 members Mstep: Class 2 contains 7348 members Entering Unmasked Estep Score: -5310743.000000 Penalty: 5060.338379 Iteration 8F: 3 clusters Score -5310743 nChanged 1589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20896 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -5312003.500000 Penalty: 5060.338379 Iteration 9F: 3 clusters Score -5312004 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21969 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -5313283.000000 Penalty: 5060.338379 Iteration 10F: 3 clusters Score -5313283 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22639 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -5314242.500000 Penalty: 5060.338379 Iteration 11Q: 3 clusters Score -5314242 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22945 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -5314841.000000 Penalty: 5060.338379 Iteration 12Q: 3 clusters Score -5314841 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23096 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -5315142.000000 Penalty: 5060.338379 Iteration 13Q: 3 clusters Score -5315142 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23195 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -5315317.000000 Penalty: 5060.338379 Iteration 14Q: 3 clusters Score -5315317 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23267 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -5315347.000000 Penalty: 5060.338379 Iteration 15Q: 3 clusters Score -5315347 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23333 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -5315377.500000 Penalty: 5060.338379 Iteration 16Q: 3 clusters Score -5315378 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23387 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -5315394.500000 Penalty: 5060.338379 Iteration 17Q: 3 clusters Score -5315394 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23428 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -5315414.500000 Penalty: 5060.338379 Iteration 18Q: 3 clusters Score -5315414 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23465 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -5315428.000000 Penalty: 5060.338379 Iteration 19Q: 3 clusters Score -5315428 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23507 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -5315450.500000 Penalty: 5060.338379 Iteration 20F: 3 clusters Score -5315450 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23556 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -5315455.500000 Penalty: 5060.338379 Iteration 21Q: 3 clusters Score -5315456 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23591 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -5315473.500000 Penalty: 5060.338379 Iteration 22Q: 3 clusters Score -5315474 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23636 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -5315488.500000 Penalty: 5060.338379 Iteration 23Q: 3 clusters Score -5315488 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23690 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -5315507.500000 Penalty: 5060.338379 Iteration 24Q: 3 clusters Score -5315508 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23732 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -5315506.500000 Penalty: 5060.338379 Iteration 25Q: 3 clusters Score -5315506 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23759 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -5315499.500000 Penalty: 5060.338379 Iteration 26Q: 3 clusters Score -5315500 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23795 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -5315505.500000 Penalty: 5060.338379 Iteration 27Q: 3 clusters Score -5315506 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23834 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -5315497.000000 Penalty: 5060.338379 Iteration 28Q: 3 clusters Score -5315497 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23874 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -5315527.500000 Penalty: 5060.338379 Iteration 29Q: 3 clusters Score -5315528 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23914 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -5315524.000000 Penalty: 5060.338379 Iteration 30Q: 3 clusters Score -5315524 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23959 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -5315535.000000 Penalty: 5060.338379 Iteration 31Q: 3 clusters Score -5315535 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24001 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -5315535.000000 Penalty: 5060.338379 Iteration 32Q: 3 clusters Score -5315535 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24042 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -5315544.500000 Penalty: 5060.338379 Iteration 33Q: 3 clusters Score -5315544 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24075 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -5315552.500000 Penalty: 5060.338379 Iteration 34Q: 3 clusters Score -5315552 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24107 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -5315556.000000 Penalty: 5060.338379 Iteration 35Q: 3 clusters Score -5315556 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24135 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -5315556.500000 Penalty: 5060.338379 Iteration 36Q: 3 clusters Score -5315556 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24157 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -5315549.500000 Penalty: 5060.338379 Iteration 37Q: 3 clusters Score -5315550 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24171 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -5315550.000000 Penalty: 5060.338379 Iteration 38Q: 3 clusters Score -5315550 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24186 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -5315550.000000 Penalty: 5060.338379 Iteration 39Q: 3 clusters Score -5315550 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24209 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -5315572.000000 Penalty: 5060.338379 Iteration 40F: 3 clusters Score -5315572 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24239 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -5315563.000000 Penalty: 5060.338379 Iteration 41Q: 3 clusters Score -5315563 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24283 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -5315571.000000 Penalty: 5060.338379 Iteration 42Q: 3 clusters Score -5315571 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24326 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -5315578.500000 Penalty: 5060.338379 Iteration 43Q: 3 clusters Score -5315578 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24381 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -5315584.500000 Penalty: 5060.338379 Iteration 44Q: 3 clusters Score -5315584 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24425 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -5315576.500000 Penalty: 5060.338379 Iteration 45Q: 3 clusters Score -5315576 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24467 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -5315563.000000 Penalty: 5060.338379 Iteration 46Q: 3 clusters Score -5315563 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24516 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -5315568.000000 Penalty: 5060.338379 Iteration 47Q: 3 clusters Score -5315568 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24552 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -5315558.500000 Penalty: 5060.338379 Iteration 48Q: 3 clusters Score -5315558 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24578 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -5315556.500000 Penalty: 5060.338379 Iteration 49Q: 3 clusters Score -5315556 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24603 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -5315577.000000 Penalty: 5060.338379 Iteration 50Q: 3 clusters Score -5315577 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24633 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -5315561.500000 Penalty: 5060.338379 Iteration 51Q: 3 clusters Score -5315562 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24658 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -5315561.000000 Penalty: 5060.338379 Iteration 52Q: 3 clusters Score -5315561 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24682 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -5315559.500000 Penalty: 5060.338379 Iteration 53Q: 3 clusters Score -5315560 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24699 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -5315543.000000 Penalty: 5060.338379 Iteration 54Q: 3 clusters Score -5315543 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24721 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -5315554.500000 Penalty: 5060.338379 Iteration 55Q: 3 clusters Score -5315554 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24737 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -5315544.500000 Penalty: 5060.338379 Iteration 56Q: 3 clusters Score -5315544 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24757 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -5315540.500000 Penalty: 5060.338379 Iteration 57Q: 3 clusters Score -5315540 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24775 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -5315547.500000 Penalty: 5060.338379 Iteration 58Q: 3 clusters Score -5315548 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24792 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -5315536.000000 Penalty: 5060.338379 Iteration 59Q: 3 clusters Score -5315536 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24803 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -5315537.000000 Penalty: 5060.338379 Iteration 60F: 3 clusters Score -5315537 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24818 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -5315537.000000 Penalty: 5060.338379 Iteration 61Q: 3 clusters Score -5315537 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24830 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -5315535.500000 Penalty: 5060.338379 Iteration 62Q: 3 clusters Score -5315536 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24850 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -5315533.500000 Penalty: 5060.338379 Iteration 63Q: 3 clusters Score -5315534 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24864 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -5315530.500000 Penalty: 5060.338379 Iteration 64Q: 3 clusters Score -5315530 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24884 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -5315527.000000 Penalty: 5060.338379 Iteration 65Q: 3 clusters Score -5315527 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24912 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -5315520.500000 Penalty: 5060.338379 Iteration 70Q: 3 clusters Score -5315520 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25026 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -5315526.000000 Penalty: 5060.338379 Iteration 71Q: 3 clusters Score -5315526 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25050 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -5315532.000000 Penalty: 5060.338379 Iteration 72Q: 3 clusters Score -5315532 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25074 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -5315535.500000 Penalty: 5060.338379 Iteration 73Q: 3 clusters Score -5315536 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25106 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -5315532.000000 Penalty: 5060.338379 Iteration 74Q: 3 clusters Score -5315532 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25127 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -5315530.000000 Penalty: 5060.338379 Iteration 75Q: 3 clusters Score -5315530 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25153 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -5315519.500000 Penalty: 5060.338379 Iteration 76Q: 3 clusters Score -5315520 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25176 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -5315523.000000 Penalty: 5060.338379 Iteration 77Q: 3 clusters Score -5315523 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25197 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -5315522.000000 Penalty: 5060.338379 Iteration 78Q: 3 clusters Score -5315522 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25212 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -5315519.000000 Penalty: 5060.338379 Iteration 79Q: 3 clusters Score -5315519 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25221 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -5315528.500000 Penalty: 5060.338379 Iteration 80F: 3 clusters Score -5315528 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25230 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -5315519.500000 Penalty: 5060.338379 Iteration 81Q: 3 clusters Score -5315520 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25240 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -5315514.000000 Penalty: 5060.338379 Iteration 82Q: 3 clusters Score -5315514 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25249 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -5315513.000000 Penalty: 5060.338379 Iteration 83Q: 3 clusters Score -5315513 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25263 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -5315516.000000 Penalty: 5060.338379 Iteration 84Q: 3 clusters Score -5315516 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25275 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -5315505.000000 Penalty: 5060.338379 Iteration 85Q: 3 clusters Score -5315505 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25296 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -5315505.000000 Penalty: 5060.338379 Iteration 86Q: 3 clusters Score -5315505 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25315 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -5315502.500000 Penalty: 5060.338379 Iteration 87Q: 3 clusters Score -5315502 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25332 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -5315507.500000 Penalty: 5060.338379 Iteration 88Q: 3 clusters Score -5315508 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25348 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -5315509.000000 Penalty: 5060.338379 Iteration 89Q: 3 clusters Score -5315509 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25356 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -5315512.500000 Penalty: 5060.338379 Iteration 90Q: 3 clusters Score -5315512 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25371 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -5315520.500000 Penalty: 5060.338379 Iteration 91Q: 3 clusters Score -5315520 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25382 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -5315520.000000 Penalty: 5060.338379 Iteration 92Q: 3 clusters Score -5315520 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25392 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -5315522.500000 Penalty: 5060.338379 Iteration 93Q: 3 clusters Score -5315522 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25405 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -5315525.000000 Penalty: 5060.338379 Iteration 94Q: 3 clusters Score -5315525 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25418 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -5315512.000000 Penalty: 5060.338379 Iteration 95Q: 3 clusters Score -5315512 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25431 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -5315514.000000 Penalty: 5060.338379 Iteration 96Q: 3 clusters Score -5315514 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25451 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -5315512.000000 Penalty: 5060.338379 Iteration 97Q: 3 clusters Score -5315512 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25474 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -5315521.000000 Penalty: 5060.338379 Iteration 98Q: 3 clusters Score -5315521 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25496 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -5315512.000000 Penalty: 5060.338379 Iteration 99Q: 3 clusters Score -5315512 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25526 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -5315513.000000 Penalty: 5060.338379 Iteration 100F: 3 clusters Score -5315513 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25564 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -5315498.000000 Penalty: 5060.338379 Iteration 101Q: 3 clusters Score -5315498 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25595 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -5315508.500000 Penalty: 5060.338379 Iteration 102Q: 3 clusters Score -5315508 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25626 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -5315507.000000 Penalty: 5060.338379 Iteration 103Q: 3 clusters Score -5315507 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25647 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -5315506.000000 Penalty: 5060.338379 Iteration 104Q: 3 clusters Score -5315506 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25664 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -5315505.000000 Penalty: 5060.338379 Iteration 105Q: 3 clusters Score -5315505 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25674 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -5315503.500000 Penalty: 5060.338379 Iteration 106Q: 3 clusters Score -5315504 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25684 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -5315494.500000 Penalty: 5060.338379 Iteration 107Q: 3 clusters Score -5315494 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25701 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -5315489.500000 Penalty: 5060.338379 Iteration 108Q: 3 clusters Score -5315490 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25712 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -5315486.500000 Penalty: 5060.338379 Iteration 109Q: 3 clusters Score -5315486 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25724 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -5315487.000000 Penalty: 5060.338379 Iteration 110Q: 3 clusters Score -5315487 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25736 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -5315484.000000 Penalty: 5060.338379 Iteration 111Q: 3 clusters Score -5315484 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25749 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -5315484.000000 Penalty: 5060.338379 Iteration 112Q: 3 clusters Score -5315484 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25764 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -5315477.500000 Penalty: 5060.338379 Iteration 113Q: 3 clusters Score -5315478 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25780 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -5315472.500000 Penalty: 5060.338379 Iteration 114Q: 3 clusters Score -5315472 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25797 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -5315465.000000 Penalty: 5060.338379 Iteration 115Q: 3 clusters Score -5315465 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25818 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -5315459.500000 Penalty: 5060.338379 Iteration 116Q: 3 clusters Score -5315460 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25837 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -5315444.000000 Penalty: 5060.338379 Iteration 121Q: 3 clusters Score -5315444 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25890 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -5315447.500000 Penalty: 5060.338379 Iteration 122Q: 3 clusters Score -5315448 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25899 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -5315447.000000 Penalty: 5060.338379 Iteration 123Q: 3 clusters Score -5315447 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25910 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -5315436.500000 Penalty: 5060.338379 Iteration 124Q: 3 clusters Score -5315436 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25922 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -5315433.000000 Penalty: 5060.338379 Iteration 125Q: 3 clusters Score -5315433 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25929 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -5315427.000000 Penalty: 5060.338379 Iteration 126Q: 3 clusters Score -5315427 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25933 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -5315430.000000 Penalty: 5060.338379 Iteration 127Q: 3 clusters Score -5315430 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25938 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -5315424.500000 Penalty: 5060.338379 Iteration 128Q: 3 clusters Score -5315424 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25943 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -5315431.500000 Penalty: 5060.338379 Iteration 129Q: 3 clusters Score -5315432 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25947 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -5315429.500000 Penalty: 5060.338379 Iteration 130Q: 3 clusters Score -5315430 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25954 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -5315423.000000 Penalty: 5060.338379 Iteration 131Q: 3 clusters Score -5315423 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25961 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -5315421.000000 Penalty: 5060.338379 Iteration 132Q: 3 clusters Score -5315421 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25968 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -5315419.500000 Penalty: 5060.338379 Iteration 133Q: 3 clusters Score -5315420 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25973 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -5315417.500000 Penalty: 5060.338379 Iteration 134Q: 3 clusters Score -5315418 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25975 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -5315416.000000 Penalty: 5060.338379 Iteration 135Q: 3 clusters Score -5315416 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25978 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -5315409.500000 Penalty: 5060.338379 Iteration 136Q: 3 clusters Score -5315410 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25981 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -5315413.000000 Penalty: 5060.338379 Iteration 137Q: 3 clusters Score -5315413 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25987 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -5315418.500000 Penalty: 5060.338379 Iteration 138Q: 3 clusters Score -5315418 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25991 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -5315419.000000 Penalty: 5060.338379 Iteration 139Q: 3 clusters Score -5315419 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25997 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -5315412.500000 Penalty: 5060.338379 Iteration 140F: 3 clusters Score -5315412 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26005 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -5315417.500000 Penalty: 5060.338379 Iteration 141Q: 3 clusters Score -5315418 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26014 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -5315412.000000 Penalty: 5060.338379 Iteration 142Q: 3 clusters Score -5315412 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26020 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -5315417.000000 Penalty: 5060.338379 Iteration 143Q: 3 clusters Score -5315417 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26021 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -5315418.500000 Penalty: 5060.338379 Iteration 144Q: 3 clusters Score -5315418 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26022 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -5315418.000000 Penalty: 5060.338379 Iteration 145Q: 3 clusters Score -5315418 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26022 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -5315418.000000 Penalty: 5060.338379 Iteration 146F: 3 clusters Score -5315418 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (25125 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25125 members Entering Unmasked Estep Score: -4640100.000000 Penalty: 2512.641357 Iteration 0F: 2 clusters Score -4640100 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12549 members Mstep: Class 2 contains 12576 members Entering Unmasked Estep Score: -4622834.500000 Penalty: 5025.282715 Iteration 0F: 3 clusters Score -4622834 nChanged 11136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12463 members Mstep: Class 2 contains 12662 members Entering Unmasked Estep Score: -4628872.500000 Penalty: 5025.282715 Iteration 1F: 3 clusters Score -4628872 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12460 members Mstep: Class 2 contains 12665 members Entering Unmasked Estep Score: -4629416.000000 Penalty: 5025.282715 Iteration 2Q: 3 clusters Score -4629416 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12500 members Mstep: Class 2 contains 12625 members Entering Unmasked Estep Score: -4629982.500000 Penalty: 5025.282715 Iteration 3Q: 3 clusters Score -4629982 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12555 members Mstep: Class 2 contains 12570 members Entering Unmasked Estep Score: -4630581.500000 Penalty: 5025.282715 Iteration 4Q: 3 clusters Score -4630582 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12629 members Mstep: Class 2 contains 12496 members Entering Unmasked Estep Score: -4631087.500000 Penalty: 5025.282715 Iteration 5Q: 3 clusters Score -4631088 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12646 members Mstep: Class 2 contains 12479 members Entering Unmasked Estep Score: -4631496.000000 Penalty: 5025.282715 Iteration 6Q: 3 clusters Score -4631496 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12619 members Mstep: Class 2 contains 12506 members Entering Unmasked Estep Score: -4631813.500000 Penalty: 5025.282715 Iteration 7Q: 3 clusters Score -4631814 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12537 members Mstep: Class 2 contains 12588 members Entering Unmasked Estep Score: -4632121.000000 Penalty: 5025.282715 Iteration 8Q: 3 clusters Score -4632121 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12388 members Mstep: Class 2 contains 12737 members Entering Unmasked Estep Score: -4632414.500000 Penalty: 5025.282715 Iteration 9Q: 3 clusters Score -4632414 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12201 members Mstep: Class 2 contains 12924 members Entering Unmasked Estep Score: -4632659.000000 Penalty: 5025.282715 Iteration 10Q: 3 clusters Score -4632659 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11950 members Mstep: Class 2 contains 13175 members Entering Unmasked Estep Score: -4632908.000000 Penalty: 5025.282715 Iteration 11Q: 3 clusters Score -4632908 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11638 members Mstep: Class 2 contains 13487 members Entering Unmasked Estep Score: -4633152.500000 Penalty: 5025.282715 Iteration 12Q: 3 clusters Score -4633152 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11273 members Mstep: Class 2 contains 13852 members Entering Unmasked Estep Score: -4633355.500000 Penalty: 5025.282715 Iteration 13Q: 3 clusters Score -4633356 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10827 members Mstep: Class 2 contains 14298 members Entering Unmasked Estep Score: -4633655.500000 Penalty: 5025.282715 Iteration 14Q: 3 clusters Score -4633656 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10324 members Mstep: Class 2 contains 14801 members Entering Unmasked Estep Score: -4633952.500000 Penalty: 5025.282715 Iteration 15Q: 3 clusters Score -4633952 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9756 members Mstep: Class 2 contains 15369 members Entering Unmasked Estep Score: -4634320.000000 Penalty: 5025.282715 Iteration 16Q: 3 clusters Score -4634320 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9138 members Mstep: Class 2 contains 15987 members Entering Unmasked Estep Score: -4634725.500000 Penalty: 5025.282715 Iteration 17Q: 3 clusters Score -4634726 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8463 members Mstep: Class 2 contains 16662 members Entering Unmasked Estep Score: -4635103.000000 Penalty: 5025.282715 Iteration 18Q: 3 clusters Score -4635103 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7816 members Mstep: Class 2 contains 17309 members Entering Unmasked Estep Score: -4635455.500000 Penalty: 5025.282715 Iteration 19Q: 3 clusters Score -4635456 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7193 members Mstep: Class 2 contains 17932 members Entering Unmasked Estep Score: -4635765.000000 Penalty: 5025.282715 Iteration 20F: 3 clusters Score -4635765 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6587 members Mstep: Class 2 contains 18538 members Entering Unmasked Estep Score: -4636059.000000 Penalty: 5025.282715 Iteration 21Q: 3 clusters Score -4636059 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 19111 members Entering Unmasked Estep Score: -4636316.000000 Penalty: 5025.282715 Iteration 22Q: 3 clusters Score -4636316 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5490 members Mstep: Class 2 contains 19635 members Entering Unmasked Estep Score: -4636513.000000 Penalty: 5025.282715 Iteration 23Q: 3 clusters Score -4636513 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 20149 members Entering Unmasked Estep Score: -4636747.500000 Penalty: 5025.282715 Iteration 24Q: 3 clusters Score -4636748 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 20659 members Entering Unmasked Estep Score: -4637015.500000 Penalty: 5025.282715 Iteration 25Q: 3 clusters Score -4637016 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 21164 members Entering Unmasked Estep Score: -4637280.500000 Penalty: 5025.282715 Iteration 26Q: 3 clusters Score -4637280 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 21676 members Entering Unmasked Estep Score: -4637573.000000 Penalty: 5025.282715 Iteration 27Q: 3 clusters Score -4637573 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 22138 members Entering Unmasked Estep Score: -4637841.500000 Penalty: 5025.282715 Iteration 28Q: 3 clusters Score -4637842 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 22538 members Entering Unmasked Estep Score: -4638043.500000 Penalty: 5025.282715 Iteration 29Q: 3 clusters Score -4638044 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 22879 members Entering Unmasked Estep Score: -4638245.000000 Penalty: 5025.282715 Iteration 30Q: 3 clusters Score -4638245 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 23154 members Entering Unmasked Estep Score: -4638431.000000 Penalty: 5025.282715 Iteration 31Q: 3 clusters Score -4638431 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 23390 members Entering Unmasked Estep Score: -4638623.500000 Penalty: 5025.282715 Iteration 32Q: 3 clusters Score -4638624 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 23579 members Entering Unmasked Estep Score: -4638779.000000 Penalty: 5025.282715 Iteration 33Q: 3 clusters Score -4638779 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 23725 members Entering Unmasked Estep Score: -4638918.500000 Penalty: 5025.282715 Iteration 34Q: 3 clusters Score -4638918 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 23836 members Entering Unmasked Estep Score: -4638985.000000 Penalty: 5025.282715 Iteration 35Q: 3 clusters Score -4638985 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 23916 members Entering Unmasked Estep Score: -4639038.000000 Penalty: 5025.282715 Iteration 36Q: 3 clusters Score -4639038 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 23976 members Entering Unmasked Estep Score: -4639075.500000 Penalty: 5025.282715 Iteration 37Q: 3 clusters Score -4639076 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 24021 members Entering Unmasked Estep Score: -4639108.500000 Penalty: 5025.282715 Iteration 38Q: 3 clusters Score -4639108 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 24052 members Entering Unmasked Estep Score: -4639125.000000 Penalty: 5025.282715 Iteration 39Q: 3 clusters Score -4639125 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 24078 members Entering Unmasked Estep Score: -4639129.000000 Penalty: 5025.282715 Iteration 40F: 3 clusters Score -4639129 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 24104 members Entering Unmasked Estep Score: -4639143.500000 Penalty: 5025.282715 Iteration 41Q: 3 clusters Score -4639144 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 24119 members Entering Unmasked Estep Score: -4639149.500000 Penalty: 5025.282715 Iteration 42Q: 3 clusters Score -4639150 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 24130 members Entering Unmasked Estep Score: -4639158.000000 Penalty: 5025.282715 Iteration 43Q: 3 clusters Score -4639158 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 24140 members Entering Unmasked Estep Score: -4639161.000000 Penalty: 5025.282715 Iteration 44Q: 3 clusters Score -4639161 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 24149 members Entering Unmasked Estep Score: -4639166.500000 Penalty: 5025.282715 Iteration 45Q: 3 clusters Score -4639166 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 24156 members Entering Unmasked Estep Score: -4639170.500000 Penalty: 5025.282715 Iteration 46Q: 3 clusters Score -4639170 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 24160 members Entering Unmasked Estep Score: -4639176.500000 Penalty: 5025.282715 Iteration 47Q: 3 clusters Score -4639176 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 24166 members Entering Unmasked Estep Score: -4639169.000000 Penalty: 5025.282715 Iteration 48Q: 3 clusters Score -4639169 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 24172 members Entering Unmasked Estep Score: -4639170.000000 Penalty: 5025.282715 Iteration 49Q: 3 clusters Score -4639170 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 24177 members Entering Unmasked Estep Score: -4639180.500000 Penalty: 5025.282715 Iteration 50Q: 3 clusters Score -4639180 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 24178 members Entering Unmasked Estep Score: -4639181.500000 Penalty: 5025.282715 Iteration 51Q: 3 clusters Score -4639182 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 24178 members Entering Unmasked Estep Score: -4639181.500000 Penalty: 5025.282715 Iteration 52F: 3 clusters Score -4639182 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Entering Unmasked Estep Score: -34272.835938 Penalty: 1399.192993 Iteration 0F: 2 clusters Score -34272.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -33369.503906 Penalty: 2798.385986 Iteration 0F: 3 clusters Score -33369.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -33664.062500 Penalty: 2798.385986 Iteration 1F: 3 clusters Score -33664.06 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -33800.339844 Penalty: 2798.385986 Iteration 2F: 3 clusters Score -33800.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -33837.187500 Penalty: 2798.385986 Iteration 3Q: 3 clusters Score -33837.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -33842.253906 Penalty: 2798.385986 Iteration 4Q: 3 clusters Score -33842.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -33844.402344 Penalty: 2798.385986 Iteration 5Q: 3 clusters Score -33844.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -33844.402344 Penalty: 2798.385986 Iteration 6F: 3 clusters Score -33844.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (52398 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52398 members Entering Unmasked Estep Score: -9681696.000000 Penalty: 2694.922607 Iteration 0F: 2 clusters Score -9681696 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26263 members Mstep: Class 2 contains 26135 members Entering Unmasked Estep Score: -9647943.000000 Penalty: 5389.845215 Iteration 0F: 3 clusters Score -9647943 nChanged 24145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26928 members Mstep: Class 2 contains 25470 members Entering Unmasked Estep Score: -9660995.000000 Penalty: 5389.845215 Iteration 1F: 3 clusters Score -9660995 nChanged 2049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27365 members Mstep: Class 2 contains 25033 members Entering Unmasked Estep Score: -9661579.000000 Penalty: 5389.845215 Iteration 2Q: 3 clusters Score -9661579 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27978 members Mstep: Class 2 contains 24420 members Entering Unmasked Estep Score: -9662198.000000 Penalty: 5389.845215 Iteration 3Q: 3 clusters Score -9662198 nChanged 2128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28936 members Mstep: Class 2 contains 23462 members Entering Unmasked Estep Score: -9662921.000000 Penalty: 5389.845215 Iteration 4Q: 3 clusters Score -9662921 nChanged 2461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30289 members Mstep: Class 2 contains 22109 members Entering Unmasked Estep Score: -9663970.000000 Penalty: 5389.845215 Iteration 5Q: 3 clusters Score -9663970 nChanged 2766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32099 members Mstep: Class 2 contains 20299 members Entering Unmasked Estep Score: -9665406.000000 Penalty: 5389.845215 Iteration 6F: 3 clusters Score -9665406 nChanged 3168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34385 members Mstep: Class 2 contains 18013 members Entering Unmasked Estep Score: -9667328.000000 Penalty: 5389.845215 Iteration 7F: 3 clusters Score -9667328 nChanged 3294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36911 members Mstep: Class 2 contains 15487 members Entering Unmasked Estep Score: -9669711.000000 Penalty: 5389.845215 Iteration 8F: 3 clusters Score -9669711 nChanged 3300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39487 members Mstep: Class 2 contains 12911 members Entering Unmasked Estep Score: -9672525.000000 Penalty: 5389.845215 Iteration 9F: 3 clusters Score -9672525 nChanged 2782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41571 members Mstep: Class 2 contains 10827 members Entering Unmasked Estep Score: -9675085.000000 Penalty: 5389.845215 Iteration 10F: 3 clusters Score -9675085 nChanged 2014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42895 members Mstep: Class 2 contains 9503 members Entering Unmasked Estep Score: -9676803.000000 Penalty: 5389.845215 Iteration 11Q: 3 clusters Score -9676803 nChanged 1354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43827 members Mstep: Class 2 contains 8571 members Entering Unmasked Estep Score: -9677615.000000 Penalty: 5389.845215 Iteration 12Q: 3 clusters Score -9677615 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44683 members Mstep: Class 2 contains 7715 members Entering Unmasked Estep Score: -9678121.000000 Penalty: 5389.845215 Iteration 13Q: 3 clusters Score -9678121 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45450 members Mstep: Class 2 contains 6948 members Entering Unmasked Estep Score: -9678478.000000 Penalty: 5389.845215 Iteration 14Q: 3 clusters Score -9678478 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46177 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -9678741.000000 Penalty: 5389.845215 Iteration 15Q: 3 clusters Score -9678741 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46787 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -9678942.000000 Penalty: 5389.845215 Iteration 16Q: 3 clusters Score -9678942 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47333 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -9679111.000000 Penalty: 5389.845215 Iteration 17Q: 3 clusters Score -9679111 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47790 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -9679243.000000 Penalty: 5389.845215 Iteration 18Q: 3 clusters Score -9679243 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48226 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -9679369.000000 Penalty: 5389.845215 Iteration 19Q: 3 clusters Score -9679369 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48610 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -9679419.000000 Penalty: 5389.845215 Iteration 20F: 3 clusters Score -9679419 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48934 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -9679484.000000 Penalty: 5389.845215 Iteration 21Q: 3 clusters Score -9679484 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49229 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -9679574.000000 Penalty: 5389.845215 Iteration 22Q: 3 clusters Score -9679574 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49498 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -9679558.000000 Penalty: 5389.845215 Iteration 23Q: 3 clusters Score -9679558 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49758 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -9679590.000000 Penalty: 5389.845215 Iteration 24Q: 3 clusters Score -9679590 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50003 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -9679637.000000 Penalty: 5389.845215 Iteration 25Q: 3 clusters Score -9679637 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50214 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -9679651.000000 Penalty: 5389.845215 Iteration 26Q: 3 clusters Score -9679651 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 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Class 0 contains 0 members Mstep: Class 1 contains 51153 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -9679686.000000 Penalty: 5389.845215 Iteration 35Q: 3 clusters Score -9679686 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51210 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -9679680.000000 Penalty: 5389.845215 Iteration 36Q: 3 clusters Score -9679680 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51254 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -9679691.000000 Penalty: 5389.845215 Iteration 37Q: 3 clusters Score -9679691 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51300 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -9679711.000000 Penalty: 5389.845215 Iteration 38Q: 3 clusters Score -9679711 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51343 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -9679698.000000 Penalty: 5389.845215 Iteration 39Q: 3 clusters Score -9679698 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51366 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -9679692.000000 Penalty: 5389.845215 Iteration 40F: 3 clusters Score -9679692 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51386 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -9679684.000000 Penalty: 5389.845215 Iteration 41Q: 3 clusters Score -9679684 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51407 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -9679686.000000 Penalty: 5389.845215 Iteration 42Q: 3 clusters Score -9679686 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51429 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -9679693.000000 Penalty: 5389.845215 Iteration 43Q: 3 clusters Score -9679693 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51449 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -9679695.000000 Penalty: 5389.845215 Iteration 44Q: 3 clusters Score -9679695 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51468 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -9679703.000000 Penalty: 5389.845215 Iteration 45Q: 3 clusters Score -9679703 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51489 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -9679697.000000 Penalty: 5389.845215 Iteration 46Q: 3 clusters Score -9679697 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51504 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -9679703.000000 Penalty: 5389.845215 Iteration 47Q: 3 clusters Score -9679703 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51515 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -9679699.000000 Penalty: 5389.845215 Iteration 48Q: 3 clusters Score -9679699 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51522 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -9679700.000000 Penalty: 5389.845215 Iteration 49Q: 3 clusters Score -9679700 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51527 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -9679701.000000 Penalty: 5389.845215 Iteration 50Q: 3 clusters Score -9679701 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51530 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -9679700.000000 Penalty: 5389.845215 Iteration 51Q: 3 clusters Score -9679700 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51534 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -9679708.000000 Penalty: 5389.845215 Iteration 52Q: 3 clusters Score -9679708 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51536 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -9679705.000000 Penalty: 5389.845215 Iteration 53Q: 3 clusters Score -9679705 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51539 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -9679701.000000 Penalty: 5389.845215 Iteration 54Q: 3 clusters Score -9679701 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51542 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -9679707.000000 Penalty: 5389.845215 Iteration 55Q: 3 clusters Score -9679707 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51546 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -9679712.000000 Penalty: 5389.845215 Iteration 56Q: 3 clusters Score -9679712 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51551 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -9679706.000000 Penalty: 5389.845215 Iteration 57Q: 3 clusters Score -9679706 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51556 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -9679700.000000 Penalty: 5389.845215 Iteration 58Q: 3 clusters Score -9679700 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51559 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -9679702.000000 Penalty: 5389.845215 Iteration 59Q: 3 clusters Score -9679702 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51562 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -9679695.000000 Penalty: 5389.845215 Iteration 60F: 3 clusters Score -9679695 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51568 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -9679701.000000 Penalty: 5389.845215 Iteration 61Q: 3 clusters Score -9679701 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51574 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -9679698.000000 Penalty: 5389.845215 Iteration 62Q: 3 clusters Score -9679698 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51580 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -9679697.000000 Penalty: 5389.845215 Iteration 63Q: 3 clusters Score -9679697 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51587 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -9679700.000000 Penalty: 5389.845215 Iteration 64Q: 3 clusters Score -9679700 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51594 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -9679696.000000 Penalty: 5389.845215 Iteration 65Q: 3 clusters Score -9679696 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51601 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -9679689.000000 Penalty: 5389.845215 Iteration 66Q: 3 clusters Score -9679689 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51607 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -9679691.000000 Penalty: 5389.845215 Iteration 67Q: 3 clusters Score -9679691 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51610 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -9679690.000000 Penalty: 5389.845215 Iteration 68Q: 3 clusters Score -9679690 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51613 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -9679688.000000 Penalty: 5389.845215 Iteration 69Q: 3 clusters Score -9679688 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51617 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -9679672.000000 Penalty: 5389.845215 Iteration 70Q: 3 clusters Score -9679672 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51621 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -9679681.000000 Penalty: 5389.845215 Iteration 71Q: 3 clusters Score -9679681 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51624 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -9679669.000000 Penalty: 5389.845215 Iteration 72Q: 3 clusters Score -9679669 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51630 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -9679679.000000 Penalty: 5389.845215 Iteration 73Q: 3 clusters Score -9679679 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51632 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -9679674.000000 Penalty: 5389.845215 Iteration 74Q: 3 clusters Score -9679674 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51633 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -9679678.000000 Penalty: 5389.845215 Iteration 75Q: 3 clusters Score -9679678 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51634 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -9679677.000000 Penalty: 5389.845215 Iteration 76Q: 3 clusters Score -9679677 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51634 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -9679677.000000 Penalty: 5389.845215 Iteration 77F: 3 clusters Score -9679677 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Entering Unmasked Estep Score: -56275.394531 Penalty: 1462.494141 Iteration 0F: 2 clusters Score -56275.39 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 186 members Entering Unmasked Estep Score: -55067.457031 Penalty: 2924.988281 Iteration 0F: 3 clusters Score -55067.46 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -55298.253906 Penalty: 2924.988281 Iteration 1F: 3 clusters Score -55298.25 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -55370.421875 Penalty: 2924.988281 Iteration 2Q: 3 clusters Score -55370.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -55420.839844 Penalty: 2924.988281 Iteration 3Q: 3 clusters Score -55420.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -55459.738281 Penalty: 2924.988281 Iteration 4Q: 3 clusters Score -55459.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -55481.355469 Penalty: 2924.988281 Iteration 5Q: 3 clusters Score -55481.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -55504.187500 Penalty: 2924.988281 Iteration 6Q: 3 clusters Score -55504.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -55508.628906 Penalty: 2924.988281 Iteration 7Q: 3 clusters Score -55508.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -55514.117188 Penalty: 2924.988281 Iteration 8Q: 3 clusters Score -55514.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -55514.117188 Penalty: 2924.988281 Iteration 9F: 3 clusters Score -55514.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (24196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24196 members Entering Unmasked Estep Score: -4453896.500000 Penalty: 2503.297852 Iteration 0F: 2 clusters Score -4453896 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 12149 members Entering Unmasked Estep Score: -4437170.500000 Penalty: 5006.595703 Iteration 0F: 3 clusters Score -4437170 nChanged 10796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11769 members Mstep: Class 2 contains 12427 members Entering Unmasked Estep Score: -4442773.000000 Penalty: 5006.595703 Iteration 1F: 3 clusters Score -4442773 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11595 members Mstep: Class 2 contains 12601 members Entering Unmasked Estep Score: -4443233.500000 Penalty: 5006.595703 Iteration 2F: 3 clusters Score -4443234 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11393 members Mstep: Class 2 contains 12803 members Entering Unmasked Estep Score: -4443669.500000 Penalty: 5006.595703 Iteration 3Q: 3 clusters Score -4443670 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11182 members Mstep: Class 2 contains 13014 members Entering Unmasked Estep Score: -4444118.000000 Penalty: 5006.595703 Iteration 4Q: 3 clusters Score -4444118 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10931 members Mstep: Class 2 contains 13265 members Entering Unmasked Estep Score: -4444604.500000 Penalty: 5006.595703 Iteration 5Q: 3 clusters Score -4444604 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10697 members Mstep: Class 2 contains 13499 members Entering Unmasked Estep Score: -4445131.500000 Penalty: 5006.595703 Iteration 6Q: 3 clusters Score -4445132 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10459 members Mstep: Class 2 contains 13737 members Entering Unmasked Estep Score: -4445691.500000 Penalty: 5006.595703 Iteration 7Q: 3 clusters Score -4445692 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10278 members Mstep: Class 2 contains 13918 members Entering Unmasked Estep Score: -4446257.500000 Penalty: 5006.595703 Iteration 8Q: 3 clusters Score -4446258 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10080 members Mstep: Class 2 contains 14116 members Entering Unmasked Estep Score: -4446921.000000 Penalty: 5006.595703 Iteration 9Q: 3 clusters Score -4446921 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9886 members Mstep: Class 2 contains 14310 members Entering Unmasked Estep Score: -4447573.000000 Penalty: 5006.595703 Iteration 10Q: 3 clusters Score -4447573 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9765 members Mstep: Class 2 contains 14431 members Entering Unmasked Estep Score: -4448113.000000 Penalty: 5006.595703 Iteration 11Q: 3 clusters Score -4448113 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9687 members Mstep: Class 2 contains 14509 members Entering Unmasked Estep Score: -4448594.000000 Penalty: 5006.595703 Iteration 12Q: 3 clusters Score -4448594 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9638 members Mstep: Class 2 contains 14558 members Entering Unmasked Estep Score: -4448962.500000 Penalty: 5006.595703 Iteration 13Q: 3 clusters Score -4448962 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9645 members Mstep: Class 2 contains 14551 members Entering Unmasked Estep Score: -4449207.500000 Penalty: 5006.595703 Iteration 14Q: 3 clusters Score -4449208 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9658 members Mstep: Class 2 contains 14538 members Entering Unmasked Estep Score: -4449351.500000 Penalty: 5006.595703 Iteration 15Q: 3 clusters Score -4449352 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9662 members Mstep: Class 2 contains 14534 members Entering Unmasked Estep Score: -4449414.000000 Penalty: 5006.595703 Iteration 16Q: 3 clusters Score -4449414 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9662 members Mstep: Class 2 contains 14534 members Entering Unmasked Estep Score: -4449466.000000 Penalty: 5006.595703 Iteration 17Q: 3 clusters Score -4449466 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9680 members Mstep: Class 2 contains 14516 members Entering Unmasked Estep Score: -4449505.000000 Penalty: 5006.595703 Iteration 18Q: 3 clusters Score -4449505 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9715 members Mstep: Class 2 contains 14481 members Entering Unmasked Estep Score: -4449502.000000 Penalty: 5006.595703 Iteration 19Q: 3 clusters Score -4449502 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9746 members Mstep: Class 2 contains 14450 members Entering Unmasked Estep Score: -4449537.500000 Penalty: 5006.595703 Iteration 20F: 3 clusters Score -4449538 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9782 members Mstep: Class 2 contains 14414 members Entering Unmasked Estep Score: -4449550.500000 Penalty: 5006.595703 Iteration 21Q: 3 clusters Score -4449550 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9813 members Mstep: Class 2 contains 14383 members Entering Unmasked Estep Score: -4449559.000000 Penalty: 5006.595703 Iteration 22Q: 3 clusters Score -4449559 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9856 members Mstep: Class 2 contains 14340 members Entering Unmasked Estep Score: -4449585.000000 Penalty: 5006.595703 Iteration 23Q: 3 clusters Score -4449585 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9895 members Mstep: Class 2 contains 14301 members Entering Unmasked Estep Score: -4449582.500000 Penalty: 5006.595703 Iteration 24Q: 3 clusters Score -4449582 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9933 members Mstep: Class 2 contains 14263 members Entering Unmasked Estep Score: -4449589.000000 Penalty: 5006.595703 Iteration 25Q: 3 clusters Score -4449589 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9975 members Mstep: Class 2 contains 14221 members Entering Unmasked Estep Score: -4449582.000000 Penalty: 5006.595703 Iteration 26Q: 3 clusters Score -4449582 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10023 members Mstep: Class 2 contains 14173 members Entering Unmasked Estep Score: -4449592.000000 Penalty: 5006.595703 Iteration 27Q: 3 clusters Score -4449592 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10060 members Mstep: Class 2 contains 14136 members Entering Unmasked Estep Score: -4449593.500000 Penalty: 5006.595703 Iteration 28Q: 3 clusters Score -4449594 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10115 members Mstep: Class 2 contains 14081 members Entering Unmasked Estep Score: -4449607.000000 Penalty: 5006.595703 Iteration 29Q: 3 clusters Score -4449607 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10164 members Mstep: Class 2 contains 14032 members Entering Unmasked Estep Score: -4449605.000000 Penalty: 5006.595703 Iteration 30Q: 3 clusters Score -4449605 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10219 members Mstep: Class 2 contains 13977 members Entering Unmasked Estep Score: -4449618.000000 Penalty: 5006.595703 Iteration 31Q: 3 clusters Score -4449618 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10275 members Mstep: Class 2 contains 13921 members Entering Unmasked Estep Score: -4449632.500000 Penalty: 5006.595703 Iteration 32Q: 3 clusters Score -4449632 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10327 members Mstep: Class 2 contains 13869 members Entering Unmasked Estep Score: -4449635.500000 Penalty: 5006.595703 Iteration 33Q: 3 clusters Score -4449636 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10370 members Mstep: Class 2 contains 13826 members Entering Unmasked Estep Score: -4449643.500000 Penalty: 5006.595703 Iteration 34Q: 3 clusters Score -4449644 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10424 members Mstep: Class 2 contains 13772 members Entering Unmasked Estep Score: -4449647.500000 Penalty: 5006.595703 Iteration 35Q: 3 clusters Score -4449648 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10478 members Mstep: Class 2 contains 13718 members Entering Unmasked Estep Score: -4449650.500000 Penalty: 5006.595703 Iteration 36Q: 3 clusters Score -4449650 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10540 members Mstep: Class 2 contains 13656 members Entering Unmasked Estep Score: -4449671.000000 Penalty: 5006.595703 Iteration 37Q: 3 clusters Score -4449671 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10607 members Mstep: Class 2 contains 13589 members Entering Unmasked Estep Score: -4449681.000000 Penalty: 5006.595703 Iteration 38Q: 3 clusters Score -4449681 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10681 members Mstep: Class 2 contains 13515 members Entering Unmasked Estep Score: -4449689.500000 Penalty: 5006.595703 Iteration 39Q: 3 clusters Score -4449690 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10761 members Mstep: Class 2 contains 13435 members Entering Unmasked Estep Score: -4449690.000000 Penalty: 5006.595703 Iteration 40F: 3 clusters Score -4449690 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10853 members Mstep: Class 2 contains 13343 members Entering Unmasked Estep Score: -4449708.000000 Penalty: 5006.595703 Iteration 41Q: 3 clusters Score -4449708 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10950 members Mstep: Class 2 contains 13246 members Entering Unmasked Estep Score: -4449728.000000 Penalty: 5006.595703 Iteration 42Q: 3 clusters Score -4449728 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 13131 members Entering Unmasked Estep Score: -4449733.500000 Penalty: 5006.595703 Iteration 43Q: 3 clusters Score -4449734 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11182 members Mstep: Class 2 contains 13014 members Entering Unmasked Estep Score: -4449759.000000 Penalty: 5006.595703 Iteration 44Q: 3 clusters Score -4449759 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11322 members Mstep: Class 2 contains 12874 members Entering Unmasked Estep Score: -4449808.000000 Penalty: 5006.595703 Iteration 45Q: 3 clusters Score -4449808 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11469 members Mstep: Class 2 contains 12727 members Entering Unmasked Estep Score: -4449822.500000 Penalty: 5006.595703 Iteration 46Q: 3 clusters Score -4449822 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11639 members Mstep: Class 2 contains 12557 members Entering Unmasked Estep Score: -4449859.000000 Penalty: 5006.595703 Iteration 47Q: 3 clusters Score -4449859 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11822 members Mstep: Class 2 contains 12374 members Entering Unmasked Estep Score: -4449887.500000 Penalty: 5006.595703 Iteration 48Q: 3 clusters Score -4449888 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12003 members Mstep: Class 2 contains 12193 members Entering Unmasked Estep Score: -4449907.500000 Penalty: 5006.595703 Iteration 49Q: 3 clusters Score -4449908 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12193 members Mstep: Class 2 contains 12003 members Entering Unmasked Estep Score: -4449961.000000 Penalty: 5006.595703 Iteration 50Q: 3 clusters Score -4449961 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12375 members Mstep: Class 2 contains 11821 members Entering Unmasked Estep Score: -4449995.500000 Penalty: 5006.595703 Iteration 51Q: 3 clusters Score -4449996 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12554 members Mstep: Class 2 contains 11642 members Entering Unmasked Estep Score: -4450052.000000 Penalty: 5006.595703 Iteration 52Q: 3 clusters Score -4450052 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12755 members Mstep: Class 2 contains 11441 members Entering Unmasked Estep Score: -4450102.000000 Penalty: 5006.595703 Iteration 53Q: 3 clusters Score -4450102 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12958 members Mstep: Class 2 contains 11238 members Entering Unmasked Estep Score: -4450130.500000 Penalty: 5006.595703 Iteration 54Q: 3 clusters Score -4450130 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13163 members Mstep: Class 2 contains 11033 members Entering Unmasked Estep Score: -4450165.500000 Penalty: 5006.595703 Iteration 55Q: 3 clusters Score -4450166 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13382 members Mstep: Class 2 contains 10814 members Entering Unmasked Estep Score: -4450218.000000 Penalty: 5006.595703 Iteration 56Q: 3 clusters Score -4450218 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13634 members Mstep: Class 2 contains 10562 members Entering Unmasked Estep Score: -4450274.500000 Penalty: 5006.595703 Iteration 57Q: 3 clusters Score -4450274 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13888 members Mstep: Class 2 contains 10308 members Entering Unmasked Estep Score: -4450343.000000 Penalty: 5006.595703 Iteration 58Q: 3 clusters Score -4450343 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14144 members Mstep: Class 2 contains 10052 members Entering Unmasked Estep Score: -4450376.000000 Penalty: 5006.595703 Iteration 59Q: 3 clusters Score -4450376 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14386 members Mstep: Class 2 contains 9810 members Entering Unmasked Estep Score: -4450440.500000 Penalty: 5006.595703 Iteration 60F: 3 clusters Score -4450440 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14643 members Mstep: Class 2 contains 9553 members Entering Unmasked Estep Score: -4450500.500000 Penalty: 5006.595703 Iteration 61Q: 3 clusters Score -4450500 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14906 members Mstep: Class 2 contains 9290 members Entering Unmasked Estep Score: -4450567.000000 Penalty: 5006.595703 Iteration 62Q: 3 clusters Score -4450567 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15168 members Mstep: Class 2 contains 9028 members Entering Unmasked Estep Score: -4450657.000000 Penalty: 5006.595703 Iteration 63Q: 3 clusters Score -4450657 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15448 members Mstep: Class 2 contains 8748 members Entering Unmasked Estep Score: -4450723.000000 Penalty: 5006.595703 Iteration 64Q: 3 clusters Score -4450723 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15692 members Mstep: Class 2 contains 8504 members Entering Unmasked Estep Score: -4450785.500000 Penalty: 5006.595703 Iteration 65Q: 3 clusters Score -4450786 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15924 members Mstep: Class 2 contains 8272 members Entering Unmasked Estep Score: -4450844.000000 Penalty: 5006.595703 Iteration 66Q: 3 clusters Score -4450844 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16153 members Mstep: Class 2 contains 8043 members Entering Unmasked Estep Score: -4450909.500000 Penalty: 5006.595703 Iteration 67Q: 3 clusters Score -4450910 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16363 members Mstep: Class 2 contains 7833 members Entering Unmasked Estep Score: -4450965.500000 Penalty: 5006.595703 Iteration 68Q: 3 clusters Score -4450966 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16549 members Mstep: Class 2 contains 7647 members Entering Unmasked Estep Score: -4451003.500000 Penalty: 5006.595703 Iteration 69Q: 3 clusters Score -4451004 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16745 members Mstep: Class 2 contains 7451 members Entering Unmasked Estep Score: -4451048.500000 Penalty: 5006.595703 Iteration 70Q: 3 clusters Score -4451048 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16931 members Mstep: Class 2 contains 7265 members Entering Unmasked Estep Score: -4451105.500000 Penalty: 5006.595703 Iteration 71Q: 3 clusters Score -4451106 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17132 members Mstep: Class 2 contains 7064 members Entering Unmasked Estep Score: -4451157.500000 Penalty: 5006.595703 Iteration 72Q: 3 clusters Score -4451158 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17328 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -4451201.000000 Penalty: 5006.595703 Iteration 73Q: 3 clusters Score -4451201 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17519 members Mstep: Class 2 contains 6677 members Entering Unmasked Estep Score: -4451241.500000 Penalty: 5006.595703 Iteration 74Q: 3 clusters Score -4451242 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17714 members Mstep: Class 2 contains 6482 members Entering Unmasked Estep Score: -4451296.500000 Penalty: 5006.595703 Iteration 75Q: 3 clusters Score -4451296 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17890 members Mstep: Class 2 contains 6306 members Entering Unmasked Estep Score: -4451323.500000 Penalty: 5006.595703 Iteration 76Q: 3 clusters Score -4451324 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18037 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -4451343.000000 Penalty: 5006.595703 Iteration 77Q: 3 clusters Score -4451343 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18178 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -4451388.500000 Penalty: 5006.595703 Iteration 78Q: 3 clusters Score -4451388 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18307 members Mstep: Class 2 contains 5889 members Entering Unmasked Estep Score: -4451416.500000 Penalty: 5006.595703 Iteration 79Q: 3 clusters Score -4451416 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18434 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -4451434.500000 Penalty: 5006.595703 Iteration 80F: 3 clusters Score -4451434 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18529 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -4451459.000000 Penalty: 5006.595703 Iteration 81Q: 3 clusters Score -4451459 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18628 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -4451476.500000 Penalty: 5006.595703 Iteration 82Q: 3 clusters Score -4451476 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18721 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -4451488.500000 Penalty: 5006.595703 Iteration 83Q: 3 clusters Score -4451488 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18809 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -4451503.500000 Penalty: 5006.595703 Iteration 84Q: 3 clusters Score -4451504 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18884 members Mstep: Class 2 contains 5312 members Entering Unmasked Estep Score: -4451524.000000 Penalty: 5006.595703 Iteration 85Q: 3 clusters Score -4451524 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18952 members Mstep: Class 2 contains 5244 members Entering Unmasked Estep Score: -4451521.500000 Penalty: 5006.595703 Iteration 86Q: 3 clusters Score -4451522 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19024 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -4451545.500000 Penalty: 5006.595703 Iteration 87Q: 3 clusters Score -4451546 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19094 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -4451551.500000 Penalty: 5006.595703 Iteration 88Q: 3 clusters Score -4451552 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19173 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -4451566.500000 Penalty: 5006.595703 Iteration 89Q: 3 clusters Score -4451566 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19242 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -4451574.000000 Penalty: 5006.595703 Iteration 90Q: 3 clusters Score -4451574 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19309 members Mstep: Class 2 contains 4887 members Entering Unmasked Estep Score: -4451583.000000 Penalty: 5006.595703 Iteration 91Q: 3 clusters Score -4451583 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19370 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -4451591.500000 Penalty: 5006.595703 Iteration 92Q: 3 clusters Score -4451592 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19436 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -4451592.500000 Penalty: 5006.595703 Iteration 93Q: 3 clusters Score -4451592 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19491 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -4451615.500000 Penalty: 5006.595703 Iteration 94Q: 3 clusters Score -4451616 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19543 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -4451627.500000 Penalty: 5006.595703 Iteration 95Q: 3 clusters Score -4451628 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19587 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -4451629.000000 Penalty: 5006.595703 Iteration 96Q: 3 clusters Score -4451629 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19626 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -4451636.500000 Penalty: 5006.595703 Iteration 97Q: 3 clusters Score -4451636 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19666 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -4451636.500000 Penalty: 5006.595703 Iteration 98Q: 3 clusters Score -4451636 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19706 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -4451645.500000 Penalty: 5006.595703 Iteration 99Q: 3 clusters Score -4451646 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19741 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -4451637.500000 Penalty: 5006.595703 Iteration 100F: 3 clusters Score -4451638 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19777 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -4451653.000000 Penalty: 5006.595703 Iteration 105Q: 3 clusters Score -4451653 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19987 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -4451656.000000 Penalty: 5006.595703 Iteration 106Q: 3 clusters Score -4451656 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20028 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -4451675.500000 Penalty: 5006.595703 Iteration 107Q: 3 clusters Score -4451676 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20084 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -4451678.500000 Penalty: 5006.595703 Iteration 108Q: 3 clusters Score -4451678 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20144 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -4451685.000000 Penalty: 5006.595703 Iteration 109Q: 3 clusters Score -4451685 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20202 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -4451707.000000 Penalty: 5006.595703 Iteration 110Q: 3 clusters Score -4451707 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20250 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -4451716.000000 Penalty: 5006.595703 Iteration 111Q: 3 clusters Score -4451716 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20288 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -4451725.000000 Penalty: 5006.595703 Iteration 112Q: 3 clusters Score -4451725 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20313 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -4451723.500000 Penalty: 5006.595703 Iteration 113Q: 3 clusters Score -4451724 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20337 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -4451728.500000 Penalty: 5006.595703 Iteration 114Q: 3 clusters Score -4451728 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20366 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -4451724.500000 Penalty: 5006.595703 Iteration 115Q: 3 clusters Score -4451724 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20393 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -4451737.000000 Penalty: 5006.595703 Iteration 116Q: 3 clusters Score -4451737 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20414 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -4451735.500000 Penalty: 5006.595703 Iteration 117Q: 3 clusters Score -4451736 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20434 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -4451743.000000 Penalty: 5006.595703 Iteration 118Q: 3 clusters Score -4451743 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20456 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -4451748.500000 Penalty: 5006.595703 Iteration 119Q: 3 clusters Score -4451748 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20474 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -4451753.000000 Penalty: 5006.595703 Iteration 120F: 3 clusters Score -4451753 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20494 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -4451749.000000 Penalty: 5006.595703 Iteration 121Q: 3 clusters Score -4451749 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20509 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -4451755.000000 Penalty: 5006.595703 Iteration 122Q: 3 clusters Score -4451755 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20521 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -4451759.500000 Penalty: 5006.595703 Iteration 123Q: 3 clusters Score -4451760 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20531 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -4451763.500000 Penalty: 5006.595703 Iteration 124Q: 3 clusters Score -4451764 nChanged 19 Entering Unmasked Mstep Mstep: 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Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20638 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -4451791.500000 Penalty: 5006.595703 Iteration 129Q: 3 clusters Score -4451792 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20663 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -4451796.500000 Penalty: 5006.595703 Iteration 130Q: 3 clusters Score -4451796 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20694 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -4451801.500000 Penalty: 5006.595703 Iteration 131Q: 3 clusters Score -4451802 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20725 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -4451801.500000 Penalty: 5006.595703 Iteration 132Q: 3 clusters Score -4451802 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20756 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -4451801.500000 Penalty: 5006.595703 Iteration 133Q: 3 clusters Score -4451802 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20787 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -4451811.000000 Penalty: 5006.595703 Iteration 134Q: 3 clusters Score -4451811 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20815 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -4451818.000000 Penalty: 5006.595703 Iteration 135Q: 3 clusters Score -4451818 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20852 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -4451813.000000 Penalty: 5006.595703 Iteration 136Q: 3 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5006.595703 Iteration 140F: 3 clusters Score -4451828 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20922 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -4451821.000000 Penalty: 5006.595703 Iteration 141Q: 3 clusters Score -4451821 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20940 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -4451833.000000 Penalty: 5006.595703 Iteration 142Q: 3 clusters Score -4451833 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20960 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -4451835.000000 Penalty: 5006.595703 Iteration 143Q: 3 clusters Score -4451835 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20973 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: 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Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -4451850.000000 Penalty: 5006.595703 Iteration 156Q: 3 clusters Score -4451850 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21141 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -4451846.500000 Penalty: 5006.595703 Iteration 157Q: 3 clusters Score -4451846 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21149 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -4451843.000000 Penalty: 5006.595703 Iteration 158Q: 3 clusters Score -4451843 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21157 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -4451845.000000 Penalty: 5006.595703 Iteration 159Q: 3 clusters Score -4451845 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21168 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -4451858.000000 Penalty: 5006.595703 Iteration 160F: 3 clusters Score -4451858 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21177 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -4451846.000000 Penalty: 5006.595703 Iteration 161Q: 3 clusters Score -4451846 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21182 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -4451853.500000 Penalty: 5006.595703 Iteration 162Q: 3 clusters Score -4451854 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21185 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -4451848.000000 Penalty: 5006.595703 Iteration 163Q: 3 clusters Score -4451848 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21187 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -4451854.000000 Penalty: 5006.595703 Iteration 164Q: 3 clusters Score -4451854 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21191 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -4451855.500000 Penalty: 5006.595703 Iteration 165Q: 3 clusters Score -4451856 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21196 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -4451852.000000 Penalty: 5006.595703 Iteration 166Q: 3 clusters Score -4451852 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21205 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -4451853.500000 Penalty: 5006.595703 Iteration 167Q: 3 clusters Score -4451854 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21211 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -4451859.500000 Penalty: 5006.595703 Iteration 168Q: 3 clusters Score -4451860 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21222 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -4451860.000000 Penalty: 5006.595703 Iteration 169Q: 3 clusters Score -4451860 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21234 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -4451858.500000 Penalty: 5006.595703 Iteration 170Q: 3 clusters Score -4451858 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21252 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -4451857.000000 Penalty: 5006.595703 Iteration 171Q: 3 clusters Score -4451857 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21266 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -4451859.000000 Penalty: 5006.595703 Iteration 172Q: 3 clusters Score -4451859 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21278 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -4451863.500000 Penalty: 5006.595703 Iteration 173Q: 3 clusters Score -4451864 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21288 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -4451868.500000 Penalty: 5006.595703 Iteration 174Q: 3 clusters Score -4451868 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21300 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -4451874.500000 Penalty: 5006.595703 Iteration 175Q: 3 clusters Score -4451874 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21315 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -4451877.500000 Penalty: 5006.595703 Iteration 176Q: 3 clusters Score -4451878 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21326 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -4451883.500000 Penalty: 5006.595703 Iteration 177Q: 3 clusters Score -4451884 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21328 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -4451884.500000 Penalty: 5006.595703 Iteration 178Q: 3 clusters Score -4451884 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21332 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -4451889.000000 Penalty: 5006.595703 Iteration 179Q: 3 clusters Score -4451889 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21337 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -4451887.500000 Penalty: 5006.595703 Iteration 180F: 3 clusters Score -4451888 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21342 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -4451887.500000 Penalty: 5006.595703 Iteration 181Q: 3 clusters Score -4451888 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21349 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -4451890.500000 Penalty: 5006.595703 Iteration 182Q: 3 clusters Score -4451890 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21356 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -4451893.500000 Penalty: 5006.595703 Iteration 183Q: 3 clusters Score -4451894 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21360 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -4451888.500000 Penalty: 5006.595703 Iteration 184Q: 3 clusters Score -4451888 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21362 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -4451897.000000 Penalty: 5006.595703 Iteration 185Q: 3 clusters Score -4451897 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21364 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -4451893.000000 Penalty: 5006.595703 Iteration 186Q: 3 clusters Score -4451893 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21367 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -4451893.500000 Penalty: 5006.595703 Iteration 187Q: 3 clusters Score -4451894 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21369 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -4451896.000000 Penalty: 5006.595703 Iteration 188Q: 3 clusters Score -4451896 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21370 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -4451897.000000 Penalty: 5006.595703 Iteration 189Q: 3 clusters Score -4451897 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21372 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -4451890.500000 Penalty: 5006.595703 Iteration 190Q: 3 clusters Score -4451890 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21372 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -4451890.500000 Penalty: 5006.595703 Iteration 191F: 3 clusters Score -4451890 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (23983 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23983 members Entering Unmasked Estep Score: -4632916.500000 Penalty: 2501.104736 Iteration 0F: 2 clusters Score -4632916 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11965 members Mstep: Class 2 contains 12018 members Entering Unmasked Estep Score: -4616363.500000 Penalty: 5002.209473 Iteration 0F: 3 clusters Score -4616364 nChanged 10609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11706 members Mstep: Class 2 contains 12277 members Entering Unmasked Estep Score: -4622165.000000 Penalty: 5002.209473 Iteration 1F: 3 clusters Score -4622165 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11483 members Mstep: Class 2 contains 12500 members Entering Unmasked Estep Score: -4622538.500000 Penalty: 5002.209473 Iteration 2Q: 3 clusters Score -4622538 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11178 members Mstep: Class 2 contains 12805 members Entering Unmasked Estep Score: -4622816.000000 Penalty: 5002.209473 Iteration 3Q: 3 clusters Score -4622816 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10775 members Mstep: Class 2 contains 13208 members Entering Unmasked Estep Score: -4623113.500000 Penalty: 5002.209473 Iteration 4Q: 3 clusters Score -4623114 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10282 members Mstep: Class 2 contains 13701 members Entering Unmasked Estep Score: -4623348.500000 Penalty: 5002.209473 Iteration 5Q: 3 clusters Score -4623348 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9665 members Mstep: Class 2 contains 14318 members Entering Unmasked Estep Score: -4623646.000000 Penalty: 5002.209473 Iteration 6Q: 3 clusters Score -4623646 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8884 members Mstep: Class 2 contains 15099 members Entering Unmasked Estep Score: -4624007.500000 Penalty: 5002.209473 Iteration 7Q: 3 clusters Score -4624008 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7929 members Mstep: Class 2 contains 16054 members Entering Unmasked Estep Score: -4624533.500000 Penalty: 5002.209473 Iteration 8Q: 3 clusters Score -4624534 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6747 members Mstep: Class 2 contains 17236 members Entering Unmasked Estep Score: -4625250.500000 Penalty: 5002.209473 Iteration 9F: 3 clusters Score -4625250 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 18585 members Entering Unmasked Estep Score: -4626217.500000 Penalty: 5002.209473 Iteration 10F: 3 clusters Score -4626218 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 20002 members Entering Unmasked Estep Score: -4627347.500000 Penalty: 5002.209473 Iteration 11F: 3 clusters Score -4627348 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 21339 members Entering Unmasked Estep Score: -4628509.500000 Penalty: 5002.209473 Iteration 12F: 3 clusters Score -4628510 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 22325 members Entering Unmasked Estep Score: -4629363.000000 Penalty: 5002.209473 Iteration 13Q: 3 clusters Score -4629363 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 22929 members Entering Unmasked Estep Score: -4629902.500000 Penalty: 5002.209473 Iteration 14Q: 3 clusters Score -4629902 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 23295 members Entering Unmasked Estep Score: -4630275.000000 Penalty: 5002.209473 Iteration 15Q: 3 clusters Score -4630275 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 23474 members Entering Unmasked Estep Score: -4630452.000000 Penalty: 5002.209473 Iteration 16Q: 3 clusters Score -4630452 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 23566 members Entering Unmasked Estep Score: -4630575.500000 Penalty: 5002.209473 Iteration 17Q: 3 clusters Score -4630576 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 23619 members Entering Unmasked Estep Score: -4630650.500000 Penalty: 5002.209473 Iteration 18Q: 3 clusters Score -4630650 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 23643 members Entering Unmasked Estep Score: -4630679.000000 Penalty: 5002.209473 Iteration 19Q: 3 clusters Score -4630679 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 23659 members Entering Unmasked Estep Score: -4630717.500000 Penalty: 5002.209473 Iteration 20F: 3 clusters Score -4630718 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 23674 members Entering Unmasked Estep Score: -4630733.000000 Penalty: 5002.209473 Iteration 21Q: 3 clusters Score -4630733 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 23678 members Entering Unmasked Estep Score: -4630740.000000 Penalty: 5002.209473 Iteration 22Q: 3 clusters Score -4630740 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 23679 members Entering Unmasked Estep Score: -4630739.500000 Penalty: 5002.209473 Iteration 23Q: 3 clusters Score -4630740 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 23681 members Entering Unmasked Estep Score: -4630740.500000 Penalty: 5002.209473 Iteration 24Q: 3 clusters Score -4630740 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 23682 members Entering Unmasked Estep Score: -4630749.500000 Penalty: 5002.209473 Iteration 25Q: 3 clusters Score -4630750 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 23682 members Entering Unmasked Estep Score: -4630749.500000 Penalty: 5002.209473 Iteration 26F: 3 clusters Score -4630750 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Entering Unmasked Estep Score: -307063.062500 Penalty: 1855.844604 Iteration 0F: 2 clusters Score -307063.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -304680.375000 Penalty: 3711.689209 Iteration 0F: 3 clusters Score -304680.4 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -305387.375000 Penalty: 3711.689209 Iteration 1F: 3 clusters Score -305387.4 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -305865.281250 Penalty: 3711.689209 Iteration 2F: 3 clusters Score -305865.3 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -306288.031250 Penalty: 3711.689209 Iteration 3F: 3 clusters Score -306288 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -306551.218750 Penalty: 3711.689209 Iteration 4F: 3 clusters Score -306551.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -306759.406250 Penalty: 3711.689209 Iteration 5F: 3 clusters Score -306759.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -306914.968750 Penalty: 3711.689209 Iteration 6Q: 3 clusters Score -306915 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -307028.843750 Penalty: 3711.689209 Iteration 7Q: 3 clusters Score -307028.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -307102.875000 Penalty: 3711.689209 Iteration 8Q: 3 clusters Score -307102.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -307165.781250 Penalty: 3711.689209 Iteration 9Q: 3 clusters Score -307165.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -307202.781250 Penalty: 3711.689209 Iteration 10Q: 3 clusters Score -307202.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -307233.437500 Penalty: 3711.689209 Iteration 11Q: 3 clusters Score -307233.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -307251.093750 Penalty: 3711.689209 Iteration 12Q: 3 clusters Score -307251.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -307265.312500 Penalty: 3711.689209 Iteration 13Q: 3 clusters Score -307265.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -307276.312500 Penalty: 3711.689209 Iteration 14Q: 3 clusters Score -307276.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -307277.718750 Penalty: 3711.689209 Iteration 15Q: 3 clusters Score -307277.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -307278.093750 Penalty: 3711.689209 Iteration 16Q: 3 clusters Score -307278.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -307279.343750 Penalty: 3711.689209 Iteration 17Q: 3 clusters Score -307279.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -307279.156250 Penalty: 3711.689209 Iteration 18Q: 3 clusters Score -307279.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -307279.906250 Penalty: 3711.689209 Iteration 19Q: 3 clusters Score -307279.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -307279.906250 Penalty: 3711.689209 Iteration 20F: 3 clusters Score -307279.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 26965 members Mstep: Class 2 contains 25125 members Mstep: Class 3 contains 282 members Mstep: Class 4 contains 52398 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 24196 members Mstep: Class 7 contains 23983 members Mstep: Class 8 contains 1119 members Mstep: Class 9 contains 153 members Mstep: Class 10 contains 1166 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 19749 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 63493 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 56688 members Mstep: Class 18 contains 13831 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 7595 members Mstep: Class 22 contains 25334 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 882 members Mstep: Class 25 contains 659 members Entering Unmasked Estep Score: -63646832.000000 Penalty: 79136.750000 Splitting cluster 8 changes total score from -63647996.000000 to -63646832.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Entering Unmasked Estep Score: -14050.183594 Penalty: 1247.548584 Iteration 0F: 2 clusters Score -14050.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -13303.598633 Penalty: 2495.097168 Iteration 0F: 3 clusters Score -13303.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -13504.207031 Penalty: 2495.097168 Iteration 1F: 3 clusters Score -13504.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -13564.602539 Penalty: 2495.097168 Iteration 2Q: 3 clusters Score -13564.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -13581.775391 Penalty: 2495.097168 Iteration 3Q: 3 clusters Score -13581.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -13581.775391 Penalty: 2495.097168 Iteration 4F: 3 clusters Score -13581.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Entering Unmasked Estep Score: -207454.250000 Penalty: 1751.210938 Iteration 0F: 2 clusters Score -207454.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -205384.218750 Penalty: 3502.421875 Iteration 0F: 3 clusters Score -205384.2 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -205728.203125 Penalty: 3502.421875 Iteration 1F: 3 clusters Score -205728.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -205944.390625 Penalty: 3502.421875 Iteration 2F: 3 clusters Score -205944.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -206074.359375 Penalty: 3502.421875 Iteration 3F: 3 clusters Score -206074.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -206168.421875 Penalty: 3502.421875 Iteration 4Q: 3 clusters Score -206168.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -206270.609375 Penalty: 3502.421875 Iteration 5Q: 3 clusters Score -206270.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -206369.953125 Penalty: 3502.421875 Iteration 6F: 3 clusters Score -206370 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -206429.250000 Penalty: 3502.421875 Iteration 7Q: 3 clusters Score -206429.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -206477.218750 Penalty: 3502.421875 Iteration 8Q: 3 clusters Score -206477.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -206523.953125 Penalty: 3502.421875 Iteration 9Q: 3 clusters Score -206524 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -206587.765625 Penalty: 3502.421875 Iteration 10Q: 3 clusters Score -206587.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -206636.406250 Penalty: 3502.421875 Iteration 11Q: 3 clusters Score -206636.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -206665.078125 Penalty: 3502.421875 Iteration 12Q: 3 clusters Score -206665.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -206689.593750 Penalty: 3502.421875 Iteration 13Q: 3 clusters Score -206689.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -206706.718750 Penalty: 3502.421875 Iteration 14Q: 3 clusters Score -206706.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -206730.593750 Penalty: 3502.421875 Iteration 15Q: 3 clusters Score -206730.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -206750.187500 Penalty: 3502.421875 Iteration 16Q: 3 clusters Score -206750.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -206767.843750 Penalty: 3502.421875 Iteration 17Q: 3 clusters Score -206767.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -206778.796875 Penalty: 3502.421875 Iteration 18Q: 3 clusters Score -206778.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -206782.312500 Penalty: 3502.421875 Iteration 19Q: 3 clusters Score -206782.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -206796.546875 Penalty: 3502.421875 Iteration 20F: 3 clusters Score -206796.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -206810.437500 Penalty: 3502.421875 Iteration 21Q: 3 clusters Score -206810.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -206819.562500 Penalty: 3502.421875 Iteration 22Q: 3 clusters Score -206819.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -206828.265625 Penalty: 3502.421875 Iteration 23Q: 3 clusters Score -206828.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -206837.796875 Penalty: 3502.421875 Iteration 24Q: 3 clusters Score -206837.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -206843.671875 Penalty: 3502.421875 Iteration 25Q: 3 clusters Score -206843.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -206843.671875 Penalty: 3502.421875 Iteration 26F: 3 clusters Score -206843.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Entering Unmasked Estep Score: -48623.027344 Penalty: 1406.984131 Iteration 0F: 2 clusters Score -48623.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -47358.175781 Penalty: 2813.968262 Iteration 0F: 3 clusters Score -47358.18 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -47471.097656 Penalty: 2813.968262 Iteration 1F: 3 clusters Score -47471.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -47501.281250 Penalty: 2813.968262 Iteration 2Q: 3 clusters Score -47501.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -47503.613281 Penalty: 2813.968262 Iteration 3Q: 3 clusters Score -47503.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -47503.613281 Penalty: 2813.968262 Iteration 4F: 3 clusters Score -47503.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (19749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19749 members Entering Unmasked Estep Score: -3552375.500000 Penalty: 2452.932617 Iteration 0F: 2 clusters Score -3552376 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9857 members Mstep: Class 2 contains 9892 members Entering Unmasked Estep Score: -3538545.250000 Penalty: 4905.865234 Iteration 0F: 3 clusters Score -3538545 nChanged 8616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9445 members Mstep: Class 2 contains 10304 members Entering Unmasked Estep Score: -3543234.250000 Penalty: 4905.865234 Iteration 1F: 3 clusters Score -3543234 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9137 members Mstep: Class 2 contains 10612 members Entering Unmasked Estep Score: -3544030.500000 Penalty: 4905.865234 Iteration 2F: 3 clusters Score -3544030 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 11122 members Entering Unmasked Estep Score: -3545054.000000 Penalty: 4905.865234 Iteration 3F: 3 clusters Score -3545054 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7936 members Mstep: Class 2 contains 11813 members Entering Unmasked Estep Score: -3546179.000000 Penalty: 4905.865234 Iteration 4F: 3 clusters Score -3546179 nChanged 1485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7071 members Mstep: Class 2 contains 12678 members Entering Unmasked Estep Score: -3547254.750000 Penalty: 4905.865234 Iteration 5F: 3 clusters Score -3547255 nChanged 1388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 13628 members Entering Unmasked Estep Score: -3548232.000000 Penalty: 4905.865234 Iteration 6F: 3 clusters Score -3548232 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5273 members Mstep: Class 2 contains 14476 members Entering Unmasked Estep Score: -3548978.250000 Penalty: 4905.865234 Iteration 7F: 3 clusters Score -3548978 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 15202 members Entering Unmasked Estep Score: -3549532.750000 Penalty: 4905.865234 Iteration 8Q: 3 clusters Score -3549533 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 15814 members Entering Unmasked Estep Score: -3549938.500000 Penalty: 4905.865234 Iteration 9Q: 3 clusters Score -3549938 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 16293 members Entering Unmasked Estep Score: -3550239.250000 Penalty: 4905.865234 Iteration 10Q: 3 clusters Score -3550239 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 16688 members Entering Unmasked Estep Score: -3550516.250000 Penalty: 4905.865234 Iteration 11Q: 3 clusters Score -3550516 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 17001 members Entering Unmasked Estep Score: -3550707.500000 Penalty: 4905.865234 Iteration 12Q: 3 clusters Score -3550708 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 17238 members Entering Unmasked Estep Score: -3550856.500000 Penalty: 4905.865234 Iteration 13Q: 3 clusters Score -3550856 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 17445 members Entering Unmasked Estep Score: -3550981.250000 Penalty: 4905.865234 Iteration 14Q: 3 clusters Score -3550981 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 17588 members Entering Unmasked Estep Score: -3551055.250000 Penalty: 4905.865234 Iteration 15Q: 3 clusters Score -3551055 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 17715 members Entering Unmasked Estep Score: -3551116.750000 Penalty: 4905.865234 Iteration 16Q: 3 clusters Score -3551117 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 17806 members Entering Unmasked Estep Score: -3551142.500000 Penalty: 4905.865234 Iteration 17Q: 3 clusters Score -3551142 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 17879 members Entering Unmasked Estep Score: -3551184.500000 Penalty: 4905.865234 Iteration 18Q: 3 clusters Score -3551184 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 17954 members Entering Unmasked Estep Score: -3551228.500000 Penalty: 4905.865234 Iteration 19Q: 3 clusters Score -3551228 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 18012 members Entering Unmasked Estep Score: -3551249.500000 Penalty: 4905.865234 Iteration 20F: 3 clusters Score -3551250 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 18055 members Entering Unmasked Estep Score: -3551268.000000 Penalty: 4905.865234 Iteration 21Q: 3 clusters Score -3551268 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 18082 members Entering Unmasked Estep Score: -3551279.000000 Penalty: 4905.865234 Iteration 22Q: 3 clusters Score -3551279 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 18103 members Entering Unmasked Estep Score: -3551282.750000 Penalty: 4905.865234 Iteration 23Q: 3 clusters Score -3551283 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 18130 members Entering Unmasked Estep Score: -3551291.250000 Penalty: 4905.865234 Iteration 24Q: 3 clusters Score -3551291 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 18153 members Entering Unmasked Estep Score: -3551293.750000 Penalty: 4905.865234 Iteration 25Q: 3 clusters Score -3551294 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 18176 members Entering Unmasked Estep Score: -3551298.500000 Penalty: 4905.865234 Iteration 26Q: 3 clusters Score -3551298 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 18197 members Entering Unmasked Estep Score: -3551297.000000 Penalty: 4905.865234 Iteration 27Q: 3 clusters Score -3551297 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 18216 members Entering Unmasked Estep Score: -3551303.250000 Penalty: 4905.865234 Iteration 28Q: 3 clusters Score -3551303 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 18233 members Entering Unmasked Estep Score: -3551306.000000 Penalty: 4905.865234 Iteration 29Q: 3 clusters Score -3551306 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 18249 members Entering Unmasked Estep Score: -3551308.750000 Penalty: 4905.865234 Iteration 30Q: 3 clusters Score -3551309 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 18263 members Entering Unmasked Estep Score: -3551322.000000 Penalty: 4905.865234 Iteration 31Q: 3 clusters Score -3551322 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 18273 members Entering Unmasked Estep Score: -3551326.250000 Penalty: 4905.865234 Iteration 32Q: 3 clusters Score -3551326 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 18284 members Entering Unmasked Estep Score: -3551329.000000 Penalty: 4905.865234 Iteration 33Q: 3 clusters Score -3551329 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 18295 members Entering Unmasked Estep Score: -3551333.000000 Penalty: 4905.865234 Iteration 34Q: 3 clusters Score -3551333 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 18306 members Entering Unmasked Estep Score: -3551336.750000 Penalty: 4905.865234 Iteration 35Q: 3 clusters Score -3551337 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 18316 members Entering Unmasked Estep Score: -3551336.250000 Penalty: 4905.865234 Iteration 36Q: 3 clusters Score -3551336 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 18324 members Entering Unmasked Estep Score: -3551339.500000 Penalty: 4905.865234 Iteration 37Q: 3 clusters Score -3551340 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 18331 members Entering Unmasked Estep Score: -3551342.500000 Penalty: 4905.865234 Iteration 38Q: 3 clusters Score -3551342 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 18338 members Entering Unmasked Estep Score: -3551344.000000 Penalty: 4905.865234 Iteration 39Q: 3 clusters Score -3551344 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 18340 members Entering Unmasked Estep Score: -3551342.250000 Penalty: 4905.865234 Iteration 40F: 3 clusters Score -3551342 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 18342 members Entering Unmasked Estep Score: -3551339.750000 Penalty: 4905.865234 Iteration 41Q: 3 clusters Score -3551340 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 18342 members Entering Unmasked Estep Score: -3551350.250000 Penalty: 4905.865234 Iteration 42Q: 3 clusters Score -3551350 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 18342 members Entering Unmasked Estep Score: -3551350.250000 Penalty: 4905.865234 Iteration 43F: 3 clusters Score -3551350 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Entering Unmasked Estep Score: -75539.914062 Penalty: 1520.004517 Iteration 0F: 2 clusters Score -75539.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -74054.882812 Penalty: 3040.009033 Iteration 0F: 3 clusters Score -74054.88 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -74299.343750 Penalty: 3040.009033 Iteration 1F: 3 clusters Score -74299.34 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -74387.750000 Penalty: 3040.009033 Iteration 2F: 3 clusters Score -74387.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -74419.703125 Penalty: 3040.009033 Iteration 3Q: 3 clusters Score -74419.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -74434.765625 Penalty: 3040.009033 Iteration 4Q: 3 clusters Score -74434.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -74441.804688 Penalty: 3040.009033 Iteration 5Q: 3 clusters Score -74441.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -74449.539062 Penalty: 3040.009033 Iteration 6Q: 3 clusters Score -74449.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -74451.359375 Penalty: 3040.009033 Iteration 7Q: 3 clusters Score -74451.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -74453.359375 Penalty: 3040.009033 Iteration 8Q: 3 clusters Score -74453.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -74456.390625 Penalty: 3040.009033 Iteration 9Q: 3 clusters Score -74456.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -74462.914062 Penalty: 3040.009033 Iteration 10Q: 3 clusters Score -74462.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -74465.460938 Penalty: 3040.009033 Iteration 11Q: 3 clusters Score -74465.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -74465.460938 Penalty: 3040.009033 Iteration 12F: 3 clusters Score -74465.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Entering Unmasked Estep Score: -49756.726562 Penalty: 1440.419434 Iteration 0F: 2 clusters Score -49756.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -48462.609375 Penalty: 2880.838867 Iteration 0F: 3 clusters Score -48462.61 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -48610.046875 Penalty: 2880.838867 Iteration 1F: 3 clusters Score -48610.05 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -48672.769531 Penalty: 2880.838867 Iteration 2Q: 3 clusters Score -48672.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -48692.281250 Penalty: 2880.838867 Iteration 3Q: 3 clusters Score -48692.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -48697.261719 Penalty: 2880.838867 Iteration 4Q: 3 clusters Score -48697.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -48706.695312 Penalty: 2880.838867 Iteration 5Q: 3 clusters Score -48706.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -48713.074219 Penalty: 2880.838867 Iteration 6Q: 3 clusters Score -48713.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -48713.074219 Penalty: 2880.838867 Iteration 7F: 3 clusters Score -48713.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (63493 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63493 members Entering Unmasked Estep Score: -11425705.000000 Penalty: 2742.553955 Iteration 0F: 2 clusters Score -1.14257e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31673 members Mstep: Class 2 contains 31820 members Entering Unmasked Estep Score: -11391491.000000 Penalty: 5485.107910 Iteration 0F: 3 clusters Score -1.139149e+07 nChanged 29617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31856 members Mstep: Class 2 contains 31637 members Entering Unmasked Estep Score: -11407936.000000 Penalty: 5485.107910 Iteration 1F: 3 clusters Score -1.140794e+07 nChanged 2296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31906 members Mstep: Class 2 contains 31587 members Entering Unmasked Estep Score: -11408536.000000 Penalty: 5485.107910 Iteration 2Q: 3 clusters Score -1.140854e+07 nChanged 2240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32074 members Mstep: Class 2 contains 31419 members Entering Unmasked Estep Score: -11409105.000000 Penalty: 5485.107910 Iteration 3Q: 3 clusters Score -1.14091e+07 nChanged 2217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32309 members Mstep: Class 2 contains 31184 members Entering Unmasked Estep Score: -11409674.000000 Penalty: 5485.107910 Iteration 4Q: 3 clusters Score -1.140967e+07 nChanged 2288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32649 members Mstep: Class 2 contains 30844 members Entering Unmasked Estep Score: -11410403.000000 Penalty: 5485.107910 Iteration 5Q: 3 clusters Score -1.14104e+07 nChanged 2401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33062 members Mstep: Class 2 contains 30431 members Entering Unmasked Estep Score: -11411172.000000 Penalty: 5485.107910 Iteration 6Q: 3 clusters Score -1.141117e+07 nChanged 2470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33644 members Mstep: Class 2 contains 29849 members Entering Unmasked Estep Score: -11412021.000000 Penalty: 5485.107910 Iteration 7Q: 3 clusters Score -1.141202e+07 nChanged 2639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34455 members Mstep: Class 2 contains 29038 members Entering Unmasked Estep Score: -11412910.000000 Penalty: 5485.107910 Iteration 8Q: 3 clusters Score -1.141291e+07 nChanged 2645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35494 members Mstep: Class 2 contains 27999 members Entering Unmasked Estep Score: -11413830.000000 Penalty: 5485.107910 Iteration 9Q: 3 clusters Score -1.141383e+07 nChanged 2736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36742 members Mstep: Class 2 contains 26751 members Entering Unmasked Estep Score: -11415011.000000 Penalty: 5485.107910 Iteration 10Q: 3 clusters Score -1.141501e+07 nChanged 2821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38181 members Mstep: Class 2 contains 25312 members Entering Unmasked Estep Score: -11416204.000000 Penalty: 5485.107910 Iteration 11Q: 3 clusters Score -1.14162e+07 nChanged 2709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39754 members Mstep: Class 2 contains 23739 members Entering Unmasked Estep Score: -11417328.000000 Penalty: 5485.107910 Iteration 12Q: 3 clusters Score -1.141733e+07 nChanged 2549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41413 members Mstep: Class 2 contains 22080 members Entering Unmasked Estep Score: -11418530.000000 Penalty: 5485.107910 Iteration 13Q: 3 clusters Score -1.141853e+07 nChanged 2404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43171 members Mstep: Class 2 contains 20322 members Entering Unmasked Estep Score: -11419749.000000 Penalty: 5485.107910 Iteration 14Q: 3 clusters Score -1.141975e+07 nChanged 2358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45089 members Mstep: Class 2 contains 18404 members Entering Unmasked Estep Score: -11420988.000000 Penalty: 5485.107910 Iteration 15Q: 3 clusters Score -1.142099e+07 nChanged 2319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47004 members Mstep: Class 2 contains 16489 members Entering Unmasked Estep Score: -11421963.000000 Penalty: 5485.107910 Iteration 16Q: 3 clusters Score -1.142196e+07 nChanged 2034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48590 members Mstep: Class 2 contains 14903 members Entering Unmasked Estep Score: -11422738.000000 Penalty: 5485.107910 Iteration 17Q: 3 clusters Score -1.142274e+07 nChanged 1761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49925 members Mstep: Class 2 contains 13568 members Entering Unmasked Estep Score: -11423180.000000 Penalty: 5485.107910 Iteration 18Q: 3 clusters Score -1.142318e+07 nChanged 1449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51032 members Mstep: Class 2 contains 12461 members Entering Unmasked Estep Score: -11423389.000000 Penalty: 5485.107910 Iteration 19Q: 3 clusters Score -1.142339e+07 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51992 members Mstep: Class 2 contains 11501 members Entering Unmasked Estep Score: -11423371.000000 Penalty: 5485.107910 Iteration 20F: 3 clusters Score -1.142337e+07 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52865 members Mstep: Class 2 contains 10628 members Entering Unmasked Estep Score: -11423306.000000 Penalty: 5485.107910 Iteration 21Q: 3 clusters Score -1.142331e+07 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53595 members Mstep: Class 2 contains 9898 members Entering Unmasked Estep Score: -11423202.000000 Penalty: 5485.107910 Iteration 22Q: 3 clusters Score -1.14232e+07 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54238 members Mstep: Class 2 contains 9255 members Entering Unmasked Estep Score: -11423077.000000 Penalty: 5485.107910 Iteration 23Q: 3 clusters Score -1.142308e+07 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54770 members Mstep: Class 2 contains 8723 members Entering Unmasked Estep Score: -11423036.000000 Penalty: 5485.107910 Iteration 24Q: 3 clusters Score -1.142304e+07 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55247 members Mstep: Class 2 contains 8246 members Entering Unmasked Estep Score: -11422945.000000 Penalty: 5485.107910 Iteration 25Q: 3 clusters Score -1.142294e+07 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55669 members Mstep: Class 2 contains 7824 members Entering Unmasked Estep Score: -11422799.000000 Penalty: 5485.107910 Iteration 26Q: 3 clusters Score -1.14228e+07 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56037 members Mstep: Class 2 contains 7456 members Entering Unmasked Estep Score: -11422725.000000 Penalty: 5485.107910 Iteration 27Q: 3 clusters Score -1.142272e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56350 members Mstep: Class 2 contains 7143 members Entering Unmasked Estep Score: -11422667.000000 Penalty: 5485.107910 Iteration 28Q: 3 clusters Score -1.142267e+07 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56682 members Mstep: Class 2 contains 6811 members Entering Unmasked Estep Score: -11422593.000000 Penalty: 5485.107910 Iteration 29Q: 3 clusters Score -1.142259e+07 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56969 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -11422545.000000 Penalty: 5485.107910 Iteration 30Q: 3 clusters Score -1.142254e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57245 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -11422541.000000 Penalty: 5485.107910 Iteration 31Q: 3 clusters Score -1.142254e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57503 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -11422525.000000 Penalty: 5485.107910 Iteration 32Q: 3 clusters Score -1.142252e+07 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57752 members Mstep: Class 2 contains 5741 members Entering Unmasked Estep Score: -11422465.000000 Penalty: 5485.107910 Iteration 33Q: 3 clusters Score -1.142246e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58000 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -11422431.000000 Penalty: 5485.107910 Iteration 34Q: 3 clusters Score -1.142243e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58212 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -11422361.000000 Penalty: 5485.107910 Iteration 35Q: 3 clusters Score -1.142236e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58408 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -11422380.000000 Penalty: 5485.107910 Iteration 36Q: 3 clusters Score -1.142238e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58561 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -11422337.000000 Penalty: 5485.107910 Iteration 37Q: 3 clusters Score -1.142234e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58699 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -11422300.000000 Penalty: 5485.107910 Iteration 38Q: 3 clusters Score -1.14223e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58831 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -11422283.000000 Penalty: 5485.107910 Iteration 39Q: 3 clusters Score -1.142228e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58952 members Mstep: Class 2 contains 4541 members Entering Unmasked Estep Score: -11422307.000000 Penalty: 5485.107910 Iteration 40F: 3 clusters Score -1.142231e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59078 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -11422292.000000 Penalty: 5485.107910 Iteration 41Q: 3 clusters Score -1.142229e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59219 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -11422313.000000 Penalty: 5485.107910 Iteration 42Q: 3 clusters Score -1.142231e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59368 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -11422314.000000 Penalty: 5485.107910 Iteration 43Q: 3 clusters Score -1.142231e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59524 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -11422382.000000 Penalty: 5485.107910 Iteration 44Q: 3 clusters Score -1.142238e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59674 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -11422383.000000 Penalty: 5485.107910 Iteration 45Q: 3 clusters Score -1.142238e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59823 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -11422380.000000 Penalty: 5485.107910 Iteration 46Q: 3 clusters Score -1.142238e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59962 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -11422397.000000 Penalty: 5485.107910 Iteration 47Q: 3 clusters Score -1.14224e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60097 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -11422386.000000 Penalty: 5485.107910 Iteration 48Q: 3 clusters Score -1.142239e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60227 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -11422409.000000 Penalty: 5485.107910 Iteration 49Q: 3 clusters Score -1.142241e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60355 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -11422434.000000 Penalty: 5485.107910 Iteration 50Q: 3 clusters Score -1.142243e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60474 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -11422467.000000 Penalty: 5485.107910 Iteration 51Q: 3 clusters Score -1.142247e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60573 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -11422509.000000 Penalty: 5485.107910 Iteration 52Q: 3 clusters Score -1.142251e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60672 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -11422550.000000 Penalty: 5485.107910 Iteration 53Q: 3 clusters Score -1.142255e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60779 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -11422599.000000 Penalty: 5485.107910 Iteration 54Q: 3 clusters Score -1.14226e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60866 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -11422629.000000 Penalty: 5485.107910 Iteration 55Q: 3 clusters Score -1.142263e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60958 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -11422643.000000 Penalty: 5485.107910 Iteration 56Q: 3 clusters Score -1.142264e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61043 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -11422676.000000 Penalty: 5485.107910 Iteration 57Q: 3 clusters Score -1.142268e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61129 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -11422704.000000 Penalty: 5485.107910 Iteration 58Q: 3 clusters Score -1.14227e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61223 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -11422741.000000 Penalty: 5485.107910 Iteration 59Q: 3 clusters Score -1.142274e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61317 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -11422758.000000 Penalty: 5485.107910 Iteration 60F: 3 clusters Score -1.142276e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61395 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -11422759.000000 Penalty: 5485.107910 Iteration 61Q: 3 clusters Score -1.142276e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61460 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -11422768.000000 Penalty: 5485.107910 Iteration 62Q: 3 clusters Score -1.142277e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61519 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -11422774.000000 Penalty: 5485.107910 Iteration 63Q: 3 clusters Score -1.142277e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61589 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -11422793.000000 Penalty: 5485.107910 Iteration 64Q: 3 clusters Score -1.142279e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61657 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -11422808.000000 Penalty: 5485.107910 Iteration 65Q: 3 clusters Score -1.142281e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61719 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -11422839.000000 Penalty: 5485.107910 Iteration 66Q: 3 clusters Score -1.142284e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61773 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -11422850.000000 Penalty: 5485.107910 Iteration 67Q: 3 clusters Score -1.142285e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61837 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -11422882.000000 Penalty: 5485.107910 Iteration 68Q: 3 clusters Score -1.142288e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61883 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -11422897.000000 Penalty: 5485.107910 Iteration 69Q: 3 clusters Score -1.14229e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61932 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -11422914.000000 Penalty: 5485.107910 Iteration 70Q: 3 clusters Score -1.142291e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61974 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -11422928.000000 Penalty: 5485.107910 Iteration 71Q: 3 clusters Score -1.142293e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62013 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -11422948.000000 Penalty: 5485.107910 Iteration 72Q: 3 clusters Score -1.142295e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62052 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -11422968.000000 Penalty: 5485.107910 Iteration 73Q: 3 clusters Score -1.142297e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62094 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -11422971.000000 Penalty: 5485.107910 Iteration 74Q: 3 clusters Score -1.142297e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62122 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -11422975.000000 Penalty: 5485.107910 Iteration 75Q: 3 clusters Score -1.142298e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62148 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -11422971.000000 Penalty: 5485.107910 Iteration 76Q: 3 clusters Score -1.142297e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62171 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -11422968.000000 Penalty: 5485.107910 Iteration 77Q: 3 clusters Score -1.142297e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62200 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -11422988.000000 Penalty: 5485.107910 Iteration 78Q: 3 clusters Score -1.142299e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62235 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -11423006.000000 Penalty: 5485.107910 Iteration 79Q: 3 clusters Score -1.142301e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62269 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -11423027.000000 Penalty: 5485.107910 Iteration 80F: 3 clusters Score -1.142303e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62297 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -11423048.000000 Penalty: 5485.107910 Iteration 81Q: 3 clusters Score -1.142305e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62321 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -11423072.000000 Penalty: 5485.107910 Iteration 82Q: 3 clusters Score -1.142307e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62348 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -11423080.000000 Penalty: 5485.107910 Iteration 83Q: 3 clusters Score -1.142308e+07 nChanged 27 Entering Unmasked 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-1.142312e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62495 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -11423131.000000 Penalty: 5485.107910 Iteration 88Q: 3 clusters Score -1.142313e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62519 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -11423135.000000 Penalty: 5485.107910 Iteration 89Q: 3 clusters Score -1.142314e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62530 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -11423146.000000 Penalty: 5485.107910 Iteration 90Q: 3 clusters Score -1.142315e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62544 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -11423158.000000 Penalty: 5485.107910 Iteration 91Q: 3 clusters Score -1.142316e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62562 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -11423169.000000 Penalty: 5485.107910 Iteration 92Q: 3 clusters Score -1.142317e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62582 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -11423172.000000 Penalty: 5485.107910 Iteration 93Q: 3 clusters Score -1.142317e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62608 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -11423196.000000 Penalty: 5485.107910 Iteration 94Q: 3 clusters Score -1.14232e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62621 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -11423214.000000 Penalty: 5485.107910 Iteration 95Q: 3 clusters Score -1.142321e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62642 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -11423222.000000 Penalty: 5485.107910 Iteration 96Q: 3 clusters Score -1.142322e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62659 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -11423231.000000 Penalty: 5485.107910 Iteration 97Q: 3 clusters Score -1.142323e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62669 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -11423244.000000 Penalty: 5485.107910 Iteration 98Q: 3 clusters Score -1.142324e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62680 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -11423262.000000 Penalty: 5485.107910 Iteration 99Q: 3 clusters Score -1.142326e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62687 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -11423268.000000 Penalty: 5485.107910 Iteration 100F: 3 clusters Score -1.142327e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62690 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -11423266.000000 Penalty: 5485.107910 Iteration 101Q: 3 clusters Score -1.142327e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62692 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -11423273.000000 Penalty: 5485.107910 Iteration 102Q: 3 clusters Score -1.142327e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62696 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -11423264.000000 Penalty: 5485.107910 Iteration 103Q: 3 clusters Score -1.142326e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62697 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -11423267.000000 Penalty: 5485.107910 Iteration 104Q: 3 clusters Score -1.142327e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62698 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -11423263.000000 Penalty: 5485.107910 Iteration 105Q: 3 clusters Score -1.142326e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62698 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -11423269.000000 Penalty: 5485.107910 Iteration 106Q: 3 clusters Score -1.142327e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62702 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -11423277.000000 Penalty: 5485.107910 Iteration 107Q: 3 clusters Score -1.142328e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62706 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -11423274.000000 Penalty: 5485.107910 Iteration 108Q: 3 clusters Score -1.142327e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62707 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -11423279.000000 Penalty: 5485.107910 Iteration 109Q: 3 clusters Score -1.142328e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62707 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -11423279.000000 Penalty: 5485.107910 Iteration 110F: 3 clusters Score -1.142328e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1042 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Entering Unmasked Estep Score: -176215.187500 Penalty: 1723.326538 Iteration 0F: 2 clusters Score -176215.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -174281.937500 Penalty: 3446.653076 Iteration 0F: 3 clusters Score -174281.9 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -174576.171875 Penalty: 3446.653076 Iteration 1F: 3 clusters Score -174576.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -174707.656250 Penalty: 3446.653076 Iteration 2F: 3 clusters Score -174707.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -174812.625000 Penalty: 3446.653076 Iteration 3Q: 3 clusters Score -174812.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -174890.203125 Penalty: 3446.653076 Iteration 4Q: 3 clusters Score -174890.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -174939.156250 Penalty: 3446.653076 Iteration 5Q: 3 clusters Score -174939.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -174978.406250 Penalty: 3446.653076 Iteration 6Q: 3 clusters Score -174978.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -175014.578125 Penalty: 3446.653076 Iteration 7Q: 3 clusters Score -175014.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -175034.750000 Penalty: 3446.653076 Iteration 8Q: 3 clusters Score -175034.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -175051.140625 Penalty: 3446.653076 Iteration 9Q: 3 clusters Score -175051.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -175072.718750 Penalty: 3446.653076 Iteration 10Q: 3 clusters Score -175072.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -175108.203125 Penalty: 3446.653076 Iteration 11Q: 3 clusters Score -175108.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -175143.156250 Penalty: 3446.653076 Iteration 12Q: 3 clusters Score -175143.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -175184.312500 Penalty: 3446.653076 Iteration 13Q: 3 clusters Score -175184.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -175235.890625 Penalty: 3446.653076 Iteration 14Q: 3 clusters Score -175235.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -175301.390625 Penalty: 3446.653076 Iteration 15Q: 3 clusters Score -175301.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -175361.562500 Penalty: 3446.653076 Iteration 16Q: 3 clusters Score -175361.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -175409.656250 Penalty: 3446.653076 Iteration 17Q: 3 clusters Score -175409.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -175448.296875 Penalty: 3446.653076 Iteration 18Q: 3 clusters Score -175448.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -175469.812500 Penalty: 3446.653076 Iteration 19Q: 3 clusters Score -175469.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -175492.843750 Penalty: 3446.653076 Iteration 20F: 3 clusters Score -175492.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -175521.062500 Penalty: 3446.653076 Iteration 21Q: 3 clusters Score -175521.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -175549.296875 Penalty: 3446.653076 Iteration 22Q: 3 clusters Score -175549.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -175572.906250 Penalty: 3446.653076 Iteration 23Q: 3 clusters Score -175572.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -175582.109375 Penalty: 3446.653076 Iteration 24Q: 3 clusters Score -175582.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -175589.765625 Penalty: 3446.653076 Iteration 25Q: 3 clusters Score -175589.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -175592.296875 Penalty: 3446.653076 Iteration 26Q: 3 clusters Score -175592.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -175593.156250 Penalty: 3446.653076 Iteration 27Q: 3 clusters Score -175593.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -175593.156250 Penalty: 3446.653076 Iteration 28F: 3 clusters Score -175593.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (56688 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56688 members Entering Unmasked Estep Score: -10413662.000000 Penalty: 2714.438965 Iteration 0F: 2 clusters Score -1.041366e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28380 members Mstep: Class 2 contains 28308 members Entering Unmasked Estep Score: -10376656.000000 Penalty: 5428.877930 Iteration 0F: 3 clusters Score -1.037666e+07 nChanged 26233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28107 members Mstep: Class 2 contains 28581 members Entering Unmasked Estep Score: -10391389.000000 Penalty: 5428.877930 Iteration 1F: 3 clusters Score -1.039139e+07 nChanged 2451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27840 members Mstep: Class 2 contains 28848 members Entering Unmasked Estep Score: -10392267.000000 Penalty: 5428.877930 Iteration 2Q: 3 clusters Score -1.039227e+07 nChanged 2702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27410 members Mstep: Class 2 contains 29278 members Entering Unmasked Estep Score: -10393393.000000 Penalty: 5428.877930 Iteration 3Q: 3 clusters Score -1.039339e+07 nChanged 3027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26775 members Mstep: Class 2 contains 29913 members Entering Unmasked Estep Score: -10394986.000000 Penalty: 5428.877930 Iteration 4F: 3 clusters Score -1.039499e+07 nChanged 3295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25862 members Mstep: Class 2 contains 30826 members Entering Unmasked Estep Score: -10397025.000000 Penalty: 5428.877930 Iteration 5F: 3 clusters Score -1.039702e+07 nChanged 3630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24662 members Mstep: Class 2 contains 32026 members Entering Unmasked Estep Score: -10399428.000000 Penalty: 5428.877930 Iteration 6F: 3 clusters Score -1.039943e+07 nChanged 3786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23248 members Mstep: Class 2 contains 33440 members Entering Unmasked Estep Score: -10402368.000000 Penalty: 5428.877930 Iteration 7F: 3 clusters Score -1.040237e+07 nChanged 3750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21868 members Mstep: Class 2 contains 34820 members Entering Unmasked Estep Score: -10405321.000000 Penalty: 5428.877930 Iteration 8F: 3 clusters Score -1.040532e+07 nChanged 3130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20722 members Mstep: Class 2 contains 35966 members Entering Unmasked Estep Score: -10407755.000000 Penalty: 5428.877930 Iteration 9F: 3 clusters Score -1.040776e+07 nChanged 2200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19870 members Mstep: Class 2 contains 36818 members Entering Unmasked Estep Score: -10409098.000000 Penalty: 5428.877930 Iteration 10Q: 3 clusters Score -1.04091e+07 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19294 members Mstep: Class 2 contains 37394 members Entering Unmasked Estep Score: -10409748.000000 Penalty: 5428.877930 Iteration 11Q: 3 clusters Score -1.040975e+07 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18852 members Mstep: Class 2 contains 37836 members Entering Unmasked Estep Score: -10410142.000000 Penalty: 5428.877930 Iteration 12Q: 3 clusters Score -1.041014e+07 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18488 members Mstep: Class 2 contains 38200 members Entering Unmasked Estep Score: -10410461.000000 Penalty: 5428.877930 Iteration 13Q: 3 clusters Score -1.041046e+07 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18175 members Mstep: Class 2 contains 38513 members Entering Unmasked Estep Score: -10410650.000000 Penalty: 5428.877930 Iteration 14Q: 3 clusters Score -1.041065e+07 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17900 members Mstep: Class 2 contains 38788 members Entering Unmasked Estep Score: -10410832.000000 Penalty: 5428.877930 Iteration 15Q: 3 clusters Score -1.041083e+07 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17632 members Mstep: Class 2 contains 39056 members Entering Unmasked Estep Score: -10410944.000000 Penalty: 5428.877930 Iteration 16Q: 3 clusters Score -1.041094e+07 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17389 members Mstep: Class 2 contains 39299 members Entering Unmasked Estep Score: -10411012.000000 Penalty: 5428.877930 Iteration 17Q: 3 clusters Score -1.041101e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17141 members Mstep: Class 2 contains 39547 members Entering Unmasked Estep Score: -10411063.000000 Penalty: 5428.877930 Iteration 18Q: 3 clusters Score -1.041106e+07 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16901 members Mstep: Class 2 contains 39787 members Entering Unmasked Estep Score: -10411093.000000 Penalty: 5428.877930 Iteration 19Q: 3 clusters Score -1.041109e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16687 members Mstep: Class 2 contains 40001 members Entering Unmasked Estep Score: -10411168.000000 Penalty: 5428.877930 Iteration 20F: 3 clusters Score -1.041117e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16480 members Mstep: Class 2 contains 40208 members Entering Unmasked Estep Score: -10411192.000000 Penalty: 5428.877930 Iteration 21Q: 3 clusters Score -1.041119e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16310 members Mstep: Class 2 contains 40378 members Entering Unmasked Estep Score: -10411200.000000 Penalty: 5428.877930 Iteration 22Q: 3 clusters Score -1.04112e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16125 members Mstep: Class 2 contains 40563 members Entering Unmasked Estep Score: -10411215.000000 Penalty: 5428.877930 Iteration 23Q: 3 clusters Score -1.041122e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15943 members Mstep: Class 2 contains 40745 members Entering Unmasked Estep Score: -10411273.000000 Penalty: 5428.877930 Iteration 24Q: 3 clusters Score -1.041127e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15784 members Mstep: Class 2 contains 40904 members Entering Unmasked Estep Score: -10411268.000000 Penalty: 5428.877930 Iteration 25Q: 3 clusters Score -1.041127e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15644 members Mstep: Class 2 contains 41044 members Entering Unmasked Estep Score: -10411303.000000 Penalty: 5428.877930 Iteration 26Q: 3 clusters Score -1.04113e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15512 members Mstep: Class 2 contains 41176 members Entering Unmasked Estep Score: -10411336.000000 Penalty: 5428.877930 Iteration 27Q: 3 clusters Score -1.041134e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15396 members Mstep: Class 2 contains 41292 members Entering Unmasked Estep Score: -10411343.000000 Penalty: 5428.877930 Iteration 28Q: 3 clusters Score -1.041134e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15305 members Mstep: Class 2 contains 41383 members Entering Unmasked Estep Score: -10411354.000000 Penalty: 5428.877930 Iteration 29Q: 3 clusters Score -1.041135e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15209 members Mstep: Class 2 contains 41479 members Entering Unmasked Estep Score: -10411364.000000 Penalty: 5428.877930 Iteration 30Q: 3 clusters Score -1.041136e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15135 members Mstep: Class 2 contains 41553 members Entering Unmasked Estep Score: -10411386.000000 Penalty: 5428.877930 Iteration 31Q: 3 clusters Score -1.041139e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15054 members Mstep: Class 2 contains 41634 members Entering Unmasked Estep Score: -10411397.000000 Penalty: 5428.877930 Iteration 32Q: 3 clusters Score -1.04114e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14974 members Mstep: Class 2 contains 41714 members Entering Unmasked Estep Score: -10411391.000000 Penalty: 5428.877930 Iteration 33Q: 3 clusters Score -1.041139e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14901 members Mstep: Class 2 contains 41787 members Entering Unmasked Estep Score: -10411393.000000 Penalty: 5428.877930 Iteration 34Q: 3 clusters Score -1.041139e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14825 members Mstep: Class 2 contains 41863 members Entering Unmasked Estep Score: -10411396.000000 Penalty: 5428.877930 Iteration 35Q: 3 clusters Score -1.04114e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14754 members Mstep: Class 2 contains 41934 members Entering Unmasked Estep Score: -10411414.000000 Penalty: 5428.877930 Iteration 36Q: 3 clusters Score -1.041141e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14688 members Mstep: Class 2 contains 42000 members Entering Unmasked Estep Score: -10411422.000000 Penalty: 5428.877930 Iteration 37Q: 3 clusters Score -1.041142e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14629 members Mstep: Class 2 contains 42059 members Entering Unmasked Estep Score: -10411431.000000 Penalty: 5428.877930 Iteration 38Q: 3 clusters Score -1.041143e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14564 members Mstep: Class 2 contains 42124 members Entering Unmasked Estep Score: -10411415.000000 Penalty: 5428.877930 Iteration 39Q: 3 clusters Score -1.041142e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14499 members Mstep: Class 2 contains 42189 members Entering Unmasked Estep Score: -10411409.000000 Penalty: 5428.877930 Iteration 40F: 3 clusters Score -1.041141e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14433 members Mstep: Class 2 contains 42255 members Entering Unmasked Estep Score: -10411429.000000 Penalty: 5428.877930 Iteration 41Q: 3 clusters Score -1.041143e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14364 members Mstep: Class 2 contains 42324 members Entering Unmasked Estep Score: -10411440.000000 Penalty: 5428.877930 Iteration 42Q: 3 clusters Score -1.041144e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14289 members Mstep: Class 2 contains 42399 members Entering Unmasked Estep Score: -10411437.000000 Penalty: 5428.877930 Iteration 43Q: 3 clusters Score -1.041144e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14221 members Mstep: Class 2 contains 42467 members Entering Unmasked Estep Score: -10411452.000000 Penalty: 5428.877930 Iteration 44Q: 3 clusters Score -1.041145e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14151 members Mstep: Class 2 contains 42537 members Entering Unmasked Estep Score: -10411468.000000 Penalty: 5428.877930 Iteration 45Q: 3 clusters Score -1.041147e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14065 members Mstep: Class 2 contains 42623 members Entering Unmasked Estep Score: -10411489.000000 Penalty: 5428.877930 Iteration 46Q: 3 clusters Score -1.041149e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13968 members Mstep: Class 2 contains 42720 members Entering Unmasked Estep Score: -10411501.000000 Penalty: 5428.877930 Iteration 47Q: 3 clusters Score -1.04115e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13858 members Mstep: Class 2 contains 42830 members Entering Unmasked Estep Score: -10411511.000000 Penalty: 5428.877930 Iteration 48Q: 3 clusters Score -1.041151e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13747 members Mstep: Class 2 contains 42941 members Entering Unmasked Estep Score: -10411565.000000 Penalty: 5428.877930 Iteration 49Q: 3 clusters Score -1.041156e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13618 members Mstep: Class 2 contains 43070 members Entering Unmasked Estep Score: -10411609.000000 Penalty: 5428.877930 Iteration 50Q: 3 clusters Score -1.041161e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13463 members Mstep: Class 2 contains 43225 members Entering Unmasked Estep Score: -10411659.000000 Penalty: 5428.877930 Iteration 51Q: 3 clusters Score -1.041166e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13313 members Mstep: Class 2 contains 43375 members Entering Unmasked Estep Score: -10411669.000000 Penalty: 5428.877930 Iteration 52Q: 3 clusters Score -1.041167e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13159 members Mstep: Class 2 contains 43529 members Entering Unmasked Estep Score: -10411695.000000 Penalty: 5428.877930 Iteration 53Q: 3 clusters Score -1.04117e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12999 members Mstep: Class 2 contains 43689 members Entering Unmasked Estep Score: -10411728.000000 Penalty: 5428.877930 Iteration 54Q: 3 clusters Score -1.041173e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12847 members Mstep: Class 2 contains 43841 members Entering Unmasked Estep Score: -10411736.000000 Penalty: 5428.877930 Iteration 55Q: 3 clusters Score -1.041174e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12693 members Mstep: Class 2 contains 43995 members Entering Unmasked Estep Score: -10411773.000000 Penalty: 5428.877930 Iteration 56Q: 3 clusters Score -1.041177e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12538 members Mstep: Class 2 contains 44150 members Entering Unmasked Estep Score: -10411832.000000 Penalty: 5428.877930 Iteration 57Q: 3 clusters Score -1.041183e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12371 members Mstep: Class 2 contains 44317 members Entering Unmasked Estep Score: -10411856.000000 Penalty: 5428.877930 Iteration 58Q: 3 clusters Score -1.041186e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12225 members Mstep: Class 2 contains 44463 members Entering Unmasked Estep Score: -10411875.000000 Penalty: 5428.877930 Iteration 59Q: 3 clusters Score -1.041188e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12076 members Mstep: Class 2 contains 44612 members Entering Unmasked Estep Score: -10411878.000000 Penalty: 5428.877930 Iteration 60F: 3 clusters Score -1.041188e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11934 members Mstep: Class 2 contains 44754 members Entering Unmasked Estep Score: -10411900.000000 Penalty: 5428.877930 Iteration 61Q: 3 clusters Score -1.04119e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11765 members Mstep: Class 2 contains 44923 members Entering Unmasked Estep Score: -10411936.000000 Penalty: 5428.877930 Iteration 62Q: 3 clusters Score -1.041194e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11599 members Mstep: Class 2 contains 45089 members Entering Unmasked Estep Score: -10411975.000000 Penalty: 5428.877930 Iteration 63Q: 3 clusters Score -1.041198e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11438 members Mstep: Class 2 contains 45250 members Entering Unmasked Estep Score: -10411979.000000 Penalty: 5428.877930 Iteration 64Q: 3 clusters Score -1.041198e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11284 members Mstep: Class 2 contains 45404 members Entering Unmasked Estep Score: -10411991.000000 Penalty: 5428.877930 Iteration 65Q: 3 clusters Score -1.041199e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11132 members Mstep: Class 2 contains 45556 members Entering Unmasked Estep Score: -10411995.000000 Penalty: 5428.877930 Iteration 66Q: 3 clusters Score -1.0412e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10968 members Mstep: Class 2 contains 45720 members Entering Unmasked Estep Score: -10412015.000000 Penalty: 5428.877930 Iteration 67Q: 3 clusters Score -1.041202e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10796 members Mstep: Class 2 contains 45892 members Entering Unmasked Estep Score: -10412074.000000 Penalty: 5428.877930 Iteration 68Q: 3 clusters Score -1.041207e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10633 members Mstep: Class 2 contains 46055 members Entering Unmasked Estep Score: -10412093.000000 Penalty: 5428.877930 Iteration 69Q: 3 clusters Score -1.041209e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10456 members Mstep: Class 2 contains 46232 members Entering Unmasked Estep Score: -10412139.000000 Penalty: 5428.877930 Iteration 70Q: 3 clusters Score -1.041214e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10260 members Mstep: Class 2 contains 46428 members Entering Unmasked Estep Score: -10412170.000000 Penalty: 5428.877930 Iteration 71Q: 3 clusters Score -1.041217e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10046 members Mstep: Class 2 contains 46642 members Entering Unmasked Estep Score: -10412235.000000 Penalty: 5428.877930 Iteration 72Q: 3 clusters Score -1.041224e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9807 members Mstep: Class 2 contains 46881 members Entering Unmasked Estep Score: -10412270.000000 Penalty: 5428.877930 Iteration 73Q: 3 clusters Score -1.041227e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9572 members Mstep: Class 2 contains 47116 members Entering Unmasked Estep Score: -10412277.000000 Penalty: 5428.877930 Iteration 74Q: 3 clusters Score -1.041228e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9342 members Mstep: Class 2 contains 47346 members Entering Unmasked Estep Score: -10412301.000000 Penalty: 5428.877930 Iteration 75Q: 3 clusters Score -1.04123e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9106 members Mstep: Class 2 contains 47582 members Entering Unmasked Estep Score: -10412324.000000 Penalty: 5428.877930 Iteration 76Q: 3 clusters Score -1.041232e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8889 members Mstep: Class 2 contains 47799 members Entering Unmasked Estep Score: -10412325.000000 Penalty: 5428.877930 Iteration 77Q: 3 clusters Score -1.041232e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8677 members Mstep: Class 2 contains 48011 members Entering Unmasked Estep Score: -10412340.000000 Penalty: 5428.877930 Iteration 78Q: 3 clusters Score -1.041234e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8507 members Mstep: Class 2 contains 48181 members Entering Unmasked Estep Score: -10412376.000000 Penalty: 5428.877930 Iteration 79Q: 3 clusters Score -1.041238e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8340 members Mstep: Class 2 contains 48348 members Entering Unmasked Estep Score: -10412378.000000 Penalty: 5428.877930 Iteration 80F: 3 clusters Score -1.041238e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8175 members Mstep: Class 2 contains 48513 members Entering Unmasked Estep Score: -10412398.000000 Penalty: 5428.877930 Iteration 81Q: 3 clusters Score -1.04124e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8006 members Mstep: Class 2 contains 48682 members Entering Unmasked Estep Score: -10412395.000000 Penalty: 5428.877930 Iteration 82Q: 3 clusters Score -1.04124e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7839 members Mstep: Class 2 contains 48849 members Entering Unmasked Estep Score: -10412429.000000 Penalty: 5428.877930 Iteration 83Q: 3 clusters Score -1.041243e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7680 members Mstep: Class 2 contains 49008 members Entering Unmasked Estep Score: -10412419.000000 Penalty: 5428.877930 Iteration 84Q: 3 clusters Score -1.041242e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7532 members Mstep: Class 2 contains 49156 members Entering Unmasked Estep Score: -10412405.000000 Penalty: 5428.877930 Iteration 85Q: 3 clusters Score -1.04124e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7412 members Mstep: Class 2 contains 49276 members Entering Unmasked Estep Score: -10412415.000000 Penalty: 5428.877930 Iteration 86Q: 3 clusters Score -1.041242e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7305 members Mstep: Class 2 contains 49383 members Entering Unmasked Estep Score: -10412400.000000 Penalty: 5428.877930 Iteration 87Q: 3 clusters Score -1.04124e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7199 members Mstep: Class 2 contains 49489 members Entering Unmasked Estep Score: -10412395.000000 Penalty: 5428.877930 Iteration 88Q: 3 clusters Score -1.04124e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7091 members Mstep: Class 2 contains 49597 members Entering Unmasked Estep Score: -10412417.000000 Penalty: 5428.877930 Iteration 89Q: 3 clusters Score -1.041242e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6985 members Mstep: Class 2 contains 49703 members Entering Unmasked Estep Score: -10412403.000000 Penalty: 5428.877930 Iteration 90Q: 3 clusters Score -1.04124e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6868 members Mstep: Class 2 contains 49820 members Entering Unmasked Estep Score: -10412404.000000 Penalty: 5428.877930 Iteration 91Q: 3 clusters Score -1.04124e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Mstep: Class 2 contains 49939 members Entering Unmasked Estep Score: -10412408.000000 Penalty: 5428.877930 Iteration 92Q: 3 clusters Score -1.041241e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 50050 members Entering Unmasked Estep Score: -10412387.000000 Penalty: 5428.877930 Iteration 93Q: 3 clusters Score -1.041239e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6519 members Mstep: Class 2 contains 50169 members Entering Unmasked Estep Score: -10412425.000000 Penalty: 5428.877930 Iteration 94Q: 3 clusters Score -1.041242e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 50270 members Entering Unmasked Estep Score: -10412404.000000 Penalty: 5428.877930 Iteration 95Q: 3 clusters Score -1.04124e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6320 members Mstep: Class 2 contains 50368 members Entering Unmasked Estep Score: -10412386.000000 Penalty: 5428.877930 Iteration 96Q: 3 clusters Score -1.041239e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6233 members Mstep: Class 2 contains 50455 members Entering Unmasked Estep Score: -10412395.000000 Penalty: 5428.877930 Iteration 97Q: 3 clusters Score -1.04124e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 50534 members Entering Unmasked Estep Score: -10412399.000000 Penalty: 5428.877930 Iteration 98Q: 3 clusters Score -1.04124e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6089 members Mstep: Class 2 contains 50599 members Entering Unmasked Estep Score: -10412389.000000 Penalty: 5428.877930 Iteration 99Q: 3 clusters Score -1.041239e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6023 members Mstep: Class 2 contains 50665 members Entering Unmasked Estep Score: -10412425.000000 Penalty: 5428.877930 Iteration 100F: 3 clusters Score -1.041242e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5955 members Mstep: Class 2 contains 50733 members Entering Unmasked Estep Score: -10412442.000000 Penalty: 5428.877930 Iteration 101Q: 3 clusters Score -1.041244e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5884 members Mstep: Class 2 contains 50804 members Entering Unmasked Estep Score: -10412438.000000 Penalty: 5428.877930 Iteration 102Q: 3 clusters Score -1.041244e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 50872 members Entering Unmasked Estep Score: -10412466.000000 Penalty: 5428.877930 Iteration 103Q: 3 clusters Score -1.041247e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 50932 members Entering Unmasked Estep Score: -10412447.000000 Penalty: 5428.877930 Iteration 104Q: 3 clusters Score -1.041245e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5708 members Mstep: Class 2 contains 50980 members Entering Unmasked Estep Score: -10412437.000000 Penalty: 5428.877930 Iteration 105Q: 3 clusters Score -1.041244e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5668 members Mstep: Class 2 contains 51020 members Entering Unmasked Estep Score: -10412433.000000 Penalty: 5428.877930 Iteration 106Q: 3 clusters Score -1.041243e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 51061 members Entering Unmasked Estep Score: -10412435.000000 Penalty: 5428.877930 Iteration 107Q: 3 clusters Score -1.041244e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5598 members Mstep: Class 2 contains 51090 members Entering Unmasked Estep Score: -10412440.000000 Penalty: 5428.877930 Iteration 108Q: 3 clusters Score -1.041244e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 51122 members Entering Unmasked Estep Score: -10412441.000000 Penalty: 5428.877930 Iteration 109Q: 3 clusters Score -1.041244e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 51155 members Entering Unmasked Estep Score: -10412454.000000 Penalty: 5428.877930 Iteration 110Q: 3 clusters Score -1.041245e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5507 members Mstep: Class 2 contains 51181 members Entering Unmasked Estep Score: -10412467.000000 Penalty: 5428.877930 Iteration 111Q: 3 clusters Score -1.041247e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 51211 members Entering Unmasked Estep Score: -10412441.000000 Penalty: 5428.877930 Iteration 112Q: 3 clusters Score -1.041244e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 51240 members Entering Unmasked Estep Score: -10412437.000000 Penalty: 5428.877930 Iteration 113Q: 3 clusters Score -1.041244e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 51263 members Entering Unmasked Estep Score: -10412445.000000 Penalty: 5428.877930 Iteration 114Q: 3 clusters Score -1.041244e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 51285 members Entering Unmasked Estep Score: -10412447.000000 Penalty: 5428.877930 Iteration 115Q: 3 clusters Score -1.041245e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 51301 members Entering Unmasked Estep Score: -10412444.000000 Penalty: 5428.877930 Iteration 116Q: 3 clusters Score -1.041244e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 51315 members Entering Unmasked Estep Score: -10412453.000000 Penalty: 5428.877930 Iteration 117Q: 3 clusters Score -1.041245e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 51330 members Entering Unmasked Estep Score: -10412451.000000 Penalty: 5428.877930 Iteration 118Q: 3 clusters Score -1.041245e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 51353 members Entering Unmasked Estep Score: -10412463.000000 Penalty: 5428.877930 Iteration 119Q: 3 clusters Score -1.041246e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5317 members Mstep: Class 2 contains 51371 members Entering Unmasked Estep Score: -10412465.000000 Penalty: 5428.877930 Iteration 120F: 3 clusters Score -1.041246e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5290 members Mstep: Class 2 contains 51398 members Entering Unmasked Estep Score: -10412465.000000 Penalty: 5428.877930 Iteration 121Q: 3 clusters Score -1.041246e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 51416 members Entering Unmasked Estep Score: -10412451.000000 Penalty: 5428.877930 Iteration 122Q: 3 clusters Score -1.041245e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 51438 members Entering Unmasked Estep Score: -10412455.000000 Penalty: 5428.877930 Iteration 123Q: 3 clusters Score -1.041246e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 51454 members Entering Unmasked Estep Score: -10412447.000000 Penalty: 5428.877930 Iteration 124Q: 3 clusters Score -1.041245e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 51467 members Entering Unmasked Estep Score: -10412461.000000 Penalty: 5428.877930 Iteration 125Q: 3 clusters Score -1.041246e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5205 members Mstep: Class 2 contains 51483 members Entering Unmasked Estep Score: -10412460.000000 Penalty: 5428.877930 Iteration 126Q: 3 clusters Score -1.041246e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 51499 members Entering Unmasked Estep Score: -10412449.000000 Penalty: 5428.877930 Iteration 127Q: 3 clusters Score -1.041245e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5176 members Mstep: Class 2 contains 51512 members Entering Unmasked Estep Score: -10412447.000000 Penalty: 5428.877930 Iteration 128Q: 3 clusters Score -1.041245e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5157 members Mstep: Class 2 contains 51531 members Entering Unmasked Estep Score: -10412444.000000 Penalty: 5428.877930 Iteration 129Q: 3 clusters Score -1.041244e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 51552 members Entering Unmasked Estep Score: -10412447.000000 Penalty: 5428.877930 Iteration 130Q: 3 clusters Score -1.041245e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 51571 members Entering Unmasked Estep Score: -10412457.000000 Penalty: 5428.877930 Iteration 131Q: 3 clusters Score -1.041246e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 51594 members Entering Unmasked Estep Score: -10412461.000000 Penalty: 5428.877930 Iteration 132Q: 3 clusters Score -1.041246e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 51624 members Entering Unmasked Estep Score: -10412481.000000 Penalty: 5428.877930 Iteration 133Q: 3 clusters Score -1.041248e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 51651 members Entering Unmasked Estep Score: -10412472.000000 Penalty: 5428.877930 Iteration 134Q: 3 clusters Score -1.041247e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 51670 members Entering Unmasked Estep Score: -10412477.000000 Penalty: 5428.877930 Iteration 135Q: 3 clusters Score -1.041248e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 51686 members Entering Unmasked Estep Score: -10412488.000000 Penalty: 5428.877930 Iteration 136Q: 3 clusters Score -1.041249e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 51700 members Entering Unmasked Estep Score: -10412485.000000 Penalty: 5428.877930 Iteration 137Q: 3 clusters Score -1.041248e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 51722 members Entering Unmasked Estep Score: -10412477.000000 Penalty: 5428.877930 Iteration 138Q: 3 clusters Score -1.041248e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4941 members Mstep: Class 2 contains 51747 members Entering Unmasked Estep Score: -10412487.000000 Penalty: 5428.877930 Iteration 139Q: 3 clusters Score -1.041249e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4919 members Mstep: Class 2 contains 51769 members Entering Unmasked Estep Score: -10412482.000000 Penalty: 5428.877930 Iteration 140F: 3 clusters Score -1.041248e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 51803 members Entering Unmasked Estep Score: -10412468.000000 Penalty: 5428.877930 Iteration 141Q: 3 clusters Score -1.041247e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 51830 members Entering Unmasked Estep Score: -10412488.000000 Penalty: 5428.877930 Iteration 142Q: 3 clusters Score -1.041249e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 51861 members Entering Unmasked Estep Score: -10412457.000000 Penalty: 5428.877930 Iteration 143Q: 3 clusters Score -1.041246e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 51886 members Entering Unmasked Estep Score: -10412430.000000 Penalty: 5428.877930 Iteration 144Q: 3 clusters Score -1.041243e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 51901 members Entering Unmasked Estep Score: -10412427.000000 Penalty: 5428.877930 Iteration 145Q: 3 clusters Score -1.041243e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 51914 members Entering Unmasked Estep Score: -10412422.000000 Penalty: 5428.877930 Iteration 146Q: 3 clusters Score -1.041242e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 51925 members Entering Unmasked Estep Score: -10412423.000000 Penalty: 5428.877930 Iteration 147Q: 3 clusters Score -1.041242e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 51934 members Entering Unmasked Estep Score: -10412420.000000 Penalty: 5428.877930 Iteration 148Q: 3 clusters Score -1.041242e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 51942 members Entering Unmasked Estep Score: -10412423.000000 Penalty: 5428.877930 Iteration 149Q: 3 clusters Score -1.041242e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 51950 members Entering Unmasked Estep Score: -10412419.000000 Penalty: 5428.877930 Iteration 150Q: 3 clusters Score -1.041242e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 51954 members Entering Unmasked Estep Score: -10412423.000000 Penalty: 5428.877930 Iteration 151Q: 3 clusters Score -1.041242e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 51958 members Entering Unmasked Estep Score: -10412422.000000 Penalty: 5428.877930 Iteration 152Q: 3 clusters Score -1.041242e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 51961 members Entering Unmasked Estep Score: -10412418.000000 Penalty: 5428.877930 Iteration 153Q: 3 clusters Score -1.041242e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 51961 members Entering Unmasked Estep Score: -10412418.000000 Penalty: 5428.877930 Iteration 154F: 3 clusters Score -1.041242e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (13831 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13831 members Entering Unmasked Estep Score: -2394895.750000 Penalty: 2364.597656 Iteration 0F: 2 clusters Score -2394896 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -2384805.000000 Penalty: 4729.195312 Iteration 0F: 3 clusters Score -2384805 nChanged 5915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7152 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -2388130.250000 Penalty: 4729.195312 Iteration 1F: 3 clusters Score -2388130 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7317 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -2388643.000000 Penalty: 4729.195312 Iteration 2F: 3 clusters Score -2388643 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7514 members Mstep: Class 2 contains 6317 members Entering Unmasked Estep Score: -2389043.250000 Penalty: 4729.195312 Iteration 3F: 3 clusters Score -2389043 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7760 members Mstep: Class 2 contains 6071 members Entering Unmasked Estep Score: -2389413.000000 Penalty: 4729.195312 Iteration 4F: 3 clusters Score -2389413 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8050 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -2389761.500000 Penalty: 4729.195312 Iteration 5Q: 3 clusters Score -2389762 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8394 members Mstep: Class 2 contains 5437 members Entering Unmasked Estep Score: -2390090.500000 Penalty: 4729.195312 Iteration 6Q: 3 clusters Score -2390090 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8829 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -2390445.500000 Penalty: 4729.195312 Iteration 7Q: 3 clusters Score -2390446 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9325 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -2390813.250000 Penalty: 4729.195312 Iteration 8Q: 3 clusters Score -2390813 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9763 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -2391110.750000 Penalty: 4729.195312 Iteration 9Q: 3 clusters Score -2391111 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10194 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -2391369.750000 Penalty: 4729.195312 Iteration 10Q: 3 clusters Score -2391370 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10596 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -2391627.750000 Penalty: 4729.195312 Iteration 11Q: 3 clusters Score -2391628 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10975 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -2391883.500000 Penalty: 4729.195312 Iteration 12Q: 3 clusters Score -2391884 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11301 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -2392101.000000 Penalty: 4729.195312 Iteration 13Q: 3 clusters Score -2392101 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11608 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -2392334.000000 Penalty: 4729.195312 Iteration 14Q: 3 clusters Score -2392334 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11844 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -2392506.000000 Penalty: 4729.195312 Iteration 15Q: 3 clusters Score -2392506 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12034 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -2392637.500000 Penalty: 4729.195312 Iteration 16Q: 3 clusters Score -2392638 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12200 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -2392742.500000 Penalty: 4729.195312 Iteration 17Q: 3 clusters Score -2392742 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12343 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -2392840.000000 Penalty: 4729.195312 Iteration 18Q: 3 clusters Score -2392840 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12460 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -2392906.750000 Penalty: 4729.195312 Iteration 19Q: 3 clusters Score -2392907 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12554 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -2392969.000000 Penalty: 4729.195312 Iteration 20F: 3 clusters Score -2392969 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12634 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -2393022.500000 Penalty: 4729.195312 Iteration 21Q: 3 clusters Score -2393022 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12702 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -2393052.000000 Penalty: 4729.195312 Iteration 22Q: 3 clusters Score -2393052 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12760 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -2393087.250000 Penalty: 4729.195312 Iteration 23Q: 3 clusters Score -2393087 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12805 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -2393106.000000 Penalty: 4729.195312 Iteration 24Q: 3 clusters Score -2393106 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12842 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -2393125.750000 Penalty: 4729.195312 Iteration 25Q: 3 clusters Score -2393126 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12869 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -2393125.500000 Penalty: 4729.195312 Iteration 26Q: 3 clusters Score -2393126 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12886 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -2393135.000000 Penalty: 4729.195312 Iteration 27Q: 3 clusters Score -2393135 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12906 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -2393137.750000 Penalty: 4729.195312 Iteration 28Q: 3 clusters Score -2393138 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12920 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -2393145.250000 Penalty: 4729.195312 Iteration 29Q: 3 clusters Score -2393145 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12929 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -2393152.000000 Penalty: 4729.195312 Iteration 30Q: 3 clusters Score -2393152 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12936 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -2393154.250000 Penalty: 4729.195312 Iteration 31Q: 3 clusters Score -2393154 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12942 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -2393157.250000 Penalty: 4729.195312 Iteration 32Q: 3 clusters Score -2393157 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12947 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -2393159.250000 Penalty: 4729.195312 Iteration 33Q: 3 clusters Score -2393159 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12951 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -2393165.000000 Penalty: 4729.195312 Iteration 34Q: 3 clusters Score -2393165 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12952 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -2393163.750000 Penalty: 4729.195312 Iteration 35Q: 3 clusters Score -2393164 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12953 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -2393165.750000 Penalty: 4729.195312 Iteration 36Q: 3 clusters Score -2393166 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12956 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -2393166.500000 Penalty: 4729.195312 Iteration 37Q: 3 clusters Score -2393166 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12960 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -2393165.500000 Penalty: 4729.195312 Iteration 38Q: 3 clusters Score -2393166 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12965 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -2393169.250000 Penalty: 4729.195312 Iteration 39Q: 3 clusters Score -2393169 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12969 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -2393171.500000 Penalty: 4729.195312 Iteration 40F: 3 clusters Score -2393172 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12973 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -2393173.250000 Penalty: 4729.195312 Iteration 41Q: 3 clusters Score -2393173 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12975 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -2393177.750000 Penalty: 4729.195312 Iteration 42Q: 3 clusters Score -2393178 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12976 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -2393177.000000 Penalty: 4729.195312 Iteration 43Q: 3 clusters Score -2393177 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12977 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -2393174.750000 Penalty: 4729.195312 Iteration 44Q: 3 clusters Score -2393175 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12977 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -2393174.750000 Penalty: 4729.195312 Iteration 45F: 3 clusters Score -2393175 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Entering Unmasked Estep Score: -269149.656250 Penalty: 1815.654785 Iteration 0F: 2 clusters Score -269149.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -266824.906250 Penalty: 3631.309570 Iteration 0F: 3 clusters Score -266824.9 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -267211.968750 Penalty: 3631.309570 Iteration 1F: 3 clusters Score -267212 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -267336.812500 Penalty: 3631.309570 Iteration 2F: 3 clusters Score -267336.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -267411.468750 Penalty: 3631.309570 Iteration 3Q: 3 clusters Score -267411.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -267452.562500 Penalty: 3631.309570 Iteration 4Q: 3 clusters Score -267452.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -267476.343750 Penalty: 3631.309570 Iteration 5Q: 3 clusters Score -267476.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -267499.468750 Penalty: 3631.309570 Iteration 6Q: 3 clusters Score -267499.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -267518.500000 Penalty: 3631.309570 Iteration 7Q: 3 clusters Score -267518.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -267529.468750 Penalty: 3631.309570 Iteration 8Q: 3 clusters Score -267529.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -267533.906250 Penalty: 3631.309570 Iteration 9Q: 3 clusters Score -267533.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -267537.781250 Penalty: 3631.309570 Iteration 10Q: 3 clusters Score -267537.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -267541.312500 Penalty: 3631.309570 Iteration 11Q: 3 clusters Score -267541.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -267545.562500 Penalty: 3631.309570 Iteration 12Q: 3 clusters Score -267545.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -267548.656250 Penalty: 3631.309570 Iteration 13Q: 3 clusters Score -267548.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -267551.750000 Penalty: 3631.309570 Iteration 14Q: 3 clusters Score -267551.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -267554.218750 Penalty: 3631.309570 Iteration 15Q: 3 clusters Score -267554.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -267555.156250 Penalty: 3631.309570 Iteration 16Q: 3 clusters Score -267555.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -267557.156250 Penalty: 3631.309570 Iteration 17Q: 3 clusters Score -267557.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -267559.843750 Penalty: 3631.309570 Iteration 18Q: 3 clusters Score -267559.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -267560.968750 Penalty: 3631.309570 Iteration 19Q: 3 clusters Score -267561 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -267562.093750 Penalty: 3631.309570 Iteration 20F: 3 clusters Score -267562.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -267561.843750 Penalty: 3631.309570 Iteration 21Q: 3 clusters Score -267561.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -267561.843750 Penalty: 3631.309570 Iteration 22F: 3 clusters Score -267561.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Entering Unmasked Estep Score: -157660.187500 Penalty: 1706.080322 Iteration 0F: 2 clusters Score -157660.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -155849.328125 Penalty: 3412.160645 Iteration 0F: 3 clusters Score -155849.3 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -156457.734375 Penalty: 3412.160645 Iteration 1F: 3 clusters Score -156457.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -156888.703125 Penalty: 3412.160645 Iteration 2F: 3 clusters Score -156888.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -157115.921875 Penalty: 3412.160645 Iteration 3F: 3 clusters Score -157115.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -157266.625000 Penalty: 3412.160645 Iteration 4Q: 3 clusters Score -157266.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -157338.718750 Penalty: 3412.160645 Iteration 5Q: 3 clusters Score -157338.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -157390.781250 Penalty: 3412.160645 Iteration 6Q: 3 clusters Score -157390.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -157403.625000 Penalty: 3412.160645 Iteration 7Q: 3 clusters Score -157403.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -157411.984375 Penalty: 3412.160645 Iteration 8Q: 3 clusters Score -157412 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -157416.578125 Penalty: 3412.160645 Iteration 9Q: 3 clusters Score -157416.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -157418.859375 Penalty: 3412.160645 Iteration 10Q: 3 clusters Score -157418.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -157423.437500 Penalty: 3412.160645 Iteration 11Q: 3 clusters Score -157423.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -157423.437500 Penalty: 3412.160645 Iteration 12F: 3 clusters Score -157423.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7595 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7595 members Entering Unmasked Estep Score: -1375300.625000 Penalty: 2215.940918 Iteration 0F: 2 clusters Score -1375301 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -1369177.250000 Penalty: 4431.881836 Iteration 0F: 3 clusters Score -1369177 nChanged 3064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -1370880.500000 Penalty: 4431.881836 Iteration 1F: 3 clusters Score -1370880 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -1371140.000000 Penalty: 4431.881836 Iteration 2F: 3 clusters Score -1371140 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -1371301.000000 Penalty: 4431.881836 Iteration 3Q: 3 clusters Score -1371301 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -1371422.875000 Penalty: 4431.881836 Iteration 4Q: 3 clusters Score -1371423 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -1371504.625000 Penalty: 4431.881836 Iteration 5Q: 3 clusters Score -1371505 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -1371561.625000 Penalty: 4431.881836 Iteration 6Q: 3 clusters Score -1371562 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -1371621.250000 Penalty: 4431.881836 Iteration 7Q: 3 clusters Score -1371621 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -1371673.875000 Penalty: 4431.881836 Iteration 8Q: 3 clusters Score -1371674 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -1371723.500000 Penalty: 4431.881836 Iteration 9Q: 3 clusters Score -1371724 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -1371785.125000 Penalty: 4431.881836 Iteration 10Q: 3 clusters Score -1371785 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -1371835.750000 Penalty: 4431.881836 Iteration 11Q: 3 clusters Score -1371836 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -1371895.000000 Penalty: 4431.881836 Iteration 12Q: 3 clusters Score -1371895 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -1371944.125000 Penalty: 4431.881836 Iteration 13Q: 3 clusters Score -1371944 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -1371993.375000 Penalty: 4431.881836 Iteration 14Q: 3 clusters Score -1371993 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -1372030.750000 Penalty: 4431.881836 Iteration 15Q: 3 clusters Score -1372031 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -1372069.125000 Penalty: 4431.881836 Iteration 16Q: 3 clusters Score -1372069 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -1372103.875000 Penalty: 4431.881836 Iteration 17Q: 3 clusters Score -1372104 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -1372131.500000 Penalty: 4431.881836 Iteration 18Q: 3 clusters Score -1372132 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -1372166.375000 Penalty: 4431.881836 Iteration 19Q: 3 clusters Score -1372166 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -1372201.625000 Penalty: 4431.881836 Iteration 20F: 3 clusters Score -1372202 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -1372236.125000 Penalty: 4431.881836 Iteration 21Q: 3 clusters Score -1372236 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -1372271.000000 Penalty: 4431.881836 Iteration 22Q: 3 clusters Score -1372271 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -1372299.000000 Penalty: 4431.881836 Iteration 23Q: 3 clusters Score -1372299 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -1372324.375000 Penalty: 4431.881836 Iteration 24Q: 3 clusters Score -1372324 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -1372352.875000 Penalty: 4431.881836 Iteration 25Q: 3 clusters Score -1372353 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -1372382.875000 Penalty: 4431.881836 Iteration 26Q: 3 clusters Score -1372383 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -1372413.875000 Penalty: 4431.881836 Iteration 27Q: 3 clusters Score -1372414 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -1372453.125000 Penalty: 4431.881836 Iteration 28Q: 3 clusters Score -1372453 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -1372505.125000 Penalty: 4431.881836 Iteration 29Q: 3 clusters Score -1372505 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -1372586.750000 Penalty: 4431.881836 Iteration 30Q: 3 clusters Score -1372587 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 5221 members Entering Unmasked Estep Score: -1372673.125000 Penalty: 4431.881836 Iteration 31Q: 3 clusters Score -1372673 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -1372770.000000 Penalty: 4431.881836 Iteration 32Q: 3 clusters Score -1372770 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 5477 members Entering Unmasked Estep Score: -1372856.000000 Penalty: 4431.881836 Iteration 33Q: 3 clusters Score -1372856 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -1372949.500000 Penalty: 4431.881836 Iteration 34Q: 3 clusters Score -1372950 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 5723 members Entering Unmasked Estep Score: -1373016.375000 Penalty: 4431.881836 Iteration 35Q: 3 clusters Score -1373016 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 5844 members Entering Unmasked Estep Score: -1373078.750000 Penalty: 4431.881836 Iteration 36Q: 3 clusters Score -1373079 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 5948 members Entering Unmasked Estep Score: -1373135.000000 Penalty: 4431.881836 Iteration 37Q: 3 clusters Score -1373135 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -1373181.625000 Penalty: 4431.881836 Iteration 38Q: 3 clusters Score -1373182 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -1373219.875000 Penalty: 4431.881836 Iteration 39Q: 3 clusters Score -1373220 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -1373249.625000 Penalty: 4431.881836 Iteration 40F: 3 clusters Score -1373250 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 6241 members Entering Unmasked Estep Score: -1373280.125000 Penalty: 4431.881836 Iteration 41Q: 3 clusters Score -1373280 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 6311 members Entering Unmasked Estep Score: -1373316.000000 Penalty: 4431.881836 Iteration 42Q: 3 clusters Score -1373316 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 6359 members Entering Unmasked Estep Score: -1373341.250000 Penalty: 4431.881836 Iteration 43Q: 3 clusters Score -1373341 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 6407 members Entering Unmasked Estep Score: -1373367.875000 Penalty: 4431.881836 Iteration 44Q: 3 clusters Score -1373368 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 6446 members Entering Unmasked Estep Score: -1373388.125000 Penalty: 4431.881836 Iteration 45Q: 3 clusters Score -1373388 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 6484 members Entering Unmasked Estep Score: -1373406.625000 Penalty: 4431.881836 Iteration 46Q: 3 clusters Score -1373407 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 6516 members Entering Unmasked Estep Score: -1373421.625000 Penalty: 4431.881836 Iteration 47Q: 3 clusters Score -1373422 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 6548 members Entering Unmasked Estep Score: -1373437.750000 Penalty: 4431.881836 Iteration 48Q: 3 clusters Score -1373438 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 6572 members Entering Unmasked Estep Score: -1373448.000000 Penalty: 4431.881836 Iteration 49Q: 3 clusters Score -1373448 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 6591 members Entering Unmasked Estep Score: -1373457.000000 Penalty: 4431.881836 Iteration 50Q: 3 clusters Score -1373457 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 6600 members Entering Unmasked Estep Score: -1373462.875000 Penalty: 4431.881836 Iteration 51Q: 3 clusters Score -1373463 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 6614 members Entering Unmasked Estep Score: -1373472.000000 Penalty: 4431.881836 Iteration 52Q: 3 clusters Score -1373472 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 6629 members Entering Unmasked Estep Score: -1373483.625000 Penalty: 4431.881836 Iteration 53Q: 3 clusters Score -1373484 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 6653 members Entering Unmasked Estep Score: -1373494.375000 Penalty: 4431.881836 Iteration 54Q: 3 clusters Score -1373494 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 6666 members Entering Unmasked Estep Score: -1373502.875000 Penalty: 4431.881836 Iteration 55Q: 3 clusters Score -1373503 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 6682 members Entering Unmasked Estep Score: -1373510.625000 Penalty: 4431.881836 Iteration 56Q: 3 clusters Score -1373511 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -1373517.875000 Penalty: 4431.881836 Iteration 57Q: 3 clusters Score -1373518 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 6714 members Entering Unmasked Estep Score: -1373526.625000 Penalty: 4431.881836 Iteration 58Q: 3 clusters Score -1373527 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 6726 members Entering Unmasked Estep Score: -1373532.875000 Penalty: 4431.881836 Iteration 59Q: 3 clusters Score -1373533 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 6734 members Entering Unmasked Estep Score: -1373535.750000 Penalty: 4431.881836 Iteration 60F: 3 clusters Score -1373536 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 6740 members Entering Unmasked Estep Score: -1373539.625000 Penalty: 4431.881836 Iteration 61Q: 3 clusters Score -1373540 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -1373545.750000 Penalty: 4431.881836 Iteration 62Q: 3 clusters Score -1373546 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 6758 members Entering Unmasked Estep Score: -1373546.625000 Penalty: 4431.881836 Iteration 63Q: 3 clusters Score -1373547 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 6763 members Entering Unmasked Estep Score: -1373551.500000 Penalty: 4431.881836 Iteration 64Q: 3 clusters Score -1373552 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 6764 members Entering Unmasked Estep Score: -1373552.500000 Penalty: 4431.881836 Iteration 65Q: 3 clusters Score -1373552 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 6765 members Entering Unmasked Estep Score: -1373556.250000 Penalty: 4431.881836 Iteration 66Q: 3 clusters Score -1373556 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -1373555.875000 Penalty: 4431.881836 Iteration 67Q: 3 clusters Score -1373556 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 6770 members Entering Unmasked Estep Score: -1373559.750000 Penalty: 4431.881836 Iteration 68Q: 3 clusters Score -1373560 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 6775 members Entering Unmasked Estep Score: -1373558.750000 Penalty: 4431.881836 Iteration 69Q: 3 clusters Score -1373559 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -1373560.125000 Penalty: 4431.881836 Iteration 70Q: 3 clusters Score -1373560 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -1373560.125000 Penalty: 4431.881836 Iteration 71F: 3 clusters Score -1373560 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (25334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25334 members Entering Unmasked Estep Score: -4958015.000000 Penalty: 2514.696045 Iteration 0F: 2 clusters Score -4958015 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12631 members Mstep: Class 2 contains 12703 members Entering Unmasked Estep Score: -4941083.000000 Penalty: 5029.392090 Iteration 0F: 3 clusters Score -4941083 nChanged 11274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12613 members Mstep: Class 2 contains 12721 members Entering Unmasked Estep Score: -4947072.000000 Penalty: 5029.392090 Iteration 1F: 3 clusters Score -4947072 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12590 members Mstep: Class 2 contains 12744 members Entering Unmasked Estep Score: -4947521.000000 Penalty: 5029.392090 Iteration 2Q: 3 clusters Score -4947521 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12578 members Mstep: Class 2 contains 12756 members Entering Unmasked Estep Score: -4947964.000000 Penalty: 5029.392090 Iteration 3Q: 3 clusters Score -4947964 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12613 members Mstep: Class 2 contains 12721 members Entering Unmasked Estep Score: -4948408.500000 Penalty: 5029.392090 Iteration 4Q: 3 clusters Score -4948408 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12639 members Mstep: Class 2 contains 12695 members Entering Unmasked Estep Score: -4948973.500000 Penalty: 5029.392090 Iteration 5Q: 3 clusters Score -4948974 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12645 members Mstep: Class 2 contains 12689 members Entering Unmasked Estep Score: -4949663.000000 Penalty: 5029.392090 Iteration 6Q: 3 clusters Score -4949663 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12708 members Mstep: Class 2 contains 12626 members Entering Unmasked Estep Score: -4950372.500000 Penalty: 5029.392090 Iteration 7Q: 3 clusters Score -4950372 nChanged 1334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12726 members Mstep: Class 2 contains 12608 members Entering Unmasked Estep Score: -4951062.000000 Penalty: 5029.392090 Iteration 8F: 3 clusters Score -4951062 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12733 members Mstep: Class 2 contains 12601 members Entering Unmasked Estep Score: -4951712.500000 Penalty: 5029.392090 Iteration 9Q: 3 clusters Score -4951712 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12760 members Mstep: Class 2 contains 12574 members Entering Unmasked Estep Score: -4952327.500000 Penalty: 5029.392090 Iteration 10Q: 3 clusters Score -4952328 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12797 members Mstep: Class 2 contains 12537 members Entering Unmasked Estep Score: -4952871.500000 Penalty: 5029.392090 Iteration 11Q: 3 clusters Score -4952872 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12807 members Mstep: Class 2 contains 12527 members Entering Unmasked Estep Score: -4953378.000000 Penalty: 5029.392090 Iteration 12Q: 3 clusters Score -4953378 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12838 members Mstep: Class 2 contains 12496 members Entering Unmasked Estep Score: -4953835.500000 Penalty: 5029.392090 Iteration 13Q: 3 clusters Score -4953836 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12873 members Mstep: Class 2 contains 12461 members Entering Unmasked Estep Score: -4954116.000000 Penalty: 5029.392090 Iteration 14Q: 3 clusters Score -4954116 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12875 members Mstep: Class 2 contains 12459 members Entering Unmasked Estep Score: -4954329.000000 Penalty: 5029.392090 Iteration 15Q: 3 clusters Score -4954329 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12841 members Mstep: Class 2 contains 12493 members Entering Unmasked Estep Score: -4954536.500000 Penalty: 5029.392090 Iteration 16Q: 3 clusters Score -4954536 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12812 members Mstep: Class 2 contains 12522 members Entering Unmasked Estep Score: -4954688.500000 Penalty: 5029.392090 Iteration 17Q: 3 clusters Score -4954688 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12785 members Mstep: Class 2 contains 12549 members Entering Unmasked Estep Score: -4954763.500000 Penalty: 5029.392090 Iteration 18Q: 3 clusters Score -4954764 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12693 members Mstep: Class 2 contains 12641 members Entering Unmasked Estep Score: -4954814.000000 Penalty: 5029.392090 Iteration 19Q: 3 clusters Score -4954814 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12568 members Mstep: Class 2 contains 12766 members Entering Unmasked Estep Score: -4954839.000000 Penalty: 5029.392090 Iteration 20F: 3 clusters Score -4954839 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12440 members Mstep: Class 2 contains 12894 members Entering Unmasked Estep Score: -4954831.000000 Penalty: 5029.392090 Iteration 21Q: 3 clusters Score -4954831 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12317 members Mstep: Class 2 contains 13017 members Entering Unmasked Estep Score: -4954836.000000 Penalty: 5029.392090 Iteration 22Q: 3 clusters Score -4954836 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12194 members Mstep: Class 2 contains 13140 members Entering Unmasked Estep Score: -4954838.000000 Penalty: 5029.392090 Iteration 23Q: 3 clusters Score -4954838 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12084 members Mstep: Class 2 contains 13250 members Entering Unmasked Estep Score: -4954839.000000 Penalty: 5029.392090 Iteration 24Q: 3 clusters Score -4954839 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11988 members Mstep: Class 2 contains 13346 members Entering Unmasked Estep Score: -4954848.000000 Penalty: 5029.392090 Iteration 25Q: 3 clusters Score -4954848 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11914 members Mstep: Class 2 contains 13420 members Entering Unmasked Estep Score: -4954832.000000 Penalty: 5029.392090 Iteration 26Q: 3 clusters Score -4954832 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11830 members Mstep: Class 2 contains 13504 members Entering Unmasked Estep Score: -4954825.500000 Penalty: 5029.392090 Iteration 27Q: 3 clusters Score -4954826 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11755 members Mstep: Class 2 contains 13579 members Entering Unmasked Estep Score: -4954802.000000 Penalty: 5029.392090 Iteration 28Q: 3 clusters Score -4954802 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11689 members Mstep: Class 2 contains 13645 members Entering Unmasked Estep Score: -4954787.500000 Penalty: 5029.392090 Iteration 29Q: 3 clusters Score -4954788 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11633 members Mstep: Class 2 contains 13701 members Entering Unmasked Estep Score: -4954782.500000 Penalty: 5029.392090 Iteration 30Q: 3 clusters Score -4954782 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11575 members Mstep: Class 2 contains 13759 members Entering Unmasked Estep Score: -4954752.000000 Penalty: 5029.392090 Iteration 31Q: 3 clusters Score -4954752 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11500 members Mstep: Class 2 contains 13834 members Entering Unmasked Estep Score: -4954759.000000 Penalty: 5029.392090 Iteration 32Q: 3 clusters Score -4954759 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11424 members Mstep: Class 2 contains 13910 members Entering Unmasked Estep Score: -4954758.000000 Penalty: 5029.392090 Iteration 33Q: 3 clusters Score -4954758 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11372 members Mstep: Class 2 contains 13962 members Entering Unmasked Estep Score: -4954746.000000 Penalty: 5029.392090 Iteration 34Q: 3 clusters Score -4954746 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11318 members Mstep: Class 2 contains 14016 members Entering Unmasked Estep Score: -4954756.500000 Penalty: 5029.392090 Iteration 35Q: 3 clusters Score -4954756 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11274 members Mstep: Class 2 contains 14060 members Entering Unmasked Estep Score: -4954743.000000 Penalty: 5029.392090 Iteration 36Q: 3 clusters Score -4954743 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11223 members Mstep: Class 2 contains 14111 members Entering Unmasked Estep Score: -4954731.500000 Penalty: 5029.392090 Iteration 37Q: 3 clusters Score -4954732 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11163 members Mstep: Class 2 contains 14171 members Entering Unmasked Estep Score: -4954737.000000 Penalty: 5029.392090 Iteration 38Q: 3 clusters Score -4954737 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11101 members Mstep: Class 2 contains 14233 members Entering Unmasked Estep Score: -4954712.500000 Penalty: 5029.392090 Iteration 39Q: 3 clusters Score -4954712 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11034 members Mstep: Class 2 contains 14300 members Entering Unmasked Estep Score: -4954692.500000 Penalty: 5029.392090 Iteration 40F: 3 clusters Score -4954692 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10972 members Mstep: Class 2 contains 14362 members Entering Unmasked Estep Score: -4954680.000000 Penalty: 5029.392090 Iteration 41Q: 3 clusters Score -4954680 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10907 members Mstep: Class 2 contains 14427 members Entering Unmasked Estep Score: -4954668.000000 Penalty: 5029.392090 Iteration 42Q: 3 clusters Score -4954668 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10845 members Mstep: Class 2 contains 14489 members Entering Unmasked Estep Score: -4954654.500000 Penalty: 5029.392090 Iteration 43Q: 3 clusters Score -4954654 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10778 members Mstep: Class 2 contains 14556 members Entering Unmasked Estep Score: -4954660.500000 Penalty: 5029.392090 Iteration 44Q: 3 clusters Score -4954660 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10707 members Mstep: Class 2 contains 14627 members Entering Unmasked Estep Score: -4954659.000000 Penalty: 5029.392090 Iteration 45Q: 3 clusters Score -4954659 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10652 members Mstep: Class 2 contains 14682 members Entering Unmasked Estep Score: -4954640.500000 Penalty: 5029.392090 Iteration 46Q: 3 clusters Score -4954640 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10603 members Mstep: Class 2 contains 14731 members Entering Unmasked Estep Score: -4954635.000000 Penalty: 5029.392090 Iteration 47Q: 3 clusters Score -4954635 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10548 members Mstep: Class 2 contains 14786 members Entering Unmasked Estep Score: -4954636.500000 Penalty: 5029.392090 Iteration 48Q: 3 clusters Score -4954636 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10490 members Mstep: Class 2 contains 14844 members Entering Unmasked Estep Score: -4954641.000000 Penalty: 5029.392090 Iteration 49Q: 3 clusters Score -4954641 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10426 members Mstep: Class 2 contains 14908 members Entering Unmasked Estep Score: -4954636.000000 Penalty: 5029.392090 Iteration 50Q: 3 clusters Score -4954636 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10365 members Mstep: Class 2 contains 14969 members Entering Unmasked Estep Score: -4954642.500000 Penalty: 5029.392090 Iteration 51Q: 3 clusters Score -4954642 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10323 members Mstep: Class 2 contains 15011 members Entering Unmasked Estep Score: -4954641.500000 Penalty: 5029.392090 Iteration 52Q: 3 clusters Score -4954642 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10272 members Mstep: Class 2 contains 15062 members Entering Unmasked Estep Score: -4954625.500000 Penalty: 5029.392090 Iteration 53Q: 3 clusters Score -4954626 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10215 members Mstep: Class 2 contains 15119 members Entering Unmasked Estep Score: -4954610.000000 Penalty: 5029.392090 Iteration 54Q: 3 clusters Score -4954610 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10164 members Mstep: Class 2 contains 15170 members Entering Unmasked Estep Score: -4954589.500000 Penalty: 5029.392090 Iteration 55Q: 3 clusters Score -4954590 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10110 members Mstep: Class 2 contains 15224 members Entering Unmasked Estep Score: -4954581.500000 Penalty: 5029.392090 Iteration 56Q: 3 clusters Score -4954582 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10036 members Mstep: Class 2 contains 15298 members Entering Unmasked Estep Score: -4954569.500000 Penalty: 5029.392090 Iteration 57Q: 3 clusters Score -4954570 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9964 members Mstep: Class 2 contains 15370 members Entering Unmasked Estep Score: -4954556.500000 Penalty: 5029.392090 Iteration 58Q: 3 clusters Score -4954556 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9903 members Mstep: Class 2 contains 15431 members Entering Unmasked Estep Score: -4954552.000000 Penalty: 5029.392090 Iteration 59Q: 3 clusters Score -4954552 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9833 members Mstep: Class 2 contains 15501 members Entering Unmasked Estep Score: -4954547.000000 Penalty: 5029.392090 Iteration 60F: 3 clusters Score -4954547 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9764 members Mstep: Class 2 contains 15570 members Entering Unmasked Estep Score: -4954541.000000 Penalty: 5029.392090 Iteration 61Q: 3 clusters Score -4954541 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9698 members Mstep: Class 2 contains 15636 members Entering Unmasked Estep Score: -4954532.500000 Penalty: 5029.392090 Iteration 62Q: 3 clusters Score -4954532 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9629 members Mstep: Class 2 contains 15705 members Entering Unmasked Estep Score: -4954515.000000 Penalty: 5029.392090 Iteration 63Q: 3 clusters Score -4954515 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9562 members Mstep: Class 2 contains 15772 members Entering Unmasked Estep Score: -4954519.500000 Penalty: 5029.392090 Iteration 64Q: 3 clusters Score -4954520 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9475 members Mstep: Class 2 contains 15859 members Entering Unmasked Estep Score: -4954516.500000 Penalty: 5029.392090 Iteration 65Q: 3 clusters Score -4954516 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9363 members Mstep: Class 2 contains 15971 members Entering Unmasked Estep Score: -4954497.000000 Penalty: 5029.392090 Iteration 66Q: 3 clusters Score -4954497 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9263 members Mstep: Class 2 contains 16071 members Entering Unmasked Estep Score: -4954477.000000 Penalty: 5029.392090 Iteration 67Q: 3 clusters Score -4954477 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9159 members Mstep: Class 2 contains 16175 members Entering Unmasked Estep Score: -4954468.500000 Penalty: 5029.392090 Iteration 68Q: 3 clusters Score -4954468 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9038 members Mstep: Class 2 contains 16296 members Entering Unmasked Estep Score: -4954466.000000 Penalty: 5029.392090 Iteration 69Q: 3 clusters Score -4954466 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 16440 members Entering Unmasked Estep Score: -4954459.500000 Penalty: 5029.392090 Iteration 70Q: 3 clusters Score -4954460 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8737 members Mstep: Class 2 contains 16597 members Entering Unmasked Estep Score: -4954456.500000 Penalty: 5029.392090 Iteration 71Q: 3 clusters Score -4954456 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8582 members Mstep: Class 2 contains 16752 members Entering Unmasked Estep Score: -4954448.000000 Penalty: 5029.392090 Iteration 72Q: 3 clusters Score -4954448 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8432 members Mstep: Class 2 contains 16902 members Entering Unmasked Estep Score: -4954455.000000 Penalty: 5029.392090 Iteration 73Q: 3 clusters Score -4954455 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8286 members Mstep: Class 2 contains 17048 members Entering Unmasked Estep Score: -4954448.500000 Penalty: 5029.392090 Iteration 74Q: 3 clusters Score -4954448 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8142 members Mstep: Class 2 contains 17192 members Entering Unmasked Estep Score: -4954449.000000 Penalty: 5029.392090 Iteration 75Q: 3 clusters Score -4954449 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8012 members Mstep: Class 2 contains 17322 members Entering Unmasked Estep Score: -4954439.000000 Penalty: 5029.392090 Iteration 76Q: 3 clusters Score -4954439 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7875 members Mstep: Class 2 contains 17459 members Entering Unmasked Estep Score: -4954439.500000 Penalty: 5029.392090 Iteration 77Q: 3 clusters Score -4954440 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7729 members Mstep: Class 2 contains 17605 members Entering Unmasked Estep Score: -4954429.500000 Penalty: 5029.392090 Iteration 78Q: 3 clusters Score -4954430 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7567 members Mstep: Class 2 contains 17767 members Entering Unmasked Estep Score: -4954428.000000 Penalty: 5029.392090 Iteration 79Q: 3 clusters Score -4954428 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7387 members Mstep: Class 2 contains 17947 members Entering Unmasked Estep Score: -4954419.000000 Penalty: 5029.392090 Iteration 80F: 3 clusters Score -4954419 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7185 members Mstep: Class 2 contains 18149 members Entering Unmasked Estep Score: -4954425.500000 Penalty: 5029.392090 Iteration 81Q: 3 clusters Score -4954426 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7000 members Mstep: Class 2 contains 18334 members Entering Unmasked Estep Score: -4954421.500000 Penalty: 5029.392090 Iteration 82Q: 3 clusters Score -4954422 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6784 members Mstep: Class 2 contains 18550 members Entering Unmasked Estep Score: -4954424.000000 Penalty: 5029.392090 Iteration 83Q: 3 clusters Score -4954424 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6510 members Mstep: Class 2 contains 18824 members Entering Unmasked Estep Score: -4954450.000000 Penalty: 5029.392090 Iteration 84Q: 3 clusters Score -4954450 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 19105 members Entering Unmasked Estep Score: -4954484.000000 Penalty: 5029.392090 Iteration 85Q: 3 clusters Score -4954484 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 19425 members Entering Unmasked Estep Score: -4954526.000000 Penalty: 5029.392090 Iteration 86Q: 3 clusters Score -4954526 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 19775 members Entering Unmasked Estep Score: -4954575.000000 Penalty: 5029.392090 Iteration 87Q: 3 clusters Score -4954575 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 20115 members Entering Unmasked Estep Score: -4954639.500000 Penalty: 5029.392090 Iteration 88Q: 3 clusters Score -4954640 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 20511 members Entering Unmasked Estep Score: -4954732.500000 Penalty: 5029.392090 Iteration 89Q: 3 clusters Score -4954732 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 20936 members Entering Unmasked Estep Score: -4954875.500000 Penalty: 5029.392090 Iteration 90Q: 3 clusters Score -4954876 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 21358 members Entering Unmasked Estep Score: -4954991.500000 Penalty: 5029.392090 Iteration 91Q: 3 clusters Score -4954992 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 21755 members Entering Unmasked Estep Score: -4955122.000000 Penalty: 5029.392090 Iteration 92Q: 3 clusters Score -4955122 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 22077 members Entering Unmasked Estep Score: -4955197.500000 Penalty: 5029.392090 Iteration 93Q: 3 clusters Score -4955198 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 22367 members Entering Unmasked Estep Score: -4955288.000000 Penalty: 5029.392090 Iteration 94Q: 3 clusters Score -4955288 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 22653 members Entering Unmasked Estep Score: -4955359.500000 Penalty: 5029.392090 Iteration 95Q: 3 clusters Score -4955360 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 22898 members Entering Unmasked Estep Score: -4955468.500000 Penalty: 5029.392090 Iteration 96Q: 3 clusters Score -4955468 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 23065 members Entering Unmasked Estep Score: -4955539.500000 Penalty: 5029.392090 Iteration 97Q: 3 clusters Score -4955540 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 23248 members Entering Unmasked Estep Score: -4955627.000000 Penalty: 5029.392090 Iteration 98Q: 3 clusters Score -4955627 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 23384 members Entering Unmasked Estep Score: -4955690.500000 Penalty: 5029.392090 Iteration 99Q: 3 clusters Score -4955690 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 23520 members Entering Unmasked Estep Score: -4955740.500000 Penalty: 5029.392090 Iteration 100F: 3 clusters Score -4955740 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 23620 members Entering Unmasked Estep Score: -4955791.500000 Penalty: 5029.392090 Iteration 101Q: 3 clusters Score -4955792 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 23723 members Entering Unmasked Estep Score: -4955817.500000 Penalty: 5029.392090 Iteration 102Q: 3 clusters Score -4955818 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 23798 members Entering Unmasked Estep Score: -4955858.000000 Penalty: 5029.392090 Iteration 103Q: 3 clusters Score -4955858 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 23865 members Entering Unmasked Estep Score: -4955875.000000 Penalty: 5029.392090 Iteration 104Q: 3 clusters Score -4955875 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 23921 members Entering Unmasked Estep Score: -4955894.500000 Penalty: 5029.392090 Iteration 105Q: 3 clusters Score -4955894 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 23963 members Entering Unmasked Estep Score: -4955914.000000 Penalty: 5029.392090 Iteration 106Q: 3 clusters Score -4955914 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 24008 members Entering Unmasked Estep Score: -4955939.500000 Penalty: 5029.392090 Iteration 107Q: 3 clusters Score -4955940 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 24047 members Entering Unmasked Estep Score: -4955954.500000 Penalty: 5029.392090 Iteration 108Q: 3 clusters Score -4955954 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 24075 members Entering Unmasked Estep Score: -4955965.000000 Penalty: 5029.392090 Iteration 109Q: 3 clusters Score -4955965 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 24102 members Entering Unmasked Estep Score: -4955976.000000 Penalty: 5029.392090 Iteration 110Q: 3 clusters Score -4955976 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 24128 members Entering Unmasked Estep Score: -4955993.000000 Penalty: 5029.392090 Iteration 111Q: 3 clusters Score -4955993 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 24138 members Entering Unmasked Estep Score: -4955997.500000 Penalty: 5029.392090 Iteration 112Q: 3 clusters Score -4955998 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 24144 members Entering Unmasked Estep Score: -4956004.500000 Penalty: 5029.392090 Iteration 113Q: 3 clusters Score -4956004 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 24160 members Entering Unmasked Estep Score: -4956001.500000 Penalty: 5029.392090 Iteration 114Q: 3 clusters Score -4956002 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 24172 members Entering Unmasked Estep Score: -4955997.000000 Penalty: 5029.392090 Iteration 115Q: 3 clusters Score -4955997 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 24185 members Entering Unmasked Estep Score: -4956005.500000 Penalty: 5029.392090 Iteration 116Q: 3 clusters Score -4956006 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 24194 members Entering Unmasked Estep Score: -4956013.000000 Penalty: 5029.392090 Iteration 117Q: 3 clusters Score -4956013 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 24200 members Entering Unmasked Estep Score: -4956006.000000 Penalty: 5029.392090 Iteration 118Q: 3 clusters Score -4956006 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 24210 members Entering Unmasked Estep Score: -4956010.500000 Penalty: 5029.392090 Iteration 119Q: 3 clusters Score -4956010 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 24219 members Entering Unmasked Estep Score: -4956013.000000 Penalty: 5029.392090 Iteration 120F: 3 clusters Score -4956013 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 24228 members Entering Unmasked Estep Score: -4956020.000000 Penalty: 5029.392090 Iteration 121Q: 3 clusters Score -4956020 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 24237 members Entering Unmasked Estep Score: -4956022.500000 Penalty: 5029.392090 Iteration 122Q: 3 clusters Score -4956022 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 24243 members Entering Unmasked Estep Score: -4956026.000000 Penalty: 5029.392090 Iteration 123Q: 3 clusters Score -4956026 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 24247 members Entering Unmasked Estep Score: -4956030.500000 Penalty: 5029.392090 Iteration 124Q: 3 clusters Score -4956030 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 24255 members Entering Unmasked Estep Score: -4956029.000000 Penalty: 5029.392090 Iteration 125Q: 3 clusters Score -4956029 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 24258 members Entering Unmasked Estep Score: -4956028.500000 Penalty: 5029.392090 Iteration 126Q: 3 clusters Score -4956028 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 24259 members Entering Unmasked Estep Score: -4956027.000000 Penalty: 5029.392090 Iteration 127Q: 3 clusters Score -4956027 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 24259 members Entering Unmasked Estep Score: -4956027.000000 Penalty: 5029.392090 Iteration 128F: 3 clusters Score -4956027 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (751 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Entering Unmasked Estep Score: -122278.023438 Penalty: 1642.108643 Iteration 0F: 2 clusters Score -122278 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -120557.765625 Penalty: 3284.217285 Iteration 0F: 3 clusters Score -120557.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -120799.117188 Penalty: 3284.217285 Iteration 1F: 3 clusters Score -120799.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -120899.367188 Penalty: 3284.217285 Iteration 2F: 3 clusters Score -120899.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -120960.859375 Penalty: 3284.217285 Iteration 3Q: 3 clusters Score -120960.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -121124.398438 Penalty: 3284.217285 Iteration 4Q: 3 clusters Score -121124.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -121388.093750 Penalty: 3284.217285 Iteration 5Q: 3 clusters Score -121388.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -121516.031250 Penalty: 3284.217285 Iteration 6Q: 3 clusters Score -121516 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -121620.726562 Penalty: 3284.217285 Iteration 7F: 3 clusters Score -121620.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -121710.218750 Penalty: 3284.217285 Iteration 8F: 3 clusters Score -121710.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -121762.296875 Penalty: 3284.217285 Iteration 9Q: 3 clusters Score -121762.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -121808.671875 Penalty: 3284.217285 Iteration 10Q: 3 clusters Score -121808.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -121862.312500 Penalty: 3284.217285 Iteration 11Q: 3 clusters Score -121862.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -121900.203125 Penalty: 3284.217285 Iteration 12Q: 3 clusters Score -121900.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -121931.468750 Penalty: 3284.217285 Iteration 13Q: 3 clusters Score -121931.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -121974.281250 Penalty: 3284.217285 Iteration 14Q: 3 clusters Score -121974.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -122004.531250 Penalty: 3284.217285 Iteration 15Q: 3 clusters Score -122004.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -122017.960938 Penalty: 3284.217285 Iteration 16Q: 3 clusters Score -122018 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -122029.531250 Penalty: 3284.217285 Iteration 17Q: 3 clusters Score -122029.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -122032.664062 Penalty: 3284.217285 Iteration 18Q: 3 clusters Score -122032.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -122032.664062 Penalty: 3284.217285 Iteration 19F: 3 clusters Score -122032.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Entering Unmasked Estep Score: -143073.437500 Penalty: 1681.983643 Iteration 0F: 2 clusters Score -143073.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -141337.296875 Penalty: 3363.967285 Iteration 0F: 3 clusters Score -141337.3 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -141624.921875 Penalty: 3363.967285 Iteration 1F: 3 clusters Score -141624.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -141710.265625 Penalty: 3363.967285 Iteration 2F: 3 clusters Score -141710.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -141751.921875 Penalty: 3363.967285 Iteration 3Q: 3 clusters Score -141751.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -141779.093750 Penalty: 3363.967285 Iteration 4Q: 3 clusters Score -141779.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -141800.015625 Penalty: 3363.967285 Iteration 5Q: 3 clusters Score -141800 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -141823.234375 Penalty: 3363.967285 Iteration 6Q: 3 clusters Score -141823.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -141840.468750 Penalty: 3363.967285 Iteration 7Q: 3 clusters Score -141840.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -141858.750000 Penalty: 3363.967285 Iteration 8Q: 3 clusters Score -141858.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -141865.078125 Penalty: 3363.967285 Iteration 9Q: 3 clusters Score -141865.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -141867.671875 Penalty: 3363.967285 Iteration 10Q: 3 clusters Score -141867.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -141869.906250 Penalty: 3363.967285 Iteration 11Q: 3 clusters Score -141869.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -141870.718750 Penalty: 3363.967285 Iteration 12Q: 3 clusters Score -141870.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -141872.062500 Penalty: 3363.967285 Iteration 13Q: 3 clusters Score -141872.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -141872.062500 Penalty: 3363.967285 Iteration 14F: 3 clusters Score -141872.1 nChanged 0 --- Evaluating fit on full set of 1048221 points --- Entering Unmasked Estep Score: -190829456.000000 Penalty: 82510.226562 20->25 Clusters: Score -190829456.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 349407 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17546 members Mstep: Class 2 contains 17369 members Mstep: Class 3 contains 17598 members Mstep: Class 4 contains 17528 members Mstep: Class 5 contains 17509 members Mstep: Class 6 contains 17365 members Mstep: Class 7 contains 17458 members Mstep: Class 8 contains 17484 members Mstep: Class 9 contains 17388 members Mstep: Class 10 contains 17577 members Mstep: Class 11 contains 17391 members Mstep: Class 12 contains 17468 members Mstep: Class 13 contains 17482 members Mstep: Class 14 contains 17532 members Mstep: Class 15 contains 17418 members Mstep: Class 16 contains 17385 members Mstep: Class 17 contains 17571 members Mstep: Class 18 contains 17505 members Mstep: Class 19 contains 17284 members Mstep: Class 20 contains 17549 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 1552.196655 but Gain 3165.468750 Score: -59692880.000000 Penalty: 60143.933594 Iteration 0F: 20 clusters Score -5.969288e+07 nChanged 331679 Entering Unmasked Mstep Mstep: Class 0 contains 1691 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 5310 members Mstep: Class 4 contains 4708 members Mstep: Class 5 contains 8225 members Mstep: Class 6 contains 2570 members Mstep: Class 7 contains 16164 members Mstep: Class 8 contains 3317 members Mstep: Class 9 contains 3434 members Mstep: Class 10 contains 6642 members Mstep: Class 11 contains 596 members Mstep: Class 12 contains 11841 members Mstep: Class 13 contains 5352 members Mstep: Class 14 contains 1619 members Mstep: Class 15 contains 72157 members Mstep: Class 16 contains 4036 members Mstep: Class 17 contains 2515 members Mstep: Class 18 contains 192102 members Mstep: Class 19 contains 1227 members Mstep: Class 20 contains 2237 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 831.277222 but Gain 3165.472656 Score: -62729916.000000 Penalty: 56978.460938 Iteration 1F: 19 clusters Score -6.272992e+07 nChanged 113228 Entering Unmasked Mstep Mstep: Class 0 contains 518 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 7363 members Mstep: Class 4 contains 1248 members Mstep: Class 5 contains 4462 members Mstep: Class 7 contains 17116 members Mstep: Class 8 contains 952 members Mstep: Class 9 contains 981 members Mstep: Class 10 contains 4412 members Mstep: Class 11 contains 1249 members Mstep: Class 12 contains 2018 members Mstep: Class 13 contains 3109 members Mstep: Class 14 contains 797 members Mstep: Class 15 contains 129188 members Mstep: Class 16 contains 3100 members Mstep: Class 17 contains 1236 members Mstep: Class 18 contains 168276 members Mstep: Class 19 contains 1448 members Mstep: Class 20 contains 716 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 475.766235 but Gain 3165.468750 Score: -62968224.000000 Penalty: 53812.992188 Iteration 2F: 18 clusters Score -6.296822e+07 nChanged 72520 Entering Unmasked Mstep Mstep: Class 0 contains 306 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 9975 members Mstep: Class 4 contains 1086 members Mstep: Class 5 contains 7147 members Mstep: Class 7 contains 17356 members Mstep: Class 8 contains 1096 members Mstep: Class 9 contains 811 members Mstep: Class 10 contains 4265 members Mstep: Class 11 contains 776 members Mstep: Class 12 contains 2164 members Mstep: Class 13 contains 3576 members Mstep: Class 14 contains 749 members Mstep: Class 15 contains 147148 members Mstep: Class 16 contains 5108 members Mstep: Class 17 contains 954 members Mstep: Class 18 contains 144292 members Mstep: Class 19 contains 1414 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 1569.924072 but Gain 3165.468750 Score: -63110680.000000 Penalty: 50647.523438 Iteration 3F: 17 clusters Score -6.311068e+07 nChanged 52348 Entering Unmasked Mstep Mstep: Class 0 contains 274 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 12540 members Mstep: Class 4 contains 1029 members Mstep: Class 5 contains 11874 members Mstep: Class 7 contains 15212 members Mstep: Class 8 contains 1290 members Mstep: Class 10 contains 3467 members Mstep: Class 11 contains 494 members Mstep: Class 12 contains 1970 members Mstep: Class 13 contains 4168 members Mstep: Class 14 contains 951 members Mstep: Class 15 contains 166076 members Mstep: Class 16 contains 6414 members Mstep: Class 17 contains 931 members Mstep: Class 18 contains 120166 members Mstep: Class 19 contains 1323 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 2261.967529 but Gain 3165.472656 Score: -63225792.000000 Penalty: 47482.050781 Iteration 4F: 16 clusters Score -6.322579e+07 nChanged 39607 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 16149 members Mstep: Class 4 contains 1366 members Mstep: Class 5 contains 17299 members Mstep: Class 7 contains 13219 members Mstep: Class 8 contains 1320 members Mstep: Class 10 contains 3146 members Mstep: Class 11 contains 391 members Mstep: Class 13 contains 5648 members Mstep: Class 14 contains 1415 members Mstep: Class 15 contains 174254 members Mstep: Class 16 contains 7310 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 104257 members Mstep: Class 19 contains 1307 members Entering Unmasked Estep ConsiderDeletion Score: -63307008.000000 Penalty: 47482.050781 Iteration 5F: 16 clusters Score -6.330701e+07 nChanged 33004 Entering Unmasked Mstep Mstep: Class 0 contains 205 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 22987 members Mstep: Class 4 contains 2020 members Mstep: Class 5 contains 22962 members Mstep: Class 7 contains 11831 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 3181 members Mstep: Class 11 contains 355 members Mstep: Class 13 contains 7406 members Mstep: Class 14 contains 1991 members Mstep: Class 15 contains 169613 members Mstep: Class 16 contains 7694 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 94570 members Mstep: Class 19 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -63370944.000000 Penalty: 47482.050781 Iteration 6F: 16 clusters Score -6.337094e+07 nChanged 31188 Entering Unmasked Mstep Mstep: Class 0 contains 190 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 34629 members Mstep: Class 4 contains 3002 members Mstep: Class 5 contains 28629 members Mstep: Class 7 contains 11073 members Mstep: Class 8 contains 1320 members Mstep: Class 10 contains 3572 members Mstep: Class 11 contains 330 members Mstep: Class 13 contains 8220 members Mstep: Class 14 contains 2400 members Mstep: Class 15 contains 157015 members Mstep: Class 16 contains 7472 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 88359 members Mstep: Class 19 contains 1311 members Entering Unmasked Estep ConsiderDeletion Score: -63421988.000000 Penalty: 47482.050781 Iteration 7F: 16 clusters Score -6.342199e+07 nChanged 28484 Entering Unmasked Mstep Mstep: Class 0 contains 178 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 48326 members Mstep: Class 4 contains 4306 members Mstep: Class 5 contains 33727 members Mstep: Class 7 contains 10609 members Mstep: Class 8 contains 1320 members Mstep: Class 10 contains 4336 members Mstep: Class 11 contains 296 members Mstep: Class 13 contains 7137 members Mstep: Class 14 contains 2707 members Mstep: Class 15 contains 143047 members Mstep: Class 16 contains 6848 members Mstep: Class 17 contains 683 members Mstep: Class 18 contains 83379 members Mstep: Class 19 contains 1335 members Entering Unmasked Estep ConsiderDeletion Score: -63465884.000000 Penalty: 47482.050781 Iteration 8F: 16 clusters Score -6.346588e+07 nChanged 23306 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 59945 members Mstep: Class 4 contains 5681 members Mstep: Class 5 contains 37846 members Mstep: Class 7 contains 10147 members Mstep: Class 8 contains 1320 members Mstep: Class 10 contains 5702 members Mstep: Class 11 contains 283 members Mstep: Class 13 contains 5647 members Mstep: Class 14 contains 2881 members Mstep: Class 15 contains 131574 members Mstep: Class 16 contains 5964 members Mstep: Class 17 contains 663 members Mstep: Class 18 contains 79072 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63493460.000000 Penalty: 47482.050781 Iteration 9F: 16 clusters Score -6.349346e+07 nChanged 17357 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 66043 members Mstep: Class 4 contains 6833 members Mstep: Class 5 contains 40862 members Mstep: Class 7 contains 9661 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 8030 members Mstep: Class 11 contains 281 members Mstep: Class 13 contains 5078 members Mstep: Class 14 contains 2960 members Mstep: Class 15 contains 123723 members Mstep: Class 16 contains 5152 members Mstep: Class 17 contains 657 members Mstep: Class 18 contains 76132 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63514252.000000 Penalty: 47482.050781 Iteration 10Q: 16 clusters Score -6.351425e+07 nChanged 13143 Entering Unmasked Mstep Mstep: Class 0 contains 163 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 68257 members Mstep: Class 4 contains 7601 members Mstep: Class 5 contains 42889 members Mstep: Class 7 contains 9275 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 11278 members Mstep: Class 11 contains 277 members Mstep: Class 13 contains 5110 members Mstep: Class 14 contains 2974 members Mstep: Class 15 contains 118370 members Mstep: Class 16 contains 4532 members Mstep: Class 17 contains 658 members Mstep: Class 18 contains 74190 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63530048.000000 Penalty: 47482.050781 Iteration 11Q: 16 clusters Score -6.353005e+07 nChanged 10590 Entering Unmasked Mstep Mstep: Class 0 contains 163 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 68577 members Mstep: Class 4 contains 7974 members Mstep: Class 5 contains 44225 members Mstep: Class 7 contains 8982 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 14914 members Mstep: Class 11 contains 273 members Mstep: Class 13 contains 5471 members Mstep: Class 14 contains 2975 members Mstep: Class 15 contains 114592 members Mstep: Class 16 contains 4130 members Mstep: Class 17 contains 662 members Mstep: Class 18 contains 72636 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63542868.000000 Penalty: 47482.050781 Iteration 12Q: 16 clusters Score -6.354287e+07 nChanged 8809 Entering Unmasked Mstep Mstep: Class 0 contains 163 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 68099 members Mstep: Class 4 contains 8153 members Mstep: Class 5 contains 44989 members Mstep: Class 7 contains 8774 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 18500 members Mstep: Class 11 contains 271 members Mstep: Class 13 contains 5921 members Mstep: Class 14 contains 2967 members Mstep: Class 15 contains 112046 members Mstep: Class 16 contains 3892 members Mstep: Class 17 contains 664 members Mstep: Class 18 contains 71132 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63553044.000000 Penalty: 47482.050781 Iteration 13Q: 16 clusters Score -6.355304e+07 nChanged 7455 Entering Unmasked Mstep Mstep: Class 0 contains 163 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 67201 members Mstep: Class 4 contains 8113 members Mstep: Class 5 contains 45342 members Mstep: Class 7 contains 8648 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 21897 members Mstep: Class 11 contains 271 members Mstep: Class 13 contains 6433 members Mstep: Class 14 contains 2962 members Mstep: Class 15 contains 110351 members Mstep: Class 16 contains 3799 members Mstep: Class 17 contains 664 members Mstep: Class 18 contains 69727 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63560264.000000 Penalty: 47482.050781 Iteration 14Q: 16 clusters Score -6.356026e+07 nChanged 6408 Entering Unmasked Mstep Mstep: Class 0 contains 163 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 66324 members Mstep: Class 4 contains 7966 members Mstep: Class 5 contains 45513 members Mstep: Class 7 contains 8563 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 24932 members Mstep: Class 11 contains 271 members Mstep: Class 13 contains 7002 members Mstep: Class 14 contains 2955 members Mstep: Class 15 contains 109104 members Mstep: Class 16 contains 3741 members Mstep: Class 17 contains 658 members Mstep: Class 18 contains 68377 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63565908.000000 Penalty: 47482.050781 Iteration 15Q: 16 clusters Score -6.356591e+07 nChanged 5721 Entering Unmasked Mstep Mstep: Class 0 contains 163 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 65432 members Mstep: Class 4 contains 7746 members Mstep: Class 5 contains 45654 members Mstep: Class 7 contains 8469 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 27728 members Mstep: Class 11 contains 271 members Mstep: Class 13 contains 7622 members Mstep: Class 14 contains 2955 members Mstep: Class 15 contains 108042 members Mstep: Class 16 contains 3729 members Mstep: Class 17 contains 656 members Mstep: Class 18 contains 67100 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63570440.000000 Penalty: 47482.050781 Iteration 16Q: 16 clusters Score -6.357044e+07 nChanged 5261 Entering Unmasked Mstep Mstep: Class 0 contains 163 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 64490 members Mstep: Class 4 contains 7452 members Mstep: Class 5 contains 45782 members Mstep: Class 7 contains 8416 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 30305 members Mstep: Class 11 contains 270 members Mstep: Class 13 contains 8266 members Mstep: Class 14 contains 2954 members Mstep: Class 15 contains 107068 members Mstep: Class 16 contains 3741 members Mstep: Class 17 contains 655 members Mstep: Class 18 contains 66005 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63574932.000000 Penalty: 47482.050781 Iteration 17Q: 16 clusters Score -6.357493e+07 nChanged 4692 Entering Unmasked Mstep Mstep: Class 0 contains 163 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 63640 members Mstep: Class 4 contains 7136 members Mstep: Class 5 contains 45824 members Mstep: Class 7 contains 8374 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 32478 members Mstep: Class 11 contains 270 members Mstep: Class 13 contains 8990 members Mstep: Class 14 contains 2952 members Mstep: Class 15 contains 106190 members Mstep: Class 16 contains 3777 members Mstep: Class 17 contains 649 members Mstep: Class 18 contains 65124 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63578276.000000 Penalty: 47482.050781 Iteration 18Q: 16 clusters Score -6.357828e+07 nChanged 4374 Entering Unmasked Mstep Mstep: Class 0 contains 163 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 62930 members Mstep: Class 4 contains 6793 members Mstep: Class 5 contains 45777 members Mstep: Class 7 contains 8341 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 34327 members Mstep: Class 11 contains 270 members Mstep: Class 13 contains 9714 members Mstep: Class 14 contains 2952 members Mstep: Class 15 contains 105527 members Mstep: Class 16 contains 3820 members Mstep: Class 17 contains 643 members Mstep: Class 18 contains 64310 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63580892.000000 Penalty: 47482.050781 Iteration 19Q: 16 clusters Score -6.358089e+07 nChanged 3972 Entering Unmasked Mstep Mstep: Class 0 contains 163 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 62263 members Mstep: Class 4 contains 6468 members Mstep: Class 5 contains 45711 members Mstep: Class 7 contains 8301 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 35970 members Mstep: Class 11 contains 268 members Mstep: Class 13 contains 10454 members Mstep: Class 14 contains 2954 members Mstep: Class 15 contains 104868 members Mstep: Class 16 contains 3871 members Mstep: Class 17 contains 635 members Mstep: Class 18 contains 63640 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63583536.000000 Penalty: 47482.050781 Iteration 20F: 16 clusters Score -6.358354e+07 nChanged 3867 Entering Unmasked Mstep Mstep: Class 0 contains 155 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 61582 members Mstep: Class 4 contains 6125 members Mstep: Class 5 contains 45554 members Mstep: Class 7 contains 8277 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 37488 members Mstep: Class 11 contains 276 members Mstep: Class 13 contains 11258 members Mstep: Class 14 contains 2955 members Mstep: Class 15 contains 104254 members Mstep: Class 16 contains 4011 members Mstep: Class 17 contains 615 members Mstep: Class 18 contains 63014 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63586292.000000 Penalty: 47482.050781 Iteration 21Q: 16 clusters Score -6.358629e+07 nChanged 3428 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 61033 members Mstep: Class 4 contains 5813 members Mstep: Class 5 contains 45458 members Mstep: Class 7 contains 8258 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 38695 members Mstep: Class 11 contains 276 members Mstep: Class 13 contains 12014 members Mstep: Class 14 contains 2957 members Mstep: Class 15 contains 103650 members Mstep: Class 16 contains 4148 members Mstep: Class 17 contains 601 members Mstep: Class 18 contains 62506 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63587996.000000 Penalty: 47482.050781 Iteration 22Q: 16 clusters Score -6.3588e+07 nChanged 3150 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 60551 members Mstep: Class 4 contains 5512 members Mstep: Class 5 contains 45494 members Mstep: Class 7 contains 8236 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 39679 members Mstep: Class 11 contains 275 members Mstep: Class 13 contains 12779 members Mstep: Class 14 contains 2959 members Mstep: Class 15 contains 102961 members Mstep: Class 16 contains 4278 members Mstep: Class 17 contains 597 members Mstep: Class 18 contains 62087 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63589420.000000 Penalty: 47482.050781 Iteration 23Q: 16 clusters Score -6.358942e+07 nChanged 2949 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 60075 members Mstep: Class 4 contains 5242 members Mstep: Class 5 contains 45643 members Mstep: Class 7 contains 8230 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 40524 members Mstep: Class 11 contains 274 members Mstep: Class 13 contains 13505 members Mstep: Class 14 contains 2959 members Mstep: Class 15 contains 102202 members Mstep: Class 16 contains 4416 members Mstep: Class 17 contains 591 members Mstep: Class 18 contains 61748 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63590824.000000 Penalty: 47482.050781 Iteration 24Q: 16 clusters Score -6.359082e+07 nChanged 2733 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 59617 members Mstep: Class 4 contains 5005 members Mstep: Class 5 contains 45822 members Mstep: Class 7 contains 8218 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 41260 members Mstep: Class 11 contains 272 members Mstep: Class 13 contains 14214 members Mstep: Class 14 contains 2961 members Mstep: Class 15 contains 101486 members Mstep: Class 16 contains 4549 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 61417 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63591896.000000 Penalty: 47482.050781 Iteration 25Q: 16 clusters Score -6.35919e+07 nChanged 2489 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 59214 members Mstep: Class 4 contains 4792 members Mstep: Class 5 contains 46063 members Mstep: Class 7 contains 8206 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 41841 members Mstep: Class 11 contains 271 members Mstep: Class 13 contains 14880 members Mstep: Class 14 contains 2964 members Mstep: Class 15 contains 100789 members Mstep: Class 16 contains 4677 members Mstep: Class 17 contains 583 members Mstep: Class 18 contains 61129 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63592888.000000 Penalty: 47482.050781 Iteration 26Q: 16 clusters Score -6.359289e+07 nChanged 2470 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 58808 members Mstep: Class 4 contains 4641 members Mstep: Class 5 contains 46433 members Mstep: Class 7 contains 8197 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 42320 members Mstep: Class 11 contains 271 members Mstep: Class 13 contains 15479 members Mstep: Class 14 contains 2966 members Mstep: Class 15 contains 100046 members Mstep: Class 16 contains 4794 members Mstep: Class 17 contains 581 members Mstep: Class 18 contains 60873 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63593996.000000 Penalty: 47482.050781 Iteration 27Q: 16 clusters Score -6.3594e+07 nChanged 2473 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 58443 members Mstep: Class 4 contains 4532 members Mstep: Class 5 contains 46889 members Mstep: Class 7 contains 8184 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 42674 members Mstep: Class 11 contains 271 members Mstep: Class 13 contains 16050 members Mstep: Class 14 contains 2967 members Mstep: Class 15 contains 99234 members Mstep: Class 16 contains 4919 members Mstep: Class 17 contains 580 members Mstep: Class 18 contains 60666 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63594624.000000 Penalty: 47482.050781 Iteration 28Q: 16 clusters Score -6.359462e+07 nChanged 2590 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 58109 members Mstep: Class 4 contains 4430 members Mstep: Class 5 contains 47466 members Mstep: Class 7 contains 8171 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 43014 members Mstep: Class 11 contains 271 members Mstep: Class 13 contains 16620 members Mstep: Class 14 contains 2967 members Mstep: Class 15 contains 98279 members Mstep: Class 16 contains 5049 members Mstep: Class 17 contains 578 members Mstep: Class 18 contains 60455 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63595236.000000 Penalty: 47482.050781 Iteration 29Q: 16 clusters Score -6.359524e+07 nChanged 2794 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 57753 members Mstep: Class 4 contains 4330 members Mstep: Class 5 contains 48231 members Mstep: Class 7 contains 8147 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 43345 members Mstep: Class 11 contains 271 members Mstep: Class 13 contains 17175 members Mstep: Class 14 contains 2969 members Mstep: Class 15 contains 97171 members Mstep: Class 16 contains 5178 members Mstep: Class 17 contains 576 members Mstep: Class 18 contains 60263 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63595688.000000 Penalty: 47482.050781 Iteration 30Q: 16 clusters Score -6.359569e+07 nChanged 3145 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 57413 members Mstep: Class 4 contains 4251 members Mstep: Class 5 contains 49212 members Mstep: Class 7 contains 8134 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 43693 members Mstep: Class 11 contains 271 members Mstep: Class 13 contains 17718 members Mstep: Class 14 contains 2967 members Mstep: Class 15 contains 95814 members Mstep: Class 16 contains 5287 members Mstep: Class 17 contains 576 members Mstep: Class 18 contains 60074 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63595484.000000 Penalty: 47482.050781 Iteration 31Q: 16 clusters Score -6.359548e+07 nChanged 3497 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 57183 members Mstep: Class 4 contains 4179 members Mstep: Class 5 contains 50439 members Mstep: Class 7 contains 8126 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 43929 members Mstep: Class 11 contains 271 members Mstep: Class 13 contains 18270 members Mstep: Class 14 contains 2966 members Mstep: Class 15 contains 94137 members Mstep: Class 16 contains 5412 members Mstep: Class 17 contains 576 members Mstep: Class 18 contains 59920 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63595748.000000 Penalty: 47482.050781 Iteration 32Q: 16 clusters Score -6.359575e+07 nChanged 3758 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 56927 members Mstep: Class 4 contains 4112 members Mstep: Class 5 contains 51892 members Mstep: Class 7 contains 8111 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 44111 members Mstep: Class 11 contains 271 members Mstep: Class 13 contains 18820 members Mstep: Class 14 contains 2965 members Mstep: Class 15 contains 92338 members Mstep: Class 16 contains 5545 members Mstep: Class 17 contains 576 members Mstep: Class 18 contains 59739 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63596524.000000 Penalty: 47482.050781 Iteration 33Q: 16 clusters Score -6.359652e+07 nChanged 3729 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 56697 members Mstep: Class 4 contains 4057 members Mstep: Class 5 contains 53574 members Mstep: Class 7 contains 8093 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 44214 members Mstep: Class 11 contains 271 members Mstep: Class 13 contains 19264 members Mstep: Class 14 contains 2965 members Mstep: Class 15 contains 90434 members Mstep: Class 16 contains 5684 members Mstep: Class 17 contains 579 members Mstep: Class 18 contains 59575 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63597460.000000 Penalty: 47482.050781 Iteration 34Q: 16 clusters Score -6.359746e+07 nChanged 3926 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 56516 members Mstep: Class 4 contains 4004 members Mstep: Class 5 contains 55480 members Mstep: Class 7 contains 8088 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 44204 members Mstep: Class 11 contains 271 members Mstep: Class 13 contains 19658 members Mstep: Class 14 contains 2964 members Mstep: Class 15 contains 88372 members Mstep: Class 16 contains 5833 members Mstep: Class 17 contains 579 members Mstep: Class 18 contains 59438 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63598352.000000 Penalty: 47482.050781 Iteration 35Q: 16 clusters Score -6.359835e+07 nChanged 4211 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 56366 members Mstep: Class 4 contains 3983 members Mstep: Class 5 contains 57606 members Mstep: Class 7 contains 8083 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 44079 members Mstep: Class 11 contains 271 members Mstep: Class 13 contains 19988 members Mstep: Class 14 contains 2961 members Mstep: Class 15 contains 86168 members Mstep: Class 16 contains 5991 members Mstep: Class 17 contains 580 members Mstep: Class 18 contains 59331 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63599260.000000 Penalty: 47482.050781 Iteration 36Q: 16 clusters Score -6.359926e+07 nChanged 4403 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 56158 members Mstep: Class 4 contains 3964 members Mstep: Class 5 contains 59882 members Mstep: Class 7 contains 8094 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 43912 members Mstep: Class 11 contains 270 members Mstep: Class 13 contains 20303 members Mstep: Class 14 contains 2962 members Mstep: Class 15 contains 83853 members Mstep: Class 16 contains 6184 members Mstep: Class 17 contains 579 members Mstep: Class 18 contains 59247 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63600364.000000 Penalty: 47482.050781 Iteration 37Q: 16 clusters Score -6.360036e+07 nChanged 4713 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 55967 members Mstep: Class 4 contains 3943 members Mstep: Class 5 contains 62379 members Mstep: Class 7 contains 8098 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 43691 members Mstep: Class 11 contains 270 members Mstep: Class 13 contains 20569 members Mstep: Class 14 contains 2963 members Mstep: Class 15 contains 81404 members Mstep: Class 16 contains 6383 members Mstep: Class 17 contains 580 members Mstep: Class 18 contains 59161 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -63601352.000000 Penalty: 47482.050781 Iteration 38Q: 16 clusters Score -6.360135e+07 nChanged 4920 Entering ConstructFrom: Score: -63601352.000000 Penalty: 47482.050781 Entering ConstructFrom: Trying to split cluster 1 (1177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Entering Unmasked Estep Score: -207017.859375 Penalty: 1753.539551 Iteration 0F: 2 clusters Score -207017.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -204974.312500 Penalty: 3507.079102 Iteration 0F: 3 clusters Score -204974.3 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -205346.062500 Penalty: 3507.079102 Iteration 1F: 3 clusters Score -205346.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -205534.734375 Penalty: 3507.079102 Iteration 2F: 3 clusters Score -205534.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -205733.484375 Penalty: 3507.079102 Iteration 3F: 3 clusters Score -205733.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -205885.796875 Penalty: 3507.079102 Iteration 4F: 3 clusters Score -205885.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -205991.046875 Penalty: 3507.079102 Iteration 5Q: 3 clusters Score -205991 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -206056.796875 Penalty: 3507.079102 Iteration 6Q: 3 clusters Score -206056.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -206114.171875 Penalty: 3507.079102 Iteration 7Q: 3 clusters Score -206114.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -206152.453125 Penalty: 3507.079102 Iteration 8Q: 3 clusters Score -206152.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -206188.671875 Penalty: 3507.079102 Iteration 9Q: 3 clusters Score -206188.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -206213.609375 Penalty: 3507.079102 Iteration 10Q: 3 clusters Score -206213.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -206222.921875 Penalty: 3507.079102 Iteration 11Q: 3 clusters Score -206222.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -206227.140625 Penalty: 3507.079102 Iteration 12Q: 3 clusters Score -206227.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -206227.968750 Penalty: 3507.079102 Iteration 13Q: 3 clusters Score -206228 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -206227.968750 Penalty: 3507.079102 Iteration 14F: 3 clusters Score -206228 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (55781 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55781 members Entering Unmasked Estep Score: -10055741.000000 Penalty: 2710.438721 Iteration 0F: 2 clusters Score -1.005574e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27915 members Mstep: Class 2 contains 27866 members Entering Unmasked Estep Score: -10022991.000000 Penalty: 5420.877441 Iteration 0F: 3 clusters Score -1.002299e+07 nChanged 25829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27878 members Mstep: Class 2 contains 27903 members Entering Unmasked Estep Score: -10037310.000000 Penalty: 5420.877441 Iteration 1F: 3 clusters Score -1.003731e+07 nChanged 2305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27881 members Mstep: Class 2 contains 27900 members Entering Unmasked Estep Score: -10037971.000000 Penalty: 5420.877441 Iteration 2Q: 3 clusters Score -1.003797e+07 nChanged 2266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27857 members Mstep: Class 2 contains 27924 members Entering Unmasked Estep Score: -10038621.000000 Penalty: 5420.877441 Iteration 3Q: 3 clusters Score -1.003862e+07 nChanged 2253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27728 members Mstep: Class 2 contains 28053 members Entering Unmasked Estep Score: -10039260.000000 Penalty: 5420.877441 Iteration 4Q: 3 clusters Score -1.003926e+07 nChanged 2206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27544 members Mstep: Class 2 contains 28237 members Entering Unmasked Estep Score: -10039971.000000 Penalty: 5420.877441 Iteration 5Q: 3 clusters Score -1.003997e+07 nChanged 2146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27304 members Mstep: Class 2 contains 28477 members Entering Unmasked Estep Score: -10040676.000000 Penalty: 5420.877441 Iteration 6Q: 3 clusters Score -1.004068e+07 nChanged 2219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26931 members Mstep: Class 2 contains 28850 members Entering Unmasked Estep Score: -10041346.000000 Penalty: 5420.877441 Iteration 7Q: 3 clusters Score -1.004135e+07 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26401 members Mstep: Class 2 contains 29380 members Entering Unmasked Estep Score: -10042069.000000 Penalty: 5420.877441 Iteration 8Q: 3 clusters Score -1.004207e+07 nChanged 2098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25715 members Mstep: Class 2 contains 30066 members Entering Unmasked Estep Score: -10042666.000000 Penalty: 5420.877441 Iteration 9Q: 3 clusters Score -1.004267e+07 nChanged 2037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24876 members Mstep: Class 2 contains 30905 members Entering Unmasked Estep Score: -10043380.000000 Penalty: 5420.877441 Iteration 10Q: 3 clusters Score -1.004338e+07 nChanged 1956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23922 members Mstep: Class 2 contains 31859 members Entering Unmasked Estep Score: -10043978.000000 Penalty: 5420.877441 Iteration 11Q: 3 clusters Score -1.004398e+07 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22811 members Mstep: Class 2 contains 32970 members Entering Unmasked Estep Score: -10044503.000000 Penalty: 5420.877441 Iteration 12Q: 3 clusters Score -1.00445e+07 nChanged 1853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21432 members Mstep: Class 2 contains 34349 members Entering Unmasked Estep Score: -10045078.000000 Penalty: 5420.877441 Iteration 13Q: 3 clusters Score -1.004508e+07 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19786 members Mstep: Class 2 contains 35995 members Entering Unmasked Estep Score: -10045827.000000 Penalty: 5420.877441 Iteration 14Q: 3 clusters Score -1.004583e+07 nChanged 2090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17850 members Mstep: Class 2 contains 37931 members Entering Unmasked Estep Score: -10046719.000000 Penalty: 5420.877441 Iteration 15Q: 3 clusters Score -1.004672e+07 nChanged 2394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15510 members Mstep: Class 2 contains 40271 members Entering Unmasked Estep Score: -10047923.000000 Penalty: 5420.877441 Iteration 16Q: 3 clusters Score -1.004792e+07 nChanged 2608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12926 members Mstep: Class 2 contains 42855 members Entering Unmasked Estep Score: -10049338.000000 Penalty: 5420.877441 Iteration 17Q: 3 clusters Score -1.004934e+07 nChanged 2818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10108 members Mstep: Class 2 contains 45673 members Entering Unmasked Estep Score: -10050914.000000 Penalty: 5420.877441 Iteration 18F: 3 clusters Score -1.005091e+07 nChanged 2885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7225 members Mstep: Class 2 contains 48556 members Entering Unmasked Estep Score: -10052182.000000 Penalty: 5420.877441 Iteration 19F: 3 clusters Score -1.005218e+07 nChanged 2480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 51036 members Entering Unmasked Estep Score: -10052906.000000 Penalty: 5420.877441 Iteration 20F: 3 clusters Score -1.005291e+07 nChanged 1820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 52856 members Entering Unmasked Estep Score: -10053061.000000 Penalty: 5420.877441 Iteration 21Q: 3 clusters Score -1.005306e+07 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 53982 members Entering Unmasked Estep Score: -10053143.000000 Penalty: 5420.877441 Iteration 22Q: 3 clusters Score -1.005314e+07 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 54636 members Entering Unmasked Estep Score: -10053262.000000 Penalty: 5420.877441 Iteration 23Q: 3 clusters Score -1.005326e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 54981 members Entering Unmasked Estep Score: -10053385.000000 Penalty: 5420.877441 Iteration 24Q: 3 clusters Score -1.005338e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 55143 members Entering Unmasked Estep Score: -10053433.000000 Penalty: 5420.877441 Iteration 25Q: 3 clusters Score -1.005343e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 55221 members Entering Unmasked Estep Score: -10053505.000000 Penalty: 5420.877441 Iteration 26Q: 3 clusters Score -1.00535e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 55264 members Entering Unmasked Estep Score: -10053548.000000 Penalty: 5420.877441 Iteration 27Q: 3 clusters Score -1.005355e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 55282 members Entering Unmasked Estep Score: -10053567.000000 Penalty: 5420.877441 Iteration 28Q: 3 clusters Score -1.005357e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 55299 members Entering Unmasked Estep Score: -10053565.000000 Penalty: 5420.877441 Iteration 29Q: 3 clusters Score -1.005356e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 55314 members Entering Unmasked Estep Score: -10053579.000000 Penalty: 5420.877441 Iteration 30Q: 3 clusters Score -1.005358e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 55319 members Entering Unmasked Estep Score: -10053577.000000 Penalty: 5420.877441 Iteration 31Q: 3 clusters Score -1.005358e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 55325 members Entering Unmasked Estep Score: -10053594.000000 Penalty: 5420.877441 Iteration 32Q: 3 clusters Score -1.005359e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 55329 members Entering Unmasked Estep Score: -10053592.000000 Penalty: 5420.877441 Iteration 33Q: 3 clusters Score -1.005359e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 55332 members Entering Unmasked Estep Score: -10053610.000000 Penalty: 5420.877441 Iteration 34Q: 3 clusters Score -1.005361e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 55333 members Entering Unmasked Estep Score: -10053608.000000 Penalty: 5420.877441 Iteration 35Q: 3 clusters Score -1.005361e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 55333 members Entering Unmasked Estep Score: -10053606.000000 Penalty: 5420.877441 Iteration 36Q: 3 clusters Score -1.005361e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 55332 members Entering Unmasked Estep Score: -10053604.000000 Penalty: 5420.877441 Iteration 37Q: 3 clusters Score -1.00536e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 55333 members Entering Unmasked Estep Score: -10053607.000000 Penalty: 5420.877441 Iteration 38Q: 3 clusters Score -1.005361e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 55333 members Entering Unmasked Estep Score: -10053607.000000 Penalty: 5420.877441 Iteration 39F: 3 clusters Score -1.005361e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3928 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Entering Unmasked Estep Score: -670491.562500 Penalty: 2052.419678 Iteration 0F: 2 clusters Score -670491.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -666613.375000 Penalty: 4104.839355 Iteration 0F: 3 clusters Score -666613.4 nChanged 1449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -667553.625000 Penalty: 4104.839355 Iteration 1F: 3 clusters Score -667553.6 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -667786.875000 Penalty: 4104.839355 Iteration 2F: 3 clusters Score -667786.9 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -667965.312500 Penalty: 4104.839355 Iteration 3F: 3 clusters Score -667965.3 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -668107.375000 Penalty: 4104.839355 Iteration 4Q: 3 clusters Score -668107.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -668201.875000 Penalty: 4104.839355 Iteration 5Q: 3 clusters Score -668201.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -668261.812500 Penalty: 4104.839355 Iteration 6Q: 3 clusters Score -668261.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -668324.312500 Penalty: 4104.839355 Iteration 7Q: 3 clusters Score -668324.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -668366.812500 Penalty: 4104.839355 Iteration 8Q: 3 clusters Score -668366.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -668398.875000 Penalty: 4104.839355 Iteration 9Q: 3 clusters Score -668398.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -668424.187500 Penalty: 4104.839355 Iteration 10Q: 3 clusters Score -668424.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -668444.312500 Penalty: 4104.839355 Iteration 11Q: 3 clusters Score -668444.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -668459.625000 Penalty: 4104.839355 Iteration 12Q: 3 clusters Score -668459.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -668472.187500 Penalty: 4104.839355 Iteration 13Q: 3 clusters Score -668472.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -668481.312500 Penalty: 4104.839355 Iteration 14Q: 3 clusters Score -668481.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -668494.625000 Penalty: 4104.839355 Iteration 15Q: 3 clusters Score -668494.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -668507.937500 Penalty: 4104.839355 Iteration 16Q: 3 clusters Score -668507.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -668515.312500 Penalty: 4104.839355 Iteration 17Q: 3 clusters Score -668515.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -668526.062500 Penalty: 4104.839355 Iteration 18Q: 3 clusters Score -668526.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -668535.250000 Penalty: 4104.839355 Iteration 19Q: 3 clusters Score -668535.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -668546.437500 Penalty: 4104.839355 Iteration 20F: 3 clusters Score -668546.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -668552.562500 Penalty: 4104.839355 Iteration 21Q: 3 clusters Score -668552.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -668560.062500 Penalty: 4104.839355 Iteration 22Q: 3 clusters Score -668560.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -668568.750000 Penalty: 4104.839355 Iteration 23Q: 3 clusters Score -668568.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -668575.312500 Penalty: 4104.839355 Iteration 24Q: 3 clusters Score -668575.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -668578.687500 Penalty: 4104.839355 Iteration 25Q: 3 clusters Score -668578.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -668582.062500 Penalty: 4104.839355 Iteration 26Q: 3 clusters Score -668582.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -668581.937500 Penalty: 4104.839355 Iteration 27Q: 3 clusters Score -668581.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -668581.500000 Penalty: 4104.839355 Iteration 28Q: 3 clusters Score -668581.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -668582.875000 Penalty: 4104.839355 Iteration 29Q: 3 clusters Score -668582.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -668582.875000 Penalty: 4104.839355 Iteration 30F: 3 clusters Score -668582.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (65064 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65064 members Entering Unmasked Estep Score: -11884991.000000 Penalty: 2748.615479 Iteration 0F: 2 clusters Score -1.188499e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32375 members Mstep: Class 2 contains 32689 members Entering Unmasked Estep Score: -11843267.000000 Penalty: 5497.230957 Iteration 0F: 3 clusters Score -1.184327e+07 nChanged 30248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32321 members Mstep: Class 2 contains 32743 members Entering Unmasked Estep Score: -11860304.000000 Penalty: 5497.230957 Iteration 1F: 3 clusters Score -1.18603e+07 nChanged 2617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32316 members Mstep: Class 2 contains 32748 members Entering Unmasked Estep Score: -11861271.000000 Penalty: 5497.230957 Iteration 2Q: 3 clusters Score -1.186127e+07 nChanged 2881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32379 members Mstep: Class 2 contains 32685 members Entering Unmasked Estep Score: -11862694.000000 Penalty: 5497.230957 Iteration 3Q: 3 clusters Score -1.186269e+07 nChanged 3519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32642 members Mstep: Class 2 contains 32422 members Entering Unmasked Estep Score: -11864979.000000 Penalty: 5497.230957 Iteration 4F: 3 clusters Score -1.186498e+07 nChanged 4231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33345 members Mstep: Class 2 contains 31719 members Entering Unmasked Estep Score: -11867945.000000 Penalty: 5497.230957 Iteration 5F: 3 clusters Score -1.186794e+07 nChanged 4656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34497 members Mstep: Class 2 contains 30567 members Entering Unmasked Estep Score: -11871079.000000 Penalty: 5497.230957 Iteration 6F: 3 clusters Score -1.187108e+07 nChanged 4408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35921 members Mstep: Class 2 contains 29143 members Entering Unmasked Estep Score: -11873651.000000 Penalty: 5497.230957 Iteration 7F: 3 clusters Score -1.187365e+07 nChanged 3768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37303 members Mstep: Class 2 contains 27761 members Entering Unmasked Estep Score: -11875500.000000 Penalty: 5497.230957 Iteration 8F: 3 clusters Score -1.18755e+07 nChanged 2964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38567 members Mstep: Class 2 contains 26497 members Entering Unmasked Estep Score: -11876633.000000 Penalty: 5497.230957 Iteration 9Q: 3 clusters Score -1.187663e+07 nChanged 2095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39688 members Mstep: Class 2 contains 25376 members Entering Unmasked Estep Score: -11877341.000000 Penalty: 5497.230957 Iteration 10Q: 3 clusters Score -1.187734e+07 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40711 members Mstep: Class 2 contains 24353 members Entering Unmasked Estep Score: -11877951.000000 Penalty: 5497.230957 Iteration 11Q: 3 clusters Score -1.187795e+07 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41754 members Mstep: Class 2 contains 23310 members Entering Unmasked Estep Score: -11878446.000000 Penalty: 5497.230957 Iteration 12Q: 3 clusters Score -1.187845e+07 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42867 members Mstep: Class 2 contains 22197 members Entering Unmasked Estep Score: -11879038.000000 Penalty: 5497.230957 Iteration 13Q: 3 clusters Score -1.187904e+07 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44011 members Mstep: Class 2 contains 21053 members Entering Unmasked Estep Score: -11879703.000000 Penalty: 5497.230957 Iteration 14Q: 3 clusters Score -1.18797e+07 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45151 members Mstep: Class 2 contains 19913 members Entering Unmasked Estep Score: -11880358.000000 Penalty: 5497.230957 Iteration 15Q: 3 clusters Score -1.188036e+07 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46377 members Mstep: Class 2 contains 18687 members Entering Unmasked Estep Score: -11880992.000000 Penalty: 5497.230957 Iteration 16Q: 3 clusters Score -1.188099e+07 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47642 members Mstep: Class 2 contains 17422 members Entering Unmasked Estep Score: -11881567.000000 Penalty: 5497.230957 Iteration 17Q: 3 clusters Score -1.188157e+07 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48869 members Mstep: Class 2 contains 16195 members Entering Unmasked Estep Score: -11882067.000000 Penalty: 5497.230957 Iteration 18Q: 3 clusters Score -1.188207e+07 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50040 members Mstep: Class 2 contains 15024 members Entering Unmasked Estep Score: -11882596.000000 Penalty: 5497.230957 Iteration 19Q: 3 clusters Score -1.18826e+07 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51133 members Mstep: Class 2 contains 13931 members Entering Unmasked Estep Score: -11883123.000000 Penalty: 5497.230957 Iteration 20F: 3 clusters Score -1.188312e+07 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52124 members Mstep: Class 2 contains 12940 members Entering Unmasked Estep Score: -11883539.000000 Penalty: 5497.230957 Iteration 21Q: 3 clusters Score -1.188354e+07 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53036 members Mstep: Class 2 contains 12028 members Entering Unmasked Estep Score: -11883914.000000 Penalty: 5497.230957 Iteration 22Q: 3 clusters Score -1.188391e+07 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53819 members Mstep: Class 2 contains 11245 members Entering Unmasked Estep Score: -11884203.000000 Penalty: 5497.230957 Iteration 23Q: 3 clusters Score -1.18842e+07 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54489 members Mstep: Class 2 contains 10575 members Entering Unmasked Estep Score: -11884420.000000 Penalty: 5497.230957 Iteration 24Q: 3 clusters Score -1.188442e+07 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55046 members Mstep: Class 2 contains 10018 members Entering Unmasked Estep Score: -11884518.000000 Penalty: 5497.230957 Iteration 25Q: 3 clusters Score -1.188452e+07 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55523 members Mstep: Class 2 contains 9541 members Entering Unmasked Estep Score: -11884579.000000 Penalty: 5497.230957 Iteration 26Q: 3 clusters Score -1.188458e+07 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55916 members Mstep: Class 2 contains 9148 members Entering Unmasked Estep Score: -11884625.000000 Penalty: 5497.230957 Iteration 27Q: 3 clusters Score -1.188462e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56252 members Mstep: Class 2 contains 8812 members Entering Unmasked Estep Score: -11884696.000000 Penalty: 5497.230957 Iteration 28Q: 3 clusters Score -1.18847e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56547 members Mstep: Class 2 contains 8517 members Entering Unmasked Estep Score: -11884749.000000 Penalty: 5497.230957 Iteration 29Q: 3 clusters Score -1.188475e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56798 members Mstep: Class 2 contains 8266 members Entering Unmasked Estep Score: -11884759.000000 Penalty: 5497.230957 Iteration 30Q: 3 clusters Score -1.188476e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57020 members Mstep: Class 2 contains 8044 members Entering Unmasked Estep Score: -11884763.000000 Penalty: 5497.230957 Iteration 31Q: 3 clusters Score -1.188476e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57232 members Mstep: Class 2 contains 7832 members Entering Unmasked Estep Score: -11884812.000000 Penalty: 5497.230957 Iteration 32Q: 3 clusters Score -1.188481e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57377 members Mstep: Class 2 contains 7687 members Entering Unmasked Estep Score: -11884812.000000 Penalty: 5497.230957 Iteration 33Q: 3 clusters Score -1.188481e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57512 members Mstep: Class 2 contains 7552 members Entering Unmasked Estep Score: -11884806.000000 Penalty: 5497.230957 Iteration 34Q: 3 clusters Score -1.188481e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57617 members Mstep: Class 2 contains 7447 members Entering Unmasked Estep Score: -11884798.000000 Penalty: 5497.230957 Iteration 35Q: 3 clusters Score -1.18848e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57714 members Mstep: Class 2 contains 7350 members Entering Unmasked Estep Score: -11884772.000000 Penalty: 5497.230957 Iteration 36Q: 3 clusters Score -1.188477e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57805 members Mstep: Class 2 contains 7259 members Entering Unmasked Estep Score: -11884795.000000 Penalty: 5497.230957 Iteration 37Q: 3 clusters Score -1.18848e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57875 members Mstep: Class 2 contains 7189 members Entering Unmasked Estep Score: -11884786.000000 Penalty: 5497.230957 Iteration 38Q: 3 clusters Score -1.188479e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57946 members Mstep: Class 2 contains 7118 members Entering Unmasked Estep Score: -11884772.000000 Penalty: 5497.230957 Iteration 39Q: 3 clusters Score -1.188477e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57996 members Mstep: Class 2 contains 7068 members Entering Unmasked Estep Score: -11884802.000000 Penalty: 5497.230957 Iteration 40F: 3 clusters Score -1.18848e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58048 members Mstep: Class 2 contains 7016 members Entering Unmasked Estep Score: -11884811.000000 Penalty: 5497.230957 Iteration 41Q: 3 clusters Score -1.188481e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58091 members Mstep: Class 2 contains 6973 members Entering Unmasked Estep Score: -11884813.000000 Penalty: 5497.230957 Iteration 42Q: 3 clusters Score -1.188481e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58129 members Mstep: Class 2 contains 6935 members Entering Unmasked Estep Score: -11884823.000000 Penalty: 5497.230957 Iteration 43Q: 3 clusters Score -1.188482e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58168 members Mstep: Class 2 contains 6896 members Entering Unmasked Estep Score: -11884836.000000 Penalty: 5497.230957 Iteration 44Q: 3 clusters Score -1.188484e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58195 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -11884843.000000 Penalty: 5497.230957 Iteration 45Q: 3 clusters Score -1.188484e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58218 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -11884831.000000 Penalty: 5497.230957 Iteration 46Q: 3 clusters Score -1.188483e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58239 members Mstep: Class 2 contains 6825 members Entering Unmasked Estep Score: -11884836.000000 Penalty: 5497.230957 Iteration 47Q: 3 clusters Score -1.188484e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58258 members Mstep: Class 2 contains 6806 members Entering Unmasked Estep Score: -11884824.000000 Penalty: 5497.230957 Iteration 48Q: 3 clusters Score -1.188482e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58274 members Mstep: Class 2 contains 6790 members Entering Unmasked Estep Score: -11884818.000000 Penalty: 5497.230957 Iteration 49Q: 3 clusters Score -1.188482e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58288 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -11884815.000000 Penalty: 5497.230957 Iteration 50Q: 3 clusters Score -1.188482e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58297 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -11884814.000000 Penalty: 5497.230957 Iteration 51Q: 3 clusters Score -1.188481e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58307 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -11884803.000000 Penalty: 5497.230957 Iteration 52Q: 3 clusters Score -1.18848e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58320 members Mstep: Class 2 contains 6744 members Entering Unmasked Estep Score: -11884809.000000 Penalty: 5497.230957 Iteration 53Q: 3 clusters Score -1.188481e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58333 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -11884800.000000 Penalty: 5497.230957 Iteration 54Q: 3 clusters Score -1.18848e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58340 members Mstep: Class 2 contains 6724 members Entering Unmasked Estep Score: -11884806.000000 Penalty: 5497.230957 Iteration 55Q: 3 clusters Score -1.188481e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58351 members Mstep: Class 2 contains 6713 members Entering Unmasked Estep Score: -11884815.000000 Penalty: 5497.230957 Iteration 56Q: 3 clusters Score -1.188482e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58365 members Mstep: Class 2 contains 6699 members Entering Unmasked Estep Score: -11884798.000000 Penalty: 5497.230957 Iteration 57Q: 3 clusters Score -1.18848e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58382 members Mstep: Class 2 contains 6682 members Entering Unmasked Estep Score: -11884820.000000 Penalty: 5497.230957 Iteration 58Q: 3 clusters Score -1.188482e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58395 members Mstep: Class 2 contains 6669 members Entering Unmasked Estep Score: -11884812.000000 Penalty: 5497.230957 Iteration 59Q: 3 clusters Score -1.188481e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58408 members Mstep: Class 2 contains 6656 members Entering Unmasked Estep Score: -11884814.000000 Penalty: 5497.230957 Iteration 60F: 3 clusters Score -1.188481e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58426 members Mstep: Class 2 contains 6638 members Entering Unmasked Estep Score: -11884817.000000 Penalty: 5497.230957 Iteration 61Q: 3 clusters Score -1.188482e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58440 members Mstep: Class 2 contains 6624 members Entering Unmasked Estep Score: -11884827.000000 Penalty: 5497.230957 Iteration 62Q: 3 clusters Score -1.188483e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58458 members Mstep: Class 2 contains 6606 members Entering Unmasked Estep Score: -11884820.000000 Penalty: 5497.230957 Iteration 63Q: 3 clusters Score -1.188482e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58481 members Mstep: Class 2 contains 6583 members Entering Unmasked Estep Score: -11884822.000000 Penalty: 5497.230957 Iteration 64Q: 3 clusters Score -1.188482e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58501 members Mstep: Class 2 contains 6563 members Entering Unmasked Estep Score: -11884827.000000 Penalty: 5497.230957 Iteration 65Q: 3 clusters Score -1.188483e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58520 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -11884820.000000 Penalty: 5497.230957 Iteration 66Q: 3 clusters Score -1.188482e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58537 members Mstep: Class 2 contains 6527 members Entering Unmasked Estep Score: -11884814.000000 Penalty: 5497.230957 Iteration 67Q: 3 clusters Score -1.188481e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58562 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -11884829.000000 Penalty: 5497.230957 Iteration 68Q: 3 clusters Score -1.188483e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58591 members Mstep: Class 2 contains 6473 members Entering Unmasked Estep Score: -11884827.000000 Penalty: 5497.230957 Iteration 69Q: 3 clusters Score -1.188483e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58617 members Mstep: Class 2 contains 6447 members Entering Unmasked Estep Score: -11884848.000000 Penalty: 5497.230957 Iteration 70Q: 3 clusters Score -1.188485e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58638 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -11884851.000000 Penalty: 5497.230957 Iteration 71Q: 3 clusters Score -1.188485e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58653 members Mstep: Class 2 contains 6411 members Entering Unmasked Estep Score: -11884851.000000 Penalty: 5497.230957 Iteration 72Q: 3 clusters Score -1.188485e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58673 members Mstep: Class 2 contains 6391 members Entering Unmasked Estep Score: -11884862.000000 Penalty: 5497.230957 Iteration 73Q: 3 clusters Score -1.188486e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58697 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -11884856.000000 Penalty: 5497.230957 Iteration 74Q: 3 clusters Score -1.188486e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58722 members Mstep: Class 2 contains 6342 members Entering Unmasked Estep Score: -11884859.000000 Penalty: 5497.230957 Iteration 75Q: 3 clusters Score -1.188486e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58742 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -11884842.000000 Penalty: 5497.230957 Iteration 76Q: 3 clusters Score -1.188484e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58753 members Mstep: Class 2 contains 6311 members Entering Unmasked Estep Score: -11884831.000000 Penalty: 5497.230957 Iteration 77Q: 3 clusters Score -1.188483e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58765 members Mstep: Class 2 contains 6299 members Entering Unmasked Estep Score: -11884818.000000 Penalty: 5497.230957 Iteration 78Q: 3 clusters Score -1.188482e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58782 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -11884823.000000 Penalty: 5497.230957 Iteration 79Q: 3 clusters Score -1.188482e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58794 members Mstep: Class 2 contains 6270 members Entering Unmasked Estep Score: -11884810.000000 Penalty: 5497.230957 Iteration 80F: 3 clusters Score -1.188481e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58808 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -11884838.000000 Penalty: 5497.230957 Iteration 81Q: 3 clusters Score -1.188484e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58825 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -11884850.000000 Penalty: 5497.230957 Iteration 82Q: 3 clusters Score -1.188485e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58839 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -11884836.000000 Penalty: 5497.230957 Iteration 83Q: 3 clusters Score -1.188484e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58854 members Mstep: Class 2 contains 6210 members Entering Unmasked Estep Score: -11884847.000000 Penalty: 5497.230957 Iteration 84Q: 3 clusters Score -1.188485e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58865 members Mstep: Class 2 contains 6199 members Entering Unmasked Estep Score: -11884844.000000 Penalty: 5497.230957 Iteration 85Q: 3 clusters Score -1.188484e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58878 members Mstep: Class 2 contains 6186 members Entering Unmasked Estep Score: -11884830.000000 Penalty: 5497.230957 Iteration 86Q: 3 clusters Score -1.188483e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58888 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -11884825.000000 Penalty: 5497.230957 Iteration 87Q: 3 clusters Score -1.188482e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58900 members Mstep: Class 2 contains 6164 members Entering Unmasked Estep Score: -11884824.000000 Penalty: 5497.230957 Iteration 88Q: 3 clusters Score -1.188482e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58919 members Mstep: Class 2 contains 6145 members Entering Unmasked Estep Score: -11884811.000000 Penalty: 5497.230957 Iteration 89Q: 3 clusters Score -1.188481e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58931 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -11884817.000000 Penalty: 5497.230957 Iteration 90Q: 3 clusters Score -1.188482e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58941 members Mstep: Class 2 contains 6123 members Entering Unmasked Estep Score: -11884817.000000 Penalty: 5497.230957 Iteration 91Q: 3 clusters Score -1.188482e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58952 members Mstep: Class 2 contains 6112 members Entering Unmasked Estep Score: -11884805.000000 Penalty: 5497.230957 Iteration 92Q: 3 clusters Score -1.18848e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58957 members Mstep: Class 2 contains 6107 members Entering Unmasked Estep Score: -11884805.000000 Penalty: 5497.230957 Iteration 93Q: 3 clusters Score -1.18848e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58961 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -11884809.000000 Penalty: 5497.230957 Iteration 94Q: 3 clusters Score -1.188481e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58965 members Mstep: Class 2 contains 6099 members Entering Unmasked Estep Score: -11884808.000000 Penalty: 5497.230957 Iteration 95Q: 3 clusters Score -1.188481e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58972 members Mstep: Class 2 contains 6092 members Entering Unmasked Estep Score: -11884804.000000 Penalty: 5497.230957 Iteration 96Q: 3 clusters Score -1.18848e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58978 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -11884805.000000 Penalty: 5497.230957 Iteration 97Q: 3 clusters Score -1.18848e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58985 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -11884787.000000 Penalty: 5497.230957 Iteration 98Q: 3 clusters Score -1.188479e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58997 members Mstep: Class 2 contains 6067 members Entering Unmasked Estep Score: -11884790.000000 Penalty: 5497.230957 Iteration 99Q: 3 clusters Score -1.188479e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59011 members Mstep: Class 2 contains 6053 members Entering Unmasked Estep Score: -11884780.000000 Penalty: 5497.230957 Iteration 100F: 3 clusters Score -1.188478e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59025 members Mstep: Class 2 contains 6039 members Entering Unmasked Estep Score: -11884779.000000 Penalty: 5497.230957 Iteration 101Q: 3 clusters Score -1.188478e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59042 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -11884775.000000 Penalty: 5497.230957 Iteration 102Q: 3 clusters Score -1.188478e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59053 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -11884777.000000 Penalty: 5497.230957 Iteration 103Q: 3 clusters Score -1.188478e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59058 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -11884772.000000 Penalty: 5497.230957 Iteration 104Q: 3 clusters Score -1.188477e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59065 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -11884778.000000 Penalty: 5497.230957 Iteration 105Q: 3 clusters Score -1.188478e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59070 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -11884779.000000 Penalty: 5497.230957 Iteration 106Q: 3 clusters Score -1.188478e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59072 members Mstep: Class 2 contains 5992 members Entering Unmasked Estep Score: -11884788.000000 Penalty: 5497.230957 Iteration 107Q: 3 clusters Score -1.188479e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59075 members Mstep: Class 2 contains 5989 members Entering Unmasked Estep Score: -11884776.000000 Penalty: 5497.230957 Iteration 108Q: 3 clusters Score -1.188478e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59080 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -11884784.000000 Penalty: 5497.230957 Iteration 109Q: 3 clusters Score -1.188478e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59084 members Mstep: Class 2 contains 5980 members Entering Unmasked Estep Score: -11884786.000000 Penalty: 5497.230957 Iteration 110Q: 3 clusters Score -1.188479e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59087 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -11884779.000000 Penalty: 5497.230957 Iteration 111Q: 3 clusters Score -1.188478e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59091 members Mstep: Class 2 contains 5973 members Entering Unmasked Estep Score: -11884792.000000 Penalty: 5497.230957 Iteration 112Q: 3 clusters Score -1.188479e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59092 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -11884805.000000 Penalty: 5497.230957 Iteration 113Q: 3 clusters Score -1.18848e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59094 members Mstep: Class 2 contains 5970 members Entering Unmasked Estep Score: -11884805.000000 Penalty: 5497.230957 Iteration 114Q: 3 clusters Score -1.18848e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59095 members Mstep: Class 2 contains 5969 members Entering Unmasked Estep Score: -11884799.000000 Penalty: 5497.230957 Iteration 115Q: 3 clusters Score -1.18848e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59096 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -11884799.000000 Penalty: 5497.230957 Iteration 116Q: 3 clusters Score -1.18848e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59096 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -11884799.000000 Penalty: 5497.230957 Iteration 117F: 3 clusters Score -1.18848e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (8089 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8089 members Entering Unmasked Estep Score: -1451947.625000 Penalty: 2231.568604 Iteration 0F: 2 clusters Score -1451948 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -1445508.625000 Penalty: 4463.137207 Iteration 0F: 3 clusters Score -1445509 nChanged 3358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -1447455.125000 Penalty: 4463.137207 Iteration 1F: 3 clusters Score -1447455 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -1448169.000000 Penalty: 4463.137207 Iteration 2F: 3 clusters Score -1448169 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -1449141.625000 Penalty: 4463.137207 Iteration 3F: 3 clusters Score -1449142 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -1450268.250000 Penalty: 4463.137207 Iteration 4F: 3 clusters Score -1450268 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -1451317.875000 Penalty: 4463.137207 Iteration 5F: 3 clusters Score -1451318 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -1452030.000000 Penalty: 4463.137207 Iteration 6F: 3 clusters Score -1452030 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6327 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -1452494.375000 Penalty: 4463.137207 Iteration 7F: 3 clusters Score -1452494 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6541 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -1452762.625000 Penalty: 4463.137207 Iteration 8Q: 3 clusters Score -1452763 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -1452897.375000 Penalty: 4463.137207 Iteration 9Q: 3 clusters Score -1452897 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -1452976.000000 Penalty: 4463.137207 Iteration 10Q: 3 clusters Score -1452976 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6761 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -1453026.000000 Penalty: 4463.137207 Iteration 11Q: 3 clusters Score -1453026 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6790 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -1453041.875000 Penalty: 4463.137207 Iteration 12Q: 3 clusters Score -1453042 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6803 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -1453050.875000 Penalty: 4463.137207 Iteration 13Q: 3 clusters Score -1453051 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6810 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -1453054.125000 Penalty: 4463.137207 Iteration 14Q: 3 clusters Score -1453054 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6820 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -1453055.250000 Penalty: 4463.137207 Iteration 15Q: 3 clusters Score -1453055 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6822 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -1453055.500000 Penalty: 4463.137207 Iteration 16Q: 3 clusters Score -1453056 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6826 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -1453058.250000 Penalty: 4463.137207 Iteration 17Q: 3 clusters Score -1453058 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -1453059.875000 Penalty: 4463.137207 Iteration 18Q: 3 clusters Score -1453060 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6831 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -1453061.875000 Penalty: 4463.137207 Iteration 19Q: 3 clusters Score -1453062 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6832 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -1453062.500000 Penalty: 4463.137207 Iteration 20F: 3 clusters Score -1453062 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -1453061.125000 Penalty: 4463.137207 Iteration 21Q: 3 clusters Score -1453061 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -1453061.125000 Penalty: 4463.137207 Iteration 22F: 3 clusters Score -1453061 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 55781 members Mstep: Class 3 contains 1256 members Mstep: Class 4 contains 3928 members Mstep: Class 5 contains 65064 members Mstep: Class 7 contains 6833 members Mstep: Class 8 contains 1321 members Mstep: Class 10 contains 43483 members Mstep: Class 11 contains 270 members Mstep: Class 13 contains 20815 members Mstep: Class 14 contains 2964 members Mstep: Class 15 contains 78756 members Mstep: Class 16 contains 6609 members Mstep: Class 17 contains 581 members Mstep: Class 18 contains 59066 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep Score: -63602616.000000 Penalty: 50647.523438 Splitting cluster 7 changes total score from -63601352.000000 to -63602616.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 8 (1321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Entering Unmasked Estep Score: -212930.453125 Penalty: 1782.163818 Iteration 0F: 2 clusters Score -212930.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -210965.578125 Penalty: 3564.327637 Iteration 0F: 3 clusters Score -210965.6 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -211978.234375 Penalty: 3564.327637 Iteration 1F: 3 clusters Score -211978.2 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -212613.640625 Penalty: 3564.327637 Iteration 2F: 3 clusters Score -212613.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -212941.234375 Penalty: 3564.327637 Iteration 3F: 3 clusters Score -212941.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -213006.562500 Penalty: 3564.327637 Iteration 4Q: 3 clusters Score -213006.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -213027.890625 Penalty: 3564.327637 Iteration 5Q: 3 clusters Score -213027.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -213040.234375 Penalty: 3564.327637 Iteration 6Q: 3 clusters Score -213040.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -213042.984375 Penalty: 3564.327637 Iteration 7Q: 3 clusters Score -213043 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -213042.984375 Penalty: 3564.327637 Iteration 8F: 3 clusters Score -213043 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 55781 members Mstep: Class 3 contains 1256 members Mstep: Class 4 contains 3928 members Mstep: Class 5 contains 65064 members Mstep: Class 6 contains 1042 members Mstep: Class 7 contains 6833 members Mstep: Class 8 contains 279 members Mstep: Class 10 contains 43483 members Mstep: Class 11 contains 270 members Mstep: Class 13 contains 20815 members Mstep: Class 14 contains 2964 members Mstep: Class 15 contains 78756 members Mstep: Class 16 contains 6609 members Mstep: Class 17 contains 581 members Mstep: Class 18 contains 59066 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep Score: -63601360.000000 Penalty: 53812.992188 Splitting cluster 8 changes total score from -63601352.000000 to -63601360.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 10 (43483 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43483 members Entering Unmasked Estep Score: -8114593.000000 Penalty: 2648.671143 Iteration 0F: 2 clusters Score -8114593 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21738 members Mstep: Class 2 contains 21745 members Entering Unmasked Estep Score: -8087376.000000 Penalty: 5297.342285 Iteration 0F: 3 clusters Score -8087376 nChanged 19910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21994 members Mstep: Class 2 contains 21489 members Entering Unmasked Estep Score: -8098472.500000 Penalty: 5297.342285 Iteration 1F: 3 clusters Score -8098472 nChanged 2061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22101 members Mstep: Class 2 contains 21382 members Entering Unmasked Estep Score: -8099256.000000 Penalty: 5297.342285 Iteration 2Q: 3 clusters Score -8099256 nChanged 2149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22282 members Mstep: Class 2 contains 21201 members Entering Unmasked Estep Score: -8100201.000000 Penalty: 5297.342285 Iteration 3Q: 3 clusters Score -8100201 nChanged 2253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22537 members Mstep: Class 2 contains 20946 members Entering Unmasked Estep Score: -8101302.000000 Penalty: 5297.342285 Iteration 4F: 3 clusters Score -8101302 nChanged 2417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22810 members Mstep: Class 2 contains 20673 members Entering Unmasked Estep Score: -8102579.500000 Penalty: 5297.342285 Iteration 5F: 3 clusters Score -8102580 nChanged 2458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22982 members Mstep: Class 2 contains 20501 members Entering Unmasked Estep Score: -8103821.500000 Penalty: 5297.342285 Iteration 6F: 3 clusters Score -8103822 nChanged 2346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23124 members Mstep: Class 2 contains 20359 members Entering Unmasked Estep Score: -8104834.000000 Penalty: 5297.342285 Iteration 7F: 3 clusters Score -8104834 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23134 members Mstep: Class 2 contains 20349 members Entering Unmasked Estep Score: -8105630.000000 Penalty: 5297.342285 Iteration 8Q: 3 clusters Score -8105630 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23108 members Mstep: Class 2 contains 20375 members Entering Unmasked Estep Score: -8106255.500000 Penalty: 5297.342285 Iteration 9Q: 3 clusters Score -8106256 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22995 members Mstep: Class 2 contains 20488 members Entering Unmasked Estep Score: -8106639.500000 Penalty: 5297.342285 Iteration 10Q: 3 clusters Score -8106640 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22807 members Mstep: Class 2 contains 20676 members Entering Unmasked Estep Score: -8106986.500000 Penalty: 5297.342285 Iteration 11Q: 3 clusters Score -8106986 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22589 members Mstep: Class 2 contains 20894 members Entering Unmasked Estep Score: -8107216.500000 Penalty: 5297.342285 Iteration 12Q: 3 clusters Score -8107216 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22251 members Mstep: Class 2 contains 21232 members Entering Unmasked Estep Score: -8107412.500000 Penalty: 5297.342285 Iteration 13Q: 3 clusters Score -8107412 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21854 members Mstep: Class 2 contains 21629 members Entering Unmasked Estep Score: -8107539.500000 Penalty: 5297.342285 Iteration 14Q: 3 clusters Score -8107540 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21414 members Mstep: Class 2 contains 22069 members Entering Unmasked Estep Score: -8107710.500000 Penalty: 5297.342285 Iteration 15Q: 3 clusters Score -8107710 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20889 members Mstep: Class 2 contains 22594 members Entering Unmasked Estep Score: -8107883.000000 Penalty: 5297.342285 Iteration 16Q: 3 clusters Score -8107883 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20332 members Mstep: Class 2 contains 23151 members Entering Unmasked Estep Score: -8108004.500000 Penalty: 5297.342285 Iteration 17Q: 3 clusters Score -8108004 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19695 members Mstep: Class 2 contains 23788 members Entering Unmasked Estep Score: -8108170.500000 Penalty: 5297.342285 Iteration 18Q: 3 clusters Score -8108170 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18990 members Mstep: Class 2 contains 24493 members Entering Unmasked Estep Score: -8108335.000000 Penalty: 5297.342285 Iteration 19Q: 3 clusters Score -8108335 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18225 members Mstep: Class 2 contains 25258 members Entering Unmasked Estep Score: -8108531.500000 Penalty: 5297.342285 Iteration 20F: 3 clusters Score -8108532 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17316 members Mstep: Class 2 contains 26167 members Entering Unmasked Estep Score: -8108729.000000 Penalty: 5297.342285 Iteration 21Q: 3 clusters Score -8108729 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16269 members Mstep: Class 2 contains 27214 members Entering Unmasked Estep Score: -8108995.000000 Penalty: 5297.342285 Iteration 22Q: 3 clusters Score -8108995 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15141 members Mstep: Class 2 contains 28342 members Entering Unmasked Estep Score: -8109307.000000 Penalty: 5297.342285 Iteration 23Q: 3 clusters Score -8109307 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13961 members Mstep: Class 2 contains 29522 members Entering Unmasked Estep Score: -8109647.500000 Penalty: 5297.342285 Iteration 24Q: 3 clusters Score -8109648 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12752 members Mstep: Class 2 contains 30731 members Entering Unmasked Estep Score: -8109950.000000 Penalty: 5297.342285 Iteration 25Q: 3 clusters Score -8109950 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11613 members Mstep: Class 2 contains 31870 members Entering Unmasked Estep Score: -8110257.000000 Penalty: 5297.342285 Iteration 26Q: 3 clusters Score -8110257 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10477 members Mstep: Class 2 contains 33006 members Entering Unmasked Estep Score: -8110514.500000 Penalty: 5297.342285 Iteration 27Q: 3 clusters Score -8110514 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9463 members Mstep: Class 2 contains 34020 members Entering Unmasked Estep Score: -8110691.000000 Penalty: 5297.342285 Iteration 28Q: 3 clusters Score -8110691 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Mstep: Class 2 contains 34926 members Entering Unmasked Estep Score: -8110957.500000 Penalty: 5297.342285 Iteration 29Q: 3 clusters Score -8110958 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7755 members Mstep: Class 2 contains 35728 members Entering Unmasked Estep Score: -8111213.000000 Penalty: 5297.342285 Iteration 30Q: 3 clusters Score -8111213 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7071 members Mstep: Class 2 contains 36412 members Entering Unmasked Estep Score: -8111433.500000 Penalty: 5297.342285 Iteration 31Q: 3 clusters Score -8111434 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6454 members Mstep: Class 2 contains 37029 members Entering Unmasked Estep Score: -8111628.000000 Penalty: 5297.342285 Iteration 32Q: 3 clusters Score -8111628 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 37581 members Entering Unmasked Estep Score: -8111873.500000 Penalty: 5297.342285 Iteration 33Q: 3 clusters Score -8111874 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 38132 members Entering Unmasked Estep Score: -8112104.500000 Penalty: 5297.342285 Iteration 34Q: 3 clusters Score -8112104 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4844 members Mstep: Class 2 contains 38639 members Entering Unmasked Estep Score: -8112372.500000 Penalty: 5297.342285 Iteration 35Q: 3 clusters Score -8112372 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 39074 members Entering Unmasked Estep Score: -8112537.500000 Penalty: 5297.342285 Iteration 36Q: 3 clusters Score -8112538 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 39449 members Entering Unmasked Estep Score: -8112691.000000 Penalty: 5297.342285 Iteration 37Q: 3 clusters Score -8112691 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 39776 members Entering Unmasked Estep Score: -8112880.000000 Penalty: 5297.342285 Iteration 38Q: 3 clusters Score -8112880 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 40059 members Entering Unmasked Estep Score: -8113033.000000 Penalty: 5297.342285 Iteration 39Q: 3 clusters Score -8113033 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 40313 members Entering Unmasked Estep Score: -8113174.500000 Penalty: 5297.342285 Iteration 40F: 3 clusters Score -8113174 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 40540 members Entering Unmasked Estep Score: -8113268.500000 Penalty: 5297.342285 Iteration 41Q: 3 clusters Score -8113268 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 40717 members Entering Unmasked Estep Score: -8113353.000000 Penalty: 5297.342285 Iteration 42Q: 3 clusters Score -8113353 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 40892 members Entering Unmasked Estep Score: -8113444.500000 Penalty: 5297.342285 Iteration 43Q: 3 clusters Score -8113444 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 41044 members Entering Unmasked Estep Score: -8113490.000000 Penalty: 5297.342285 Iteration 44Q: 3 clusters Score -8113490 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 41174 members Entering Unmasked Estep Score: -8113522.500000 Penalty: 5297.342285 Iteration 45Q: 3 clusters Score -8113522 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 41271 members Entering Unmasked Estep Score: -8113571.500000 Penalty: 5297.342285 Iteration 46Q: 3 clusters Score -8113572 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 41365 members Entering Unmasked Estep Score: -8113635.500000 Penalty: 5297.342285 Iteration 47Q: 3 clusters Score -8113636 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 41443 members Entering Unmasked Estep Score: -8113676.500000 Penalty: 5297.342285 Iteration 48Q: 3 clusters Score -8113676 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 41508 members Entering Unmasked Estep Score: -8113724.000000 Penalty: 5297.342285 Iteration 49Q: 3 clusters Score -8113724 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 41561 members Entering Unmasked Estep Score: -8113754.500000 Penalty: 5297.342285 Iteration 50Q: 3 clusters Score -8113754 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 41605 members Entering Unmasked Estep Score: -8113752.000000 Penalty: 5297.342285 Iteration 51Q: 3 clusters Score -8113752 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 41644 members Entering Unmasked Estep Score: -8113755.500000 Penalty: 5297.342285 Iteration 52Q: 3 clusters Score -8113756 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 41665 members Entering Unmasked Estep Score: -8113763.500000 Penalty: 5297.342285 Iteration 53Q: 3 clusters Score -8113764 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 41691 members Entering Unmasked Estep Score: -8113793.500000 Penalty: 5297.342285 Iteration 54Q: 3 clusters Score -8113794 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 41719 members Entering Unmasked Estep Score: -8113789.000000 Penalty: 5297.342285 Iteration 55Q: 3 clusters Score -8113789 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 41736 members Entering Unmasked Estep Score: -8113797.500000 Penalty: 5297.342285 Iteration 56Q: 3 clusters Score -8113798 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 41751 members Entering Unmasked Estep Score: -8113810.000000 Penalty: 5297.342285 Iteration 57Q: 3 clusters Score -8113810 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 41765 members Entering Unmasked Estep Score: -8113806.500000 Penalty: 5297.342285 Iteration 58Q: 3 clusters Score -8113806 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 41785 members Entering Unmasked Estep Score: -8113797.000000 Penalty: 5297.342285 Iteration 59Q: 3 clusters Score -8113797 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 41799 members Entering Unmasked Estep Score: -8113799.500000 Penalty: 5297.342285 Iteration 60F: 3 clusters Score -8113800 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 41825 members Entering Unmasked Estep Score: -8113816.500000 Penalty: 5297.342285 Iteration 61Q: 3 clusters Score -8113816 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 41847 members Entering Unmasked Estep Score: -8113816.000000 Penalty: 5297.342285 Iteration 62Q: 3 clusters Score -8113816 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 41874 members Entering Unmasked Estep Score: -8113829.500000 Penalty: 5297.342285 Iteration 63Q: 3 clusters Score -8113830 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 41897 members Entering Unmasked Estep Score: -8113839.000000 Penalty: 5297.342285 Iteration 64Q: 3 clusters Score -8113839 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 41917 members Entering Unmasked Estep Score: -8113860.500000 Penalty: 5297.342285 Iteration 65Q: 3 clusters Score -8113860 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 41927 members Entering Unmasked Estep Score: -8113858.500000 Penalty: 5297.342285 Iteration 66Q: 3 clusters Score -8113858 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 41942 members Entering Unmasked Estep Score: -8113870.500000 Penalty: 5297.342285 Iteration 67Q: 3 clusters Score -8113870 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 41958 members Entering Unmasked Estep Score: -8113881.000000 Penalty: 5297.342285 Iteration 68Q: 3 clusters Score -8113881 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 41975 members Entering Unmasked Estep Score: -8113889.000000 Penalty: 5297.342285 Iteration 69Q: 3 clusters Score -8113889 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 41987 members Entering Unmasked Estep Score: -8113896.500000 Penalty: 5297.342285 Iteration 70Q: 3 clusters Score -8113896 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 42001 members Entering Unmasked Estep Score: -8113906.500000 Penalty: 5297.342285 Iteration 71Q: 3 clusters Score -8113906 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 42013 members Entering Unmasked Estep Score: -8113903.000000 Penalty: 5297.342285 Iteration 72Q: 3 clusters Score -8113903 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 42020 members Entering Unmasked Estep Score: -8113914.000000 Penalty: 5297.342285 Iteration 73Q: 3 clusters Score -8113914 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 42027 members Entering Unmasked Estep Score: -8113916.500000 Penalty: 5297.342285 Iteration 74Q: 3 clusters Score -8113916 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 42031 members Entering Unmasked Estep Score: -8113917.000000 Penalty: 5297.342285 Iteration 75Q: 3 clusters Score -8113917 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 42033 members Entering Unmasked Estep Score: -8113920.000000 Penalty: 5297.342285 Iteration 76Q: 3 clusters Score -8113920 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 42032 members Entering Unmasked Estep Score: -8113921.500000 Penalty: 5297.342285 Iteration 77Q: 3 clusters Score -8113922 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 42033 members Entering Unmasked Estep Score: -8113925.000000 Penalty: 5297.342285 Iteration 78Q: 3 clusters Score -8113925 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 42033 members Entering Unmasked Estep Score: -8113925.000000 Penalty: 5297.342285 Iteration 79F: 3 clusters Score -8113925 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Entering Unmasked Estep Score: -30279.359375 Penalty: 1388.408691 Iteration 0F: 2 clusters Score -30279.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -29538.357422 Penalty: 2776.817383 Iteration 0F: 3 clusters Score -29538.36 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -29971.488281 Penalty: 2776.817383 Iteration 1F: 3 clusters Score -29971.49 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -30085.375000 Penalty: 2776.817383 Iteration 2F: 3 clusters Score -30085.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -30161.515625 Penalty: 2776.817383 Iteration 3Q: 3 clusters Score -30161.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -30221.115234 Penalty: 2776.817383 Iteration 4Q: 3 clusters Score -30221.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -30233.888672 Penalty: 2776.817383 Iteration 5Q: 3 clusters Score -30233.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -30235.970703 Penalty: 2776.817383 Iteration 6Q: 3 clusters Score -30235.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -30235.970703 Penalty: 2776.817383 Iteration 7F: 3 clusters Score -30235.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (20815 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20815 members Entering Unmasked Estep Score: -3661809.250000 Penalty: 2465.970459 Iteration 0F: 2 clusters Score -3661809 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10579 members Mstep: Class 2 contains 10236 members Entering Unmasked Estep Score: -3647159.250000 Penalty: 4931.940918 Iteration 0F: 3 clusters Score -3647159 nChanged 9201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11194 members Mstep: Class 2 contains 9621 members Entering Unmasked Estep Score: -3652081.000000 Penalty: 4931.940918 Iteration 1F: 3 clusters Score -3652081 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11590 members Mstep: Class 2 contains 9225 members Entering Unmasked Estep Score: -3652566.000000 Penalty: 4931.940918 Iteration 2F: 3 clusters Score -3652566 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12102 members Mstep: Class 2 contains 8713 members Entering Unmasked Estep Score: -3653038.000000 Penalty: 4931.940918 Iteration 3Q: 3 clusters Score -3653038 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12732 members Mstep: Class 2 contains 8083 members Entering Unmasked Estep Score: -3653481.500000 Penalty: 4931.940918 Iteration 4Q: 3 clusters Score -3653482 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13514 members Mstep: Class 2 contains 7301 members Entering Unmasked Estep Score: -3654027.750000 Penalty: 4931.940918 Iteration 5Q: 3 clusters Score -3654028 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14553 members Mstep: Class 2 contains 6262 members Entering Unmasked Estep Score: -3654768.500000 Penalty: 4931.940918 Iteration 6F: 3 clusters Score -3654768 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15708 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -3655631.000000 Penalty: 4931.940918 Iteration 7F: 3 clusters Score -3655631 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16889 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -3656532.750000 Penalty: 4931.940918 Iteration 8F: 3 clusters Score -3656533 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17992 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -3657439.750000 Penalty: 4931.940918 Iteration 9F: 3 clusters Score -3657440 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18912 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -3658222.000000 Penalty: 4931.940918 Iteration 10Q: 3 clusters Score -3658222 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19542 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -3658789.250000 Penalty: 4931.940918 Iteration 11Q: 3 clusters Score -3658789 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19934 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -3659156.500000 Penalty: 4931.940918 Iteration 12Q: 3 clusters Score -3659156 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20172 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -3659372.500000 Penalty: 4931.940918 Iteration 13Q: 3 clusters Score -3659372 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20304 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -3659494.750000 Penalty: 4931.940918 Iteration 14Q: 3 clusters Score -3659495 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20369 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -3659555.750000 Penalty: 4931.940918 Iteration 15Q: 3 clusters Score -3659556 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20396 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -3659585.000000 Penalty: 4931.940918 Iteration 16Q: 3 clusters Score -3659585 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20410 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -3659589.250000 Penalty: 4931.940918 Iteration 17Q: 3 clusters Score -3659589 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20423 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -3659607.250000 Penalty: 4931.940918 Iteration 18Q: 3 clusters Score -3659607 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20431 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -3659611.000000 Penalty: 4931.940918 Iteration 19Q: 3 clusters Score -3659611 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20442 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -3659621.750000 Penalty: 4931.940918 Iteration 20F: 3 clusters Score -3659622 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20455 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -3659642.750000 Penalty: 4931.940918 Iteration 21Q: 3 clusters Score -3659643 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20463 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -3659655.750000 Penalty: 4931.940918 Iteration 22Q: 3 clusters Score -3659656 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20470 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -3659662.750000 Penalty: 4931.940918 Iteration 23Q: 3 clusters Score -3659663 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20474 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -3659665.250000 Penalty: 4931.940918 Iteration 24Q: 3 clusters Score -3659665 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20477 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -3659673.500000 Penalty: 4931.940918 Iteration 25Q: 3 clusters Score -3659674 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20480 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -3659672.750000 Penalty: 4931.940918 Iteration 26Q: 3 clusters Score -3659673 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20482 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -3659684.250000 Penalty: 4931.940918 Iteration 27Q: 3 clusters Score -3659684 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20487 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -3659684.000000 Penalty: 4931.940918 Iteration 28Q: 3 clusters Score -3659684 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20490 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -3659685.500000 Penalty: 4931.940918 Iteration 29Q: 3 clusters Score -3659686 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20491 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -3659685.500000 Penalty: 4931.940918 Iteration 30Q: 3 clusters Score -3659686 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20490 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -3659683.250000 Penalty: 4931.940918 Iteration 31Q: 3 clusters Score -3659683 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20489 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -3659685.000000 Penalty: 4931.940918 Iteration 32Q: 3 clusters Score -3659685 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20489 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -3659685.000000 Penalty: 4931.940918 Iteration 33F: 3 clusters Score -3659685 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2964 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Entering Unmasked Estep Score: -507338.406250 Penalty: 1982.585205 Iteration 0F: 2 clusters Score -507338.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -504210.625000 Penalty: 3965.170410 Iteration 0F: 3 clusters Score -504210.6 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -505793.812500 Penalty: 3965.170410 Iteration 1F: 3 clusters Score -505793.8 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -507555.250000 Penalty: 3965.170410 Iteration 2F: 3 clusters Score -507555.2 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -509116.437500 Penalty: 3965.170410 Iteration 3F: 3 clusters Score -509116.4 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -509652.156250 Penalty: 3965.170410 Iteration 4F: 3 clusters Score -509652.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -509868.562500 Penalty: 3965.170410 Iteration 5Q: 3 clusters Score -509868.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -509958.812500 Penalty: 3965.170410 Iteration 6Q: 3 clusters Score -509958.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -510001.375000 Penalty: 3965.170410 Iteration 7Q: 3 clusters Score -510001.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -510035.031250 Penalty: 3965.170410 Iteration 8Q: 3 clusters Score -510035 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -510053.437500 Penalty: 3965.170410 Iteration 9Q: 3 clusters Score -510053.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -510072.500000 Penalty: 3965.170410 Iteration 10Q: 3 clusters Score -510072.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -510085.968750 Penalty: 3965.170410 Iteration 11Q: 3 clusters Score -510086 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -510097.968750 Penalty: 3965.170410 Iteration 12Q: 3 clusters Score -510098 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -510112.468750 Penalty: 3965.170410 Iteration 13Q: 3 clusters Score -510112.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -510122.593750 Penalty: 3965.170410 Iteration 14Q: 3 clusters Score -510122.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -510132.625000 Penalty: 3965.170410 Iteration 15Q: 3 clusters Score -510132.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -510139.625000 Penalty: 3965.170410 Iteration 16Q: 3 clusters Score -510139.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -510149.406250 Penalty: 3965.170410 Iteration 17Q: 3 clusters Score -510149.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -510159.281250 Penalty: 3965.170410 Iteration 18Q: 3 clusters Score -510159.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -510169.906250 Penalty: 3965.170410 Iteration 19Q: 3 clusters Score -510169.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -510181.218750 Penalty: 3965.170410 Iteration 20F: 3 clusters Score -510181.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -510191.562500 Penalty: 3965.170410 Iteration 21Q: 3 clusters Score -510191.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -510199.750000 Penalty: 3965.170410 Iteration 22Q: 3 clusters Score -510199.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -510204.781250 Penalty: 3965.170410 Iteration 23Q: 3 clusters Score -510204.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -510210.375000 Penalty: 3965.170410 Iteration 24Q: 3 clusters Score -510210.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -510214.687500 Penalty: 3965.170410 Iteration 25Q: 3 clusters Score -510214.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -510218.625000 Penalty: 3965.170410 Iteration 26Q: 3 clusters Score -510218.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -510220.687500 Penalty: 3965.170410 Iteration 27Q: 3 clusters Score -510220.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -510224.156250 Penalty: 3965.170410 Iteration 28Q: 3 clusters Score -510224.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -510225.750000 Penalty: 3965.170410 Iteration 29Q: 3 clusters Score -510225.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -510227.218750 Penalty: 3965.170410 Iteration 30Q: 3 clusters Score -510227.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -510229.187500 Penalty: 3965.170410 Iteration 31Q: 3 clusters Score -510229.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -510230.281250 Penalty: 3965.170410 Iteration 32Q: 3 clusters Score -510230.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -510230.718750 Penalty: 3965.170410 Iteration 33Q: 3 clusters Score -510230.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -510231.531250 Penalty: 3965.170410 Iteration 34Q: 3 clusters Score -510231.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -510233.250000 Penalty: 3965.170410 Iteration 35Q: 3 clusters Score -510233.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -510233.250000 Penalty: 3965.170410 Iteration 36F: 3 clusters Score -510233.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 55781 members Mstep: Class 3 contains 1256 members Mstep: Class 4 contains 3928 members Mstep: Class 5 contains 65064 members Mstep: Class 6 contains 1042 members Mstep: Class 7 contains 6833 members Mstep: Class 8 contains 279 members Mstep: Class 9 contains 1751 members Mstep: Class 10 contains 43483 members Mstep: Class 11 contains 270 members Mstep: Class 13 contains 20815 members Mstep: Class 14 contains 1213 members Mstep: Class 15 contains 78756 members Mstep: Class 16 contains 6609 members Mstep: Class 17 contains 581 members Mstep: Class 18 contains 59066 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep Score: -63603028.000000 Penalty: 56978.460938 Splitting cluster 14 changes total score from -63601352.000000 to -63603028.000000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 15 (78756 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78756 members Entering Unmasked Estep Score: -14508754.000000 Penalty: 2795.979248 Iteration 0F: 2 clusters Score -1.450875e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39355 members Mstep: Class 2 contains 39401 members Entering Unmasked Estep Score: -14470305.000000 Penalty: 5591.958496 Iteration 0F: 3 clusters Score -1.44703e+07 nChanged 37100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39135 members Mstep: Class 2 contains 39621 members Entering Unmasked Estep Score: -14490796.000000 Penalty: 5591.958496 Iteration 1F: 3 clusters Score -1.44908e+07 nChanged 2390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38993 members Mstep: Class 2 contains 39763 members Entering Unmasked Estep Score: -14491308.000000 Penalty: 5591.958496 Iteration 2Q: 3 clusters Score -1.449131e+07 nChanged 2467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38742 members Mstep: Class 2 contains 40014 members Entering Unmasked Estep Score: -14491793.000000 Penalty: 5591.958496 Iteration 3Q: 3 clusters Score -1.449179e+07 nChanged 2339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38401 members Mstep: Class 2 contains 40355 members Entering Unmasked Estep Score: -14492277.000000 Penalty: 5591.958496 Iteration 4Q: 3 clusters Score -1.449228e+07 nChanged 2304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37881 members Mstep: Class 2 contains 40875 members Entering Unmasked Estep Score: -14492758.000000 Penalty: 5591.958496 Iteration 5Q: 3 clusters Score -1.449276e+07 nChanged 2403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37122 members Mstep: Class 2 contains 41634 members Entering Unmasked Estep Score: -14493313.000000 Penalty: 5591.958496 Iteration 6Q: 3 clusters Score -1.449331e+07 nChanged 2547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36063 members Mstep: Class 2 contains 42693 members Entering Unmasked Estep Score: -14494085.000000 Penalty: 5591.958496 Iteration 7Q: 3 clusters Score -1.449408e+07 nChanged 2784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34645 members Mstep: Class 2 contains 44111 members Entering Unmasked Estep Score: -14495046.000000 Penalty: 5591.958496 Iteration 8Q: 3 clusters Score -1.449505e+07 nChanged 3225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32736 members Mstep: Class 2 contains 46020 members Entering Unmasked Estep Score: -14496417.000000 Penalty: 5591.958496 Iteration 9Q: 3 clusters Score -1.449642e+07 nChanged 3639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30275 members Mstep: Class 2 contains 48481 members Entering Unmasked Estep Score: -14498236.000000 Penalty: 5591.958496 Iteration 10Q: 3 clusters Score -1.449824e+07 nChanged 4055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27354 members Mstep: Class 2 contains 51402 members Entering Unmasked Estep Score: -14500618.000000 Penalty: 5591.958496 Iteration 11F: 3 clusters Score -1.450062e+07 nChanged 4332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24674 members Mstep: Class 2 contains 54082 members Entering Unmasked Estep Score: -14503395.000000 Penalty: 5591.958496 Iteration 12F: 3 clusters Score -1.45034e+07 nChanged 4183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22693 members Mstep: Class 2 contains 56063 members Entering Unmasked Estep Score: -14505934.000000 Penalty: 5591.958496 Iteration 13F: 3 clusters Score -1.450593e+07 nChanged 3604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21729 members Mstep: Class 2 contains 57027 members Entering Unmasked Estep Score: -14507396.000000 Penalty: 5591.958496 Iteration 14Q: 3 clusters Score -1.45074e+07 nChanged 2524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21291 members Mstep: Class 2 contains 57465 members Entering Unmasked Estep Score: -14508030.000000 Penalty: 5591.958496 Iteration 15Q: 3 clusters Score -1.450803e+07 nChanged 1530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20985 members Mstep: Class 2 contains 57771 members Entering Unmasked Estep Score: -14508198.000000 Penalty: 5591.958496 Iteration 16Q: 3 clusters Score -1.45082e+07 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20787 members Mstep: Class 2 contains 57969 members Entering Unmasked Estep Score: -14508302.000000 Penalty: 5591.958496 Iteration 17Q: 3 clusters Score -1.45083e+07 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20685 members Mstep: Class 2 contains 58071 members Entering Unmasked Estep Score: -14508287.000000 Penalty: 5591.958496 Iteration 18Q: 3 clusters Score -1.450829e+07 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20625 members Mstep: Class 2 contains 58131 members Entering Unmasked Estep Score: -14508304.000000 Penalty: 5591.958496 Iteration 19Q: 3 clusters Score -1.45083e+07 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20623 members Mstep: Class 2 contains 58133 members Entering Unmasked Estep Score: -14508333.000000 Penalty: 5591.958496 Iteration 20F: 3 clusters Score -1.450833e+07 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20660 members Mstep: Class 2 contains 58096 members Entering Unmasked Estep Score: -14508474.000000 Penalty: 5591.958496 Iteration 21Q: 3 clusters Score -1.450847e+07 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20704 members Mstep: Class 2 contains 58052 members Entering Unmasked Estep Score: -14508486.000000 Penalty: 5591.958496 Iteration 22Q: 3 clusters Score -1.450849e+07 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20742 members Mstep: Class 2 contains 58014 members Entering Unmasked Estep Score: -14508571.000000 Penalty: 5591.958496 Iteration 23Q: 3 clusters Score -1.450857e+07 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20834 members Mstep: Class 2 contains 57922 members Entering Unmasked Estep Score: -14508542.000000 Penalty: 5591.958496 Iteration 24Q: 3 clusters Score -1.450854e+07 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20963 members Mstep: Class 2 contains 57793 members Entering Unmasked Estep Score: -14508663.000000 Penalty: 5591.958496 Iteration 25Q: 3 clusters Score -1.450866e+07 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21081 members Mstep: Class 2 contains 57675 members Entering Unmasked Estep Score: -14508750.000000 Penalty: 5591.958496 Iteration 26Q: 3 clusters Score -1.450875e+07 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21202 members Mstep: Class 2 contains 57554 members Entering Unmasked Estep Score: -14508824.000000 Penalty: 5591.958496 Iteration 27Q: 3 clusters Score -1.450882e+07 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21394 members Mstep: Class 2 contains 57362 members Entering Unmasked Estep Score: -14508966.000000 Penalty: 5591.958496 Iteration 28Q: 3 clusters Score -1.450897e+07 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21605 members Mstep: Class 2 contains 57151 members Entering Unmasked Estep Score: -14508938.000000 Penalty: 5591.958496 Iteration 29Q: 3 clusters Score -1.450894e+07 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21830 members Mstep: Class 2 contains 56926 members Entering Unmasked Estep Score: -14509070.000000 Penalty: 5591.958496 Iteration 30Q: 3 clusters Score -1.450907e+07 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22135 members Mstep: Class 2 contains 56621 members Entering Unmasked Estep Score: -14509105.000000 Penalty: 5591.958496 Iteration 31Q: 3 clusters Score -1.45091e+07 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22475 members Mstep: Class 2 contains 56281 members Entering Unmasked Estep Score: -14509238.000000 Penalty: 5591.958496 Iteration 32Q: 3 clusters Score -1.450924e+07 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22836 members Mstep: Class 2 contains 55920 members Entering Unmasked Estep Score: -14509355.000000 Penalty: 5591.958496 Iteration 33Q: 3 clusters Score -1.450936e+07 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23233 members Mstep: Class 2 contains 55523 members Entering Unmasked Estep Score: -14509473.000000 Penalty: 5591.958496 Iteration 34Q: 3 clusters Score -1.450947e+07 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23638 members Mstep: Class 2 contains 55118 members Entering Unmasked Estep Score: -14509553.000000 Penalty: 5591.958496 Iteration 35Q: 3 clusters Score -1.450955e+07 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24117 members Mstep: Class 2 contains 54639 members Entering Unmasked Estep Score: -14509633.000000 Penalty: 5591.958496 Iteration 36Q: 3 clusters Score -1.450963e+07 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24582 members Mstep: Class 2 contains 54174 members Entering Unmasked Estep Score: -14509691.000000 Penalty: 5591.958496 Iteration 37Q: 3 clusters Score -1.450969e+07 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25018 members Mstep: Class 2 contains 53738 members Entering Unmasked Estep Score: -14509786.000000 Penalty: 5591.958496 Iteration 38Q: 3 clusters Score -1.450979e+07 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25426 members Mstep: Class 2 contains 53330 members Entering Unmasked Estep Score: -14509868.000000 Penalty: 5591.958496 Iteration 39Q: 3 clusters Score -1.450987e+07 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25828 members Mstep: Class 2 contains 52928 members Entering Unmasked Estep Score: -14509967.000000 Penalty: 5591.958496 Iteration 40F: 3 clusters Score -1.450997e+07 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26295 members Mstep: Class 2 contains 52461 members Entering Unmasked Estep Score: -14510022.000000 Penalty: 5591.958496 Iteration 41Q: 3 clusters Score -1.451002e+07 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26819 members Mstep: Class 2 contains 51937 members Entering Unmasked Estep Score: -14510085.000000 Penalty: 5591.958496 Iteration 42Q: 3 clusters Score -1.451008e+07 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27325 members Mstep: Class 2 contains 51431 members Entering Unmasked Estep Score: -14510200.000000 Penalty: 5591.958496 Iteration 43Q: 3 clusters Score -1.45102e+07 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27823 members Mstep: Class 2 contains 50933 members Entering Unmasked Estep Score: -14510270.000000 Penalty: 5591.958496 Iteration 44Q: 3 clusters Score -1.451027e+07 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28363 members Mstep: Class 2 contains 50393 members Entering Unmasked Estep Score: -14510351.000000 Penalty: 5591.958496 Iteration 45Q: 3 clusters Score -1.451035e+07 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28915 members Mstep: Class 2 contains 49841 members Entering Unmasked Estep Score: -14510479.000000 Penalty: 5591.958496 Iteration 46Q: 3 clusters Score -1.451048e+07 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29443 members Mstep: Class 2 contains 49313 members Entering Unmasked Estep Score: -14510502.000000 Penalty: 5591.958496 Iteration 47Q: 3 clusters Score -1.45105e+07 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29963 members Mstep: Class 2 contains 48793 members Entering Unmasked Estep Score: -14510617.000000 Penalty: 5591.958496 Iteration 48Q: 3 clusters Score -1.451062e+07 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30513 members Mstep: Class 2 contains 48243 members Entering Unmasked Estep Score: -14510662.000000 Penalty: 5591.958496 Iteration 49Q: 3 clusters Score -1.451066e+07 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31096 members Mstep: Class 2 contains 47660 members Entering Unmasked Estep Score: -14510702.000000 Penalty: 5591.958496 Iteration 50Q: 3 clusters Score -1.45107e+07 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31668 members Mstep: Class 2 contains 47088 members Entering Unmasked Estep Score: -14510772.000000 Penalty: 5591.958496 Iteration 51Q: 3 clusters Score -1.451077e+07 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32301 members Mstep: Class 2 contains 46455 members Entering Unmasked Estep Score: -14510868.000000 Penalty: 5591.958496 Iteration 52Q: 3 clusters Score -1.451087e+07 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32973 members Mstep: Class 2 contains 45783 members Entering Unmasked Estep Score: -14511009.000000 Penalty: 5591.958496 Iteration 53Q: 3 clusters Score -1.451101e+07 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33727 members Mstep: Class 2 contains 45029 members Entering Unmasked Estep Score: -14511176.000000 Penalty: 5591.958496 Iteration 54Q: 3 clusters Score -1.451118e+07 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34533 members Mstep: Class 2 contains 44223 members Entering Unmasked Estep Score: -14511286.000000 Penalty: 5591.958496 Iteration 55Q: 3 clusters Score -1.451129e+07 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35351 members Mstep: Class 2 contains 43405 members Entering Unmasked Estep Score: -14511389.000000 Penalty: 5591.958496 Iteration 56Q: 3 clusters Score -1.451139e+07 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36284 members Mstep: Class 2 contains 42472 members Entering Unmasked Estep Score: -14511472.000000 Penalty: 5591.958496 Iteration 57Q: 3 clusters Score -1.451147e+07 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37299 members Mstep: Class 2 contains 41457 members Entering Unmasked Estep Score: -14511562.000000 Penalty: 5591.958496 Iteration 58Q: 3 clusters Score -1.451156e+07 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38388 members Mstep: Class 2 contains 40368 members Entering Unmasked Estep Score: -14511772.000000 Penalty: 5591.958496 Iteration 59Q: 3 clusters Score -1.451177e+07 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39522 members Mstep: Class 2 contains 39234 members Entering Unmasked Estep Score: -14511900.000000 Penalty: 5591.958496 Iteration 60F: 3 clusters Score -1.45119e+07 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40604 members Mstep: Class 2 contains 38152 members Entering Unmasked Estep Score: -14512007.000000 Penalty: 5591.958496 Iteration 61Q: 3 clusters Score -1.451201e+07 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41757 members Mstep: Class 2 contains 36999 members Entering Unmasked Estep Score: -14512136.000000 Penalty: 5591.958496 Iteration 62Q: 3 clusters Score -1.451214e+07 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43052 members Mstep: Class 2 contains 35704 members Entering Unmasked Estep Score: -14512332.000000 Penalty: 5591.958496 Iteration 63Q: 3 clusters Score -1.451233e+07 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44476 members Mstep: Class 2 contains 34280 members Entering Unmasked Estep Score: -14512508.000000 Penalty: 5591.958496 Iteration 64Q: 3 clusters Score -1.451251e+07 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46079 members Mstep: Class 2 contains 32677 members Entering Unmasked Estep Score: -14512657.000000 Penalty: 5591.958496 Iteration 65Q: 3 clusters Score -1.451266e+07 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47806 members Mstep: Class 2 contains 30950 members Entering Unmasked Estep Score: -14512865.000000 Penalty: 5591.958496 Iteration 66Q: 3 clusters Score -1.451286e+07 nChanged 1866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49668 members Mstep: Class 2 contains 29088 members Entering Unmasked Estep Score: -14512774.000000 Penalty: 5591.958496 Iteration 67Q: 3 clusters Score -1.451277e+07 nChanged 2387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52053 members Mstep: Class 2 contains 26703 members Entering Unmasked Estep Score: -14512126.000000 Penalty: 5591.958496 Iteration 68Q: 3 clusters Score -1.451213e+07 nChanged 3246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55295 members Mstep: Class 2 contains 23461 members Entering Unmasked Estep Score: -14510816.000000 Penalty: 5591.958496 Iteration 69Q: 3 clusters Score -1.451082e+07 nChanged 3873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59154 members Mstep: Class 2 contains 19602 members Entering Unmasked Estep Score: -14508721.000000 Penalty: 5591.958496 Iteration 70Q: 3 clusters Score -1.450872e+07 nChanged 3584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62712 members Mstep: Class 2 contains 16044 members Entering Unmasked Estep Score: -14506157.000000 Penalty: 5591.958496 Iteration 71Q: 3 clusters Score -1.450616e+07 nChanged 2607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65301 members Mstep: Class 2 contains 13455 members Entering Unmasked Estep Score: -14504541.000000 Penalty: 5591.958496 Iteration 72Q: 3 clusters Score -1.450454e+07 nChanged 1659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66960 members Mstep: Class 2 contains 11796 members Entering Unmasked Estep Score: -14503710.000000 Penalty: 5591.958496 Iteration 73Q: 3 clusters Score -1.450371e+07 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68105 members Mstep: Class 2 contains 10651 members Entering Unmasked Estep Score: -14503269.000000 Penalty: 5591.958496 Iteration 74Q: 3 clusters Score -1.450327e+07 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68886 members Mstep: Class 2 contains 9870 members Entering Unmasked Estep Score: -14503094.000000 Penalty: 5591.958496 Iteration 75Q: 3 clusters Score -1.450309e+07 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69404 members Mstep: Class 2 contains 9352 members Entering Unmasked Estep Score: -14503084.000000 Penalty: 5591.958496 Iteration 76Q: 3 clusters Score -1.450308e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69786 members Mstep: Class 2 contains 8970 members Entering Unmasked Estep Score: -14502974.000000 Penalty: 5591.958496 Iteration 77Q: 3 clusters Score -1.450297e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70006 members Mstep: Class 2 contains 8750 members Entering Unmasked Estep Score: -14502968.000000 Penalty: 5591.958496 Iteration 78Q: 3 clusters Score -1.450297e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70158 members Mstep: Class 2 contains 8598 members Entering Unmasked Estep Score: -14502954.000000 Penalty: 5591.958496 Iteration 79Q: 3 clusters Score -1.450295e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70252 members Mstep: Class 2 contains 8504 members Entering Unmasked Estep Score: -14506205.000000 Penalty: 5591.958496 Iteration 80F: 3 clusters Score -1.45062e+07 nChanged 3928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74180 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -14506225.000000 Penalty: 5591.958496 Iteration 81Q: 3 clusters Score -1.450622e+07 nChanged 2208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76382 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -14506243.000000 Penalty: 5591.958496 Iteration 82Q: 3 clusters Score -1.450624e+07 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77539 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -14506207.000000 Penalty: 5591.958496 Iteration 83Q: 3 clusters Score -1.450621e+07 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78037 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -14506218.000000 Penalty: 5591.958496 Iteration 84Q: 3 clusters Score -1.450622e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78235 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -14506309.000000 Penalty: 5591.958496 Iteration 85Q: 3 clusters Score -1.450631e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78341 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -14506323.000000 Penalty: 5591.958496 Iteration 86Q: 3 clusters Score -1.450632e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78383 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -14506345.000000 Penalty: 5591.958496 Iteration 87Q: 3 clusters Score -1.450634e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78413 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -14506364.000000 Penalty: 5591.958496 Iteration 88Q: 3 clusters Score -1.450636e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78431 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -14506400.000000 Penalty: 5591.958496 Iteration 89Q: 3 clusters Score -1.45064e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78444 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -14506415.000000 Penalty: 5591.958496 Iteration 90Q: 3 clusters Score -1.450642e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78450 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -14506415.000000 Penalty: 5591.958496 Iteration 91Q: 3 clusters Score -1.450642e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78453 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -14506429.000000 Penalty: 5591.958496 Iteration 92Q: 3 clusters Score -1.450643e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78456 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -14506434.000000 Penalty: 5591.958496 Iteration 93Q: 3 clusters Score -1.450643e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78458 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -14506425.000000 Penalty: 5591.958496 Iteration 94Q: 3 clusters Score -1.450642e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78459 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -14506430.000000 Penalty: 5591.958496 Iteration 95Q: 3 clusters Score -1.450643e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78459 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -14506430.000000 Penalty: 5591.958496 Iteration 96F: 3 clusters Score -1.450643e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (6609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6609 members Entering Unmasked Estep Score: -1172454.625000 Penalty: 2181.454590 Iteration 0F: 2 clusters Score -1172455 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -1167037.750000 Penalty: 4362.909180 Iteration 0F: 3 clusters Score -1167038 nChanged 2628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -1168936.125000 Penalty: 4362.909180 Iteration 1F: 3 clusters Score -1168936 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -1169691.125000 Penalty: 4362.909180 Iteration 2F: 3 clusters Score -1169691 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -1170478.750000 Penalty: 4362.909180 Iteration 3F: 3 clusters Score -1170479 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -1171323.125000 Penalty: 4362.909180 Iteration 4F: 3 clusters Score -1171323 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -1171989.125000 Penalty: 4362.909180 Iteration 5F: 3 clusters Score -1171989 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -1172361.875000 Penalty: 4362.909180 Iteration 6F: 3 clusters Score -1172362 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -1172543.250000 Penalty: 4362.909180 Iteration 7Q: 3 clusters Score -1172543 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -1172645.125000 Penalty: 4362.909180 Iteration 8Q: 3 clusters Score -1172645 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -1172769.250000 Penalty: 4362.909180 Iteration 9Q: 3 clusters Score -1172769 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -1172966.875000 Penalty: 4362.909180 Iteration 10Q: 3 clusters Score -1172967 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -1173057.625000 Penalty: 4362.909180 Iteration 11Q: 3 clusters Score -1173058 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -1173079.250000 Penalty: 4362.909180 Iteration 12Q: 3 clusters Score -1173079 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -1173089.375000 Penalty: 4362.909180 Iteration 13Q: 3 clusters Score -1173089 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -1173094.875000 Penalty: 4362.909180 Iteration 14Q: 3 clusters Score -1173095 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -1173100.500000 Penalty: 4362.909180 Iteration 15Q: 3 clusters Score -1173100 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -1173103.125000 Penalty: 4362.909180 Iteration 16Q: 3 clusters Score -1173103 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -1173104.625000 Penalty: 4362.909180 Iteration 17Q: 3 clusters Score -1173105 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -1173105.375000 Penalty: 4362.909180 Iteration 18Q: 3 clusters Score -1173105 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -1173104.000000 Penalty: 4362.909180 Iteration 19Q: 3 clusters Score -1173104 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -1173104.625000 Penalty: 4362.909180 Iteration 20F: 3 clusters Score -1173105 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -1173106.500000 Penalty: 4362.909180 Iteration 21Q: 3 clusters Score -1173106 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -1173106.500000 Penalty: 4362.909180 Iteration 22F: 3 clusters Score -1173106 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 55781 members Mstep: Class 3 contains 1256 members Mstep: Class 4 contains 3928 members Mstep: Class 5 contains 65064 members Mstep: Class 6 contains 1042 members Mstep: Class 7 contains 6833 members Mstep: Class 8 contains 279 members Mstep: Class 9 contains 1751 members Mstep: Class 10 contains 43483 members Mstep: Class 11 contains 270 members Mstep: Class 12 contains 2089 members Mstep: Class 13 contains 20815 members Mstep: Class 14 contains 1213 members Mstep: Class 15 contains 78756 members Mstep: Class 16 contains 4520 members Mstep: Class 17 contains 581 members Mstep: Class 18 contains 59066 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep Score: -63602788.000000 Penalty: 60143.933594 Splitting cluster 16 changes total score from -63601352.000000 to -63602788.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 17 (581 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Entering Unmasked Estep Score: -83576.429688 Penalty: 1578.458252 Iteration 0F: 2 clusters Score -83576.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -82562.632812 Penalty: 3156.916504 Iteration 0F: 3 clusters Score -82562.63 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -83356.937500 Penalty: 3156.916504 Iteration 1F: 3 clusters Score -83356.94 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -83814.609375 Penalty: 3156.916504 Iteration 2F: 3 clusters Score -83814.61 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -84196.687500 Penalty: 3156.916504 Iteration 3F: 3 clusters Score -84196.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -84292.726562 Penalty: 3156.916504 Iteration 4Q: 3 clusters Score -84292.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -84410.703125 Penalty: 3156.916504 Iteration 5Q: 3 clusters Score -84410.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -84425.742188 Penalty: 3156.916504 Iteration 6Q: 3 clusters Score -84425.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -84434.039062 Penalty: 3156.916504 Iteration 7Q: 3 clusters Score -84434.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -84449.031250 Penalty: 3156.916504 Iteration 8Q: 3 clusters Score -84449.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -84467.335938 Penalty: 3156.916504 Iteration 9Q: 3 clusters Score -84467.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -84467.335938 Penalty: 3156.916504 Iteration 10F: 3 clusters Score -84467.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 55781 members Mstep: Class 3 contains 1256 members Mstep: Class 4 contains 3928 members Mstep: Class 5 contains 65064 members Mstep: Class 6 contains 1042 members Mstep: Class 7 contains 6833 members Mstep: Class 8 contains 279 members Mstep: Class 9 contains 1751 members Mstep: Class 10 contains 43483 members Mstep: Class 11 contains 270 members Mstep: Class 12 contains 2089 members Mstep: Class 13 contains 20815 members Mstep: Class 14 contains 1213 members Mstep: Class 15 contains 78756 members Mstep: Class 16 contains 4520 members Mstep: Class 17 contains 143 members Mstep: Class 18 contains 59066 members Mstep: Class 19 contains 1350 members Mstep: Class 20 contains 438 members Entering Unmasked Estep Score: -63602076.000000 Penalty: 63309.402344 Splitting cluster 17 changes total score from -63601352.000000 to -63602076.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 18 (59066 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59066 members Entering Unmasked Estep Score: -11543648.000000 Penalty: 2724.629883 Iteration 0F: 2 clusters Score -1.154365e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29523 members Mstep: Class 2 contains 29543 members Entering Unmasked Estep Score: -11535365.000000 Penalty: 5449.259766 Iteration 0F: 3 clusters Score -1.153536e+07 nChanged 27275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29366 members Mstep: Class 2 contains 29700 members Entering Unmasked Estep Score: -11550599.000000 Penalty: 5449.259766 Iteration 1F: 3 clusters Score -1.15506e+07 nChanged 2646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28958 members Mstep: Class 2 contains 30108 members Entering Unmasked Estep Score: -11551139.000000 Penalty: 5449.259766 Iteration 2Q: 3 clusters Score -1.155114e+07 nChanged 2577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28555 members Mstep: Class 2 contains 30511 members Entering Unmasked Estep Score: -11551782.000000 Penalty: 5449.259766 Iteration 3Q: 3 clusters Score -1.155178e+07 nChanged 2601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28328 members Mstep: Class 2 contains 30738 members Entering Unmasked Estep Score: -11552508.000000 Penalty: 5449.259766 Iteration 4Q: 3 clusters Score -1.155251e+07 nChanged 2730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28184 members Mstep: Class 2 contains 30882 members Entering Unmasked Estep Score: -11553544.000000 Penalty: 5449.259766 Iteration 5Q: 3 clusters Score -1.155354e+07 nChanged 2920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28166 members Mstep: Class 2 contains 30900 members Entering Unmasked Estep Score: -11554740.000000 Penalty: 5449.259766 Iteration 6Q: 3 clusters Score -1.155474e+07 nChanged 3074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28222 members Mstep: Class 2 contains 30844 members Entering Unmasked Estep Score: 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contains 30369 members Entering Unmasked Estep Score: -11561686.000000 Penalty: 5449.259766 Iteration 11Q: 3 clusters Score -1.156169e+07 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29003 members Mstep: Class 2 contains 30063 members Entering Unmasked Estep Score: -11561955.000000 Penalty: 5449.259766 Iteration 12Q: 3 clusters Score -1.156196e+07 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29314 members Mstep: Class 2 contains 29752 members Entering Unmasked Estep Score: -11562022.000000 Penalty: 5449.259766 Iteration 13Q: 3 clusters Score -1.156202e+07 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29523 members Mstep: Class 2 contains 29543 members Entering Unmasked Estep Score: -11562026.000000 Penalty: 5449.259766 Iteration 14Q: 3 clusters Score -1.156203e+07 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29692 members Mstep: Class 2 contains 29374 members Entering Unmasked Estep Score: -11562024.000000 Penalty: 5449.259766 Iteration 15Q: 3 clusters Score -1.156202e+07 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29835 members Mstep: Class 2 contains 29231 members Entering Unmasked Estep Score: -11562030.000000 Penalty: 5449.259766 Iteration 16Q: 3 clusters Score -1.156203e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29937 members Mstep: Class 2 contains 29129 members Entering Unmasked Estep Score: -11562041.000000 Penalty: 5449.259766 Iteration 17Q: 3 clusters Score -1.156204e+07 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30035 members Mstep: Class 2 contains 29031 members Entering Unmasked Estep Score: -11561995.000000 Penalty: 5449.259766 Iteration 18Q: 3 clusters Score -1.1562e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30091 members Mstep: Class 2 contains 28975 members Entering Unmasked Estep Score: -11561946.000000 Penalty: 5449.259766 Iteration 19Q: 3 clusters Score -1.156195e+07 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30106 members Mstep: Class 2 contains 28960 members Entering Unmasked Estep Score: -11561933.000000 Penalty: 5449.259766 Iteration 20F: 3 clusters Score -1.156193e+07 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30108 members Mstep: Class 2 contains 28958 members Entering Unmasked Estep Score: -11561927.000000 Penalty: 5449.259766 Iteration 21Q: 3 clusters Score -1.156193e+07 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30103 members Mstep: Class 2 contains 28963 members Entering Unmasked Estep Score: -11561916.000000 Penalty: 5449.259766 Iteration 22Q: 3 clusters Score -1.156192e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30106 members Mstep: Class 2 contains 28960 members Entering Unmasked Estep Score: -11561912.000000 Penalty: 5449.259766 Iteration 23Q: 3 clusters Score -1.156191e+07 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30098 members Mstep: Class 2 contains 28968 members Entering Unmasked Estep Score: -11561931.000000 Penalty: 5449.259766 Iteration 24Q: 3 clusters Score -1.156193e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30103 members Mstep: Class 2 contains 28963 members Entering Unmasked Estep Score: -11561952.000000 Penalty: 5449.259766 Iteration 25Q: 3 clusters Score -1.156195e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30094 members Mstep: Class 2 contains 28972 members Entering Unmasked Estep Score: 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contains 29060 members Entering Unmasked Estep Score: -11561949.000000 Penalty: 5449.259766 Iteration 30Q: 3 clusters Score -1.156195e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29981 members Mstep: Class 2 contains 29085 members Entering Unmasked Estep Score: -11561950.000000 Penalty: 5449.259766 Iteration 31Q: 3 clusters Score -1.156195e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29948 members Mstep: Class 2 contains 29118 members Entering Unmasked Estep Score: -11561962.000000 Penalty: 5449.259766 Iteration 32Q: 3 clusters Score -1.156196e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29928 members Mstep: Class 2 contains 29138 members Entering Unmasked Estep Score: -11561943.000000 Penalty: 5449.259766 Iteration 33Q: 3 clusters Score -1.156194e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29896 members Mstep: Class 2 contains 29170 members Entering Unmasked Estep Score: -11561939.000000 Penalty: 5449.259766 Iteration 34Q: 3 clusters Score -1.156194e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29865 members Mstep: Class 2 contains 29201 members Entering Unmasked Estep Score: -11561960.000000 Penalty: 5449.259766 Iteration 35Q: 3 clusters Score -1.156196e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29831 members Mstep: Class 2 contains 29235 members Entering Unmasked Estep Score: -11561952.000000 Penalty: 5449.259766 Iteration 36Q: 3 clusters Score -1.156195e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29821 members Mstep: Class 2 contains 29245 members Entering Unmasked Estep Score: -11561968.000000 Penalty: 5449.259766 Iteration 37Q: 3 clusters Score -1.156197e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29841 members Mstep: Class 2 contains 29225 members Entering Unmasked Estep Score: -11561990.000000 Penalty: 5449.259766 Iteration 38Q: 3 clusters Score -1.156199e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29860 members Mstep: Class 2 contains 29206 members Entering Unmasked Estep Score: -11562000.000000 Penalty: 5449.259766 Iteration 39Q: 3 clusters Score -1.1562e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29882 members Mstep: Class 2 contains 29184 members Entering Unmasked Estep Score: -11562020.000000 Penalty: 5449.259766 Iteration 40F: 3 clusters Score -1.156202e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29897 members Mstep: Class 2 contains 29169 members Entering Unmasked Estep Score: -11562046.000000 Penalty: 5449.259766 Iteration 41Q: 3 clusters Score -1.156205e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29917 members Mstep: Class 2 contains 29149 members Entering Unmasked Estep Score: -11562024.000000 Penalty: 5449.259766 Iteration 42Q: 3 clusters Score -1.156202e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29920 members Mstep: Class 2 contains 29146 members Entering Unmasked Estep Score: -11562014.000000 Penalty: 5449.259766 Iteration 43Q: 3 clusters Score -1.156201e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29940 members Mstep: Class 2 contains 29126 members Entering Unmasked Estep Score: -11561997.000000 Penalty: 5449.259766 Iteration 44Q: 3 clusters Score -1.1562e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29954 members Mstep: Class 2 contains 29112 members Entering Unmasked Estep Score: 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29117 members Entering Unmasked Estep Score: -11562017.000000 Penalty: 5449.259766 Iteration 49Q: 3 clusters Score -1.156202e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29950 members Mstep: Class 2 contains 29116 members Entering Unmasked Estep Score: -11561995.000000 Penalty: 5449.259766 Iteration 50Q: 3 clusters Score -1.1562e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29960 members Mstep: Class 2 contains 29106 members Entering Unmasked Estep Score: -11562024.000000 Penalty: 5449.259766 Iteration 51Q: 3 clusters Score -1.156202e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29983 members Mstep: Class 2 contains 29083 members Entering Unmasked Estep Score: -11562021.000000 Penalty: 5449.259766 Iteration 52Q: 3 clusters Score -1.156202e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29989 members Mstep: Class 2 contains 29077 members Entering Unmasked Estep Score: -11562002.000000 Penalty: 5449.259766 Iteration 53Q: 3 clusters Score -1.1562e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29990 members Mstep: Class 2 contains 29076 members Entering Unmasked Estep Score: -11561984.000000 Penalty: 5449.259766 Iteration 54Q: 3 clusters Score -1.156198e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29985 members Mstep: Class 2 contains 29081 members Entering Unmasked Estep Score: -11561959.000000 Penalty: 5449.259766 Iteration 55Q: 3 clusters Score -1.156196e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29984 members Mstep: Class 2 contains 29082 members Entering Unmasked Estep Score: -11561919.000000 Penalty: 5449.259766 Iteration 56Q: 3 clusters Score -1.156192e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29986 members Mstep: Class 2 contains 29080 members Entering Unmasked Estep Score: -11561927.000000 Penalty: 5449.259766 Iteration 57Q: 3 clusters Score -1.156193e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29989 members Mstep: Class 2 contains 29077 members Entering Unmasked Estep Score: -11561938.000000 Penalty: 5449.259766 Iteration 58Q: 3 clusters Score -1.156194e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29992 members Mstep: Class 2 contains 29074 members Entering Unmasked Estep Score: -11561949.000000 Penalty: 5449.259766 Iteration 59Q: 3 clusters Score -1.156195e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29999 members Mstep: Class 2 contains 29067 members Entering Unmasked Estep Score: -11561944.000000 Penalty: 5449.259766 Iteration 60F: 3 clusters Score -1.156194e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30001 members Mstep: Class 2 contains 29065 members Entering Unmasked Estep Score: -11561949.000000 Penalty: 5449.259766 Iteration 61Q: 3 clusters Score -1.156195e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30019 members Mstep: Class 2 contains 29047 members Entering Unmasked Estep Score: -11561923.000000 Penalty: 5449.259766 Iteration 62Q: 3 clusters Score -1.156192e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30021 members Mstep: Class 2 contains 29045 members Entering Unmasked Estep Score: -11561926.000000 Penalty: 5449.259766 Iteration 63Q: 3 clusters Score -1.156193e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30035 members Mstep: Class 2 contains 29031 members Entering Unmasked Estep Score: -11561920.000000 Penalty: 5449.259766 Iteration 64Q: 3 clusters Score -1.156192e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30051 members Mstep: Class 2 contains 29015 members Entering Unmasked Estep Score: -11561916.000000 Penalty: 5449.259766 Iteration 65Q: 3 clusters Score -1.156192e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30065 members Mstep: Class 2 contains 29001 members Entering Unmasked Estep Score: -11561907.000000 Penalty: 5449.259766 Iteration 66Q: 3 clusters Score -1.156191e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30082 members Mstep: Class 2 contains 28984 members Entering Unmasked Estep Score: -11561907.000000 Penalty: 5449.259766 Iteration 67Q: 3 clusters Score -1.156191e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30090 members Mstep: Class 2 contains 28976 members Entering Unmasked Estep 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5449.259766 Iteration 87Q: 3 clusters Score -1.156176e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30146 members Mstep: Class 2 contains 28920 members Entering Unmasked Estep Score: -11561738.000000 Penalty: 5449.259766 Iteration 88Q: 3 clusters Score -1.156174e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30159 members Mstep: Class 2 contains 28907 members Entering Unmasked Estep Score: -11561755.000000 Penalty: 5449.259766 Iteration 89Q: 3 clusters Score -1.156176e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30176 members Mstep: Class 2 contains 28890 members Entering Unmasked Estep Score: -11561764.000000 Penalty: 5449.259766 Iteration 90Q: 3 clusters Score -1.156176e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30188 members Mstep: Class 2 contains 28878 members Entering 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Mstep: Class 2 contains 28875 members Entering Unmasked Estep Score: -11561759.000000 Penalty: 5449.259766 Iteration 95Q: 3 clusters Score -1.156176e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30193 members Mstep: Class 2 contains 28873 members Entering Unmasked Estep Score: -11561755.000000 Penalty: 5449.259766 Iteration 96Q: 3 clusters Score -1.156176e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30207 members Mstep: Class 2 contains 28859 members Entering Unmasked Estep Score: -11561757.000000 Penalty: 5449.259766 Iteration 97Q: 3 clusters Score -1.156176e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30218 members Mstep: Class 2 contains 28848 members Entering Unmasked Estep Score: -11561767.000000 Penalty: 5449.259766 Iteration 98Q: 3 clusters Score -1.156177e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30214 members Mstep: Class 2 contains 28852 members Entering Unmasked Estep Score: -11561770.000000 Penalty: 5449.259766 Iteration 99Q: 3 clusters Score -1.156177e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30220 members Mstep: Class 2 contains 28846 members Entering Unmasked Estep Score: -11561759.000000 Penalty: 5449.259766 Iteration 100F: 3 clusters Score -1.156176e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30225 members Mstep: Class 2 contains 28841 members Entering Unmasked Estep Score: -11561745.000000 Penalty: 5449.259766 Iteration 101Q: 3 clusters Score -1.156174e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30234 members Mstep: Class 2 contains 28832 members Entering Unmasked Estep Score: -11561736.000000 Penalty: 5449.259766 Iteration 102Q: 3 clusters Score -1.156174e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30248 members Mstep: Class 2 contains 28818 members Entering Unmasked Estep Score: -11561741.000000 Penalty: 5449.259766 Iteration 103Q: 3 clusters Score -1.156174e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30272 members Mstep: Class 2 contains 28794 members Entering Unmasked Estep Score: -11561756.000000 Penalty: 5449.259766 Iteration 104Q: 3 clusters Score -1.156176e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30288 members Mstep: Class 2 contains 28778 members Entering Unmasked Estep Score: -11561737.000000 Penalty: 5449.259766 Iteration 105Q: 3 clusters Score -1.156174e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30304 members Mstep: Class 2 contains 28762 members Entering Unmasked Estep Score: -11561732.000000 Penalty: 5449.259766 Iteration 106Q: 3 clusters Score -1.156173e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30313 members Mstep: Class 2 contains 28753 members Entering Unmasked Estep Score: -11561738.000000 Penalty: 5449.259766 Iteration 107Q: 3 clusters Score -1.156174e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30322 members Mstep: Class 2 contains 28744 members Entering Unmasked Estep Score: -11561716.000000 Penalty: 5449.259766 Iteration 108Q: 3 clusters Score -1.156172e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30335 members Mstep: Class 2 contains 28731 members Entering Unmasked Estep Score: -11561727.000000 Penalty: 5449.259766 Iteration 109Q: 3 clusters Score -1.156173e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30350 members Mstep: Class 2 contains 28716 members Entering Unmasked Estep Score: -11561717.000000 Penalty: 5449.259766 Iteration 110Q: 3 clusters Score -1.156172e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30353 members Mstep: Class 2 contains 28713 members Entering Unmasked Estep Score: -11561714.000000 Penalty: 5449.259766 Iteration 111Q: 3 clusters Score -1.156171e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30354 members Mstep: Class 2 contains 28712 members Entering Unmasked Estep Score: -11561705.000000 Penalty: 5449.259766 Iteration 112Q: 3 clusters Score -1.15617e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30354 members Mstep: Class 2 contains 28712 members Entering Unmasked Estep Score: -11561698.000000 Penalty: 5449.259766 Iteration 113Q: 3 clusters Score -1.15617e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30347 members Mstep: Class 2 contains 28719 members Entering Unmasked Estep Score: -11561689.000000 Penalty: 5449.259766 Iteration 114Q: 3 clusters Score -1.156169e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30339 members Mstep: Class 2 contains 28727 members Entering Unmasked Estep Score: -11561691.000000 Penalty: 5449.259766 Iteration 115Q: 3 clusters Score -1.156169e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30339 members Mstep: Class 2 contains 28727 members Entering Unmasked Estep Score: -11561696.000000 Penalty: 5449.259766 Iteration 116Q: 3 clusters Score -1.15617e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30327 members Mstep: Class 2 contains 28739 members Entering Unmasked Estep Score: -11561692.000000 Penalty: 5449.259766 Iteration 117Q: 3 clusters Score -1.156169e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30322 members Mstep: Class 2 contains 28744 members Entering Unmasked Estep Score: -11561672.000000 Penalty: 5449.259766 Iteration 118Q: 3 clusters Score -1.156167e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30321 members Mstep: Class 2 contains 28745 members Entering Unmasked Estep Score: -11561675.000000 Penalty: 5449.259766 Iteration 119Q: 3 clusters Score -1.156168e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30321 members Mstep: Class 2 contains 28745 members Entering Unmasked Estep Score: -11561679.000000 Penalty: 5449.259766 Iteration 120F: 3 clusters Score -1.156168e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30320 members Mstep: Class 2 contains 28746 members Entering Unmasked Estep Score: -11561676.000000 Penalty: 5449.259766 Iteration 121Q: 3 clusters Score -1.156168e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30322 members Mstep: Class 2 contains 28744 members Entering Unmasked Estep Score: -11561683.000000 Penalty: 5449.259766 Iteration 122Q: 3 clusters Score -1.156168e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30327 members Mstep: Class 2 contains 28739 members Entering Unmasked Estep Score: -11561678.000000 Penalty: 5449.259766 Iteration 123Q: 3 clusters Score -1.156168e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30324 members Mstep: Class 2 contains 28742 members Entering Unmasked Estep Score: -11561678.000000 Penalty: 5449.259766 Iteration 124Q: 3 clusters Score -1.156168e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30326 members Mstep: Class 2 contains 28740 members Entering Unmasked Estep Score: -11561671.000000 Penalty: 5449.259766 Iteration 125Q: 3 clusters Score -1.156167e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30333 members Mstep: Class 2 contains 28733 members Entering Unmasked Estep Score: -11561677.000000 Penalty: 5449.259766 Iteration 126Q: 3 clusters Score -1.156168e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30338 members Mstep: Class 2 contains 28728 members Entering Unmasked Estep Score: -11561684.000000 Penalty: 5449.259766 Iteration 127Q: 3 clusters Score -1.156168e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30341 members Mstep: Class 2 contains 28725 members Entering Unmasked Estep Score: -11561686.000000 Penalty: 5449.259766 Iteration 128Q: 3 clusters Score -1.156169e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30339 members Mstep: Class 2 contains 28727 members Entering Unmasked Estep Score: -11561688.000000 Penalty: 5449.259766 Iteration 129Q: 3 clusters Score -1.156169e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30338 members Mstep: Class 2 contains 28728 members Entering Unmasked Estep Score: -11561689.000000 Penalty: 5449.259766 Iteration 130Q: 3 clusters Score -1.156169e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30339 members Mstep: Class 2 contains 28727 members Entering Unmasked Estep Score: -11561701.000000 Penalty: 5449.259766 Iteration 131Q: 3 clusters Score -1.15617e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30341 members Mstep: Class 2 contains 28725 members Entering Unmasked Estep Score: -11561693.000000 Penalty: 5449.259766 Iteration 132Q: 3 clusters Score -1.156169e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30342 members Mstep: Class 2 contains 28724 members Entering Unmasked Estep Score: -11561692.000000 Penalty: 5449.259766 Iteration 133Q: 3 clusters Score -1.156169e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30345 members Mstep: Class 2 contains 28721 members Entering Unmasked Estep Score: -11561686.000000 Penalty: 5449.259766 Iteration 134Q: 3 clusters Score -1.156169e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30346 members Mstep: Class 2 contains 28720 members Entering Unmasked Estep Score: -11561692.000000 Penalty: 5449.259766 Iteration 135Q: 3 clusters Score -1.156169e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30347 members Mstep: Class 2 contains 28719 members Entering Unmasked Estep Score: -11561690.000000 Penalty: 5449.259766 Iteration 136Q: 3 clusters Score -1.156169e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30347 members Mstep: Class 2 contains 28719 members Entering Unmasked Estep Score: -11561690.000000 Penalty: 5449.259766 Iteration 137F: 3 clusters Score -1.156169e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 55781 members Mstep: Class 3 contains 1256 members Mstep: Class 4 contains 3928 members Mstep: Class 5 contains 65064 members Mstep: Class 6 contains 1042 members Mstep: Class 7 contains 6833 members Mstep: Class 8 contains 279 members Mstep: Class 9 contains 1751 members Mstep: Class 10 contains 43483 members Mstep: Class 11 contains 270 members Mstep: Class 12 contains 2089 members Mstep: Class 13 contains 20815 members Mstep: Class 14 contains 1213 members Mstep: Class 15 contains 78756 members Mstep: Class 16 contains 4520 members Mstep: Class 17 contains 143 members Mstep: Class 18 contains 30347 members Mstep: Class 19 contains 1350 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 28719 members Entering Unmasked Estep Score: -63619472.000000 Penalty: 66474.875000 Splitting cluster 18 changes total score from -63601352.000000 to -63619472.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 19 (1350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Entering Unmasked Estep Score: -211767.156250 Penalty: 1787.549316 Iteration 0F: 2 clusters Score -211767.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -209707.546875 Penalty: 3575.098633 Iteration 0F: 3 clusters Score -209707.5 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -210734.484375 Penalty: 3575.098633 Iteration 1F: 3 clusters Score -210734.5 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -212063.375000 Penalty: 3575.098633 Iteration 2F: 3 clusters Score -212063.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -213085.390625 Penalty: 3575.098633 Iteration 3F: 3 clusters Score -213085.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -213816.468750 Penalty: 3575.098633 Iteration 4F: 3 clusters Score -213816.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -213936.453125 Penalty: 3575.098633 Iteration 5Q: 3 clusters Score -213936.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -213961.437500 Penalty: 3575.098633 Iteration 6Q: 3 clusters Score -213961.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -213969.562500 Penalty: 3575.098633 Iteration 7Q: 3 clusters Score -213969.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -213970.546875 Penalty: 3575.098633 Iteration 8Q: 3 clusters Score -213970.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -213970.546875 Penalty: 3575.098633 Iteration 9F: 3 clusters Score -213970.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 55781 members Mstep: Class 3 contains 1256 members Mstep: Class 4 contains 3928 members Mstep: Class 5 contains 65064 members Mstep: Class 6 contains 1042 members Mstep: Class 7 contains 6833 members Mstep: Class 8 contains 279 members Mstep: Class 9 contains 1751 members Mstep: Class 10 contains 43483 members Mstep: Class 11 contains 270 members Mstep: Class 12 contains 2089 members Mstep: Class 13 contains 20815 members Mstep: Class 14 contains 1213 members Mstep: Class 15 contains 78756 members Mstep: Class 16 contains 4520 members Mstep: Class 17 contains 143 members Mstep: Class 18 contains 30347 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 28719 members Mstep: Class 22 contains 376 members Entering Unmasked Estep Score: -63620280.000000 Penalty: 69640.343750 Splitting cluster 19 changes total score from -63601352.000000 to -63620280.000000 So it's getting split into cluster 22. Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 55781 members Mstep: Class 4 contains 3928 members Mstep: Class 5 contains 65064 members Mstep: Class 7 contains 6833 members Mstep: Class 8 contains 279 members Mstep: Class 10 contains 43483 members Mstep: Class 11 contains 270 members Mstep: Class 13 contains 20815 members Mstep: Class 14 contains 1213 members Mstep: Class 15 contains 78756 members Mstep: Class 16 contains 4520 members Mstep: Class 17 contains 143 members Mstep: Class 18 contains 30347 members Mstep: Class 19 contains 974 members Entering Unmasked Estep ConsiderDeletion Score: -63625120.000000 Penalty: 69640.343750 Iteration 39Q: 23 clusters Score -6.362512e+07 nChanged 9583 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 55947 members Mstep: Class 3 contains 1281 members Mstep: Class 4 contains 3917 members Mstep: Class 5 contains 67762 members Mstep: Class 6 contains 1042 members Mstep: Class 7 contains 7218 members Mstep: Class 8 contains 279 members Mstep: Class 9 contains 1753 members Mstep: Class 10 contains 43024 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 2096 members Mstep: Class 13 contains 20845 members Mstep: Class 14 contains 1258 members Mstep: Class 15 contains 75720 members Mstep: Class 16 contains 4906 members Mstep: Class 17 contains 143 members Mstep: Class 18 contains 31095 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 400 members Mstep: Class 21 contains 27754 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63630152.000000 Penalty: 69640.343750 Iteration 40F: 23 clusters Score -6.363015e+07 nChanged 9815 Entering Unmasked Mstep Mstep: Class 0 contains 132 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 55739 members Mstep: Class 3 contains 1302 members Mstep: Class 4 contains 3857 members Mstep: Class 5 contains 70863 members Mstep: Class 6 contains 1042 members Mstep: Class 7 contains 7373 members Mstep: Class 8 contains 280 members Mstep: Class 9 contains 1805 members Mstep: Class 10 contains 40678 members Mstep: Class 11 contains 244 members Mstep: Class 12 contains 2292 members Mstep: Class 13 contains 20949 members Mstep: Class 14 contains 1260 members Mstep: Class 15 contains 72070 members Mstep: Class 16 contains 5367 members Mstep: Class 17 contains 153 members Mstep: Class 18 contains 31148 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 443 members Mstep: Class 21 contains 29856 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63632584.000000 Penalty: 69640.343750 Iteration 41Q: 23 clusters Score -6.363258e+07 nChanged 8902 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 55585 members Mstep: Class 3 contains 1303 members Mstep: Class 4 contains 3843 members Mstep: Class 5 contains 74526 members Mstep: Class 6 contains 1044 members Mstep: Class 7 contains 7454 members Mstep: Class 8 contains 278 members Mstep: Class 9 contains 1820 members Mstep: Class 10 contains 38880 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2372 members Mstep: Class 13 contains 20950 members Mstep: Class 14 contains 1255 members Mstep: Class 15 contains 68073 members Mstep: Class 16 contains 5915 members Mstep: Class 17 contains 150 members Mstep: Class 18 contains 31588 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 460 members Mstep: Class 21 contains 30982 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63634016.000000 Penalty: 69640.343750 Iteration 42Q: 23 clusters Score -6.363402e+07 nChanged 9008 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 55467 members Mstep: Class 3 contains 1305 members Mstep: Class 4 contains 3856 members Mstep: Class 5 contains 78622 members Mstep: Class 6 contains 1044 members Mstep: Class 7 contains 7469 members Mstep: Class 8 contains 278 members Mstep: Class 9 contains 1828 members Mstep: Class 10 contains 37485 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2392 members Mstep: Class 13 contains 20884 members Mstep: Class 14 contains 1254 members Mstep: Class 15 contains 63593 members Mstep: Class 16 contains 6570 members Mstep: Class 17 contains 149 members Mstep: Class 18 contains 31998 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 472 members Mstep: Class 21 contains 31809 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63636272.000000 Penalty: 69640.343750 Iteration 43Q: 23 clusters Score -6.363627e+07 nChanged 8768 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 55363 members Mstep: Class 3 contains 1312 members Mstep: Class 4 contains 3866 members Mstep: Class 5 contains 82824 members Mstep: Class 6 contains 1044 members Mstep: Class 7 contains 7479 members Mstep: Class 8 contains 278 members Mstep: Class 9 contains 1836 members Mstep: Class 10 contains 36307 members Mstep: Class 11 contains 237 members Mstep: Class 12 contains 2401 members Mstep: Class 13 contains 20826 members Mstep: Class 14 contains 1252 members Mstep: Class 15 contains 59002 members Mstep: Class 16 contains 7294 members Mstep: Class 17 contains 150 members Mstep: Class 18 contains 32416 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 32347 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63638396.000000 Penalty: 69640.343750 Iteration 44Q: 23 clusters Score -6.36384e+07 nChanged 8944 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 55259 members Mstep: Class 3 contains 1312 members Mstep: Class 4 contains 3861 members Mstep: Class 5 contains 87319 members Mstep: Class 6 contains 1044 members Mstep: Class 7 contains 7484 members Mstep: Class 8 contains 278 members Mstep: Class 9 contains 1841 members Mstep: Class 10 contains 35224 members Mstep: Class 11 contains 236 members Mstep: Class 12 contains 2387 members Mstep: Class 13 contains 20772 members Mstep: Class 14 contains 1253 members Mstep: Class 15 contains 54194 members Mstep: Class 16 contains 8077 members Mstep: Class 17 contains 150 members Mstep: Class 18 contains 32857 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 481 members Mstep: Class 21 contains 32679 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63638920.000000 Penalty: 69640.343750 Iteration 45Q: 23 clusters Score -6.363892e+07 nChanged 8997 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 55177 members Mstep: Class 3 contains 1313 members Mstep: Class 4 contains 3850 members Mstep: Class 5 contains 91423 members Mstep: Class 6 contains 1044 members Mstep: Class 7 contains 7462 members Mstep: Class 8 contains 278 members Mstep: Class 9 contains 1849 members Mstep: Class 10 contains 34149 members Mstep: Class 11 contains 236 members Mstep: Class 12 contains 2358 members Mstep: Class 13 contains 20772 members Mstep: Class 14 contains 1249 members Mstep: Class 15 contains 49719 members Mstep: Class 16 contains 8978 members Mstep: Class 17 contains 150 members Mstep: Class 18 contains 33336 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 479 members Mstep: Class 21 contains 32884 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63638848.000000 Penalty: 69640.343750 Iteration 46Q: 23 clusters Score -6.363885e+07 nChanged 8352 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 55108 members Mstep: Class 3 contains 1312 members Mstep: Class 4 contains 3828 members Mstep: Class 5 contains 94525 members Mstep: Class 6 contains 1044 members Mstep: Class 7 contains 7461 members Mstep: Class 8 contains 278 members Mstep: Class 9 contains 1855 members Mstep: Class 10 contains 33187 members Mstep: Class 11 contains 236 members Mstep: Class 12 contains 2303 members Mstep: Class 13 contains 20802 members Mstep: Class 14 contains 1248 members Mstep: Class 15 contains 46153 members Mstep: Class 16 contains 9904 members Mstep: Class 17 contains 151 members Mstep: Class 18 contains 33824 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 479 members Mstep: Class 21 contains 33007 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63637596.000000 Penalty: 69640.343750 Iteration 47Q: 23 clusters Score -6.36376e+07 nChanged 7623 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 55076 members Mstep: Class 3 contains 1314 members Mstep: Class 4 contains 3807 members Mstep: Class 5 contains 96435 members Mstep: Class 6 contains 1044 members Mstep: Class 7 contains 7463 members Mstep: Class 8 contains 278 members Mstep: Class 9 contains 1859 members Mstep: Class 10 contains 32388 members Mstep: Class 11 contains 236 members Mstep: Class 12 contains 2258 members Mstep: Class 13 contains 20857 members Mstep: Class 14 contains 1248 members Mstep: Class 15 contains 43664 members Mstep: Class 16 contains 10812 members Mstep: Class 17 contains 151 members Mstep: Class 18 contains 34328 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 479 members Mstep: Class 21 contains 33006 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63638076.000000 Penalty: 69640.343750 Iteration 48Q: 23 clusters Score -6.363808e+07 nChanged 6439 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 55031 members Mstep: Class 3 contains 1314 members Mstep: Class 4 contains 3787 members Mstep: Class 5 contains 97476 members Mstep: Class 6 contains 1044 members Mstep: Class 7 contains 7454 members Mstep: Class 8 contains 278 members Mstep: Class 9 contains 1861 members Mstep: Class 10 contains 31634 members Mstep: Class 11 contains 236 members Mstep: Class 12 contains 2247 members Mstep: Class 13 contains 20917 members Mstep: Class 14 contains 1249 members Mstep: Class 15 contains 42180 members Mstep: Class 16 contains 11556 members Mstep: Class 17 contains 151 members Mstep: Class 18 contains 34817 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 479 members Mstep: Class 21 contains 32992 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63638116.000000 Penalty: 69640.343750 Iteration 49Q: 23 clusters Score -6.363812e+07 nChanged 5532 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 54982 members Mstep: Class 3 contains 1314 members Mstep: Class 4 contains 3760 members Mstep: Class 5 contains 97830 members Mstep: Class 6 contains 1044 members Mstep: Class 7 contains 7459 members Mstep: Class 8 contains 278 members Mstep: Class 9 contains 1861 members Mstep: Class 10 contains 31009 members Mstep: Class 11 contains 236 members Mstep: Class 12 contains 2243 members Mstep: Class 13 contains 20957 members Mstep: Class 14 contains 1249 members Mstep: Class 15 contains 41416 members Mstep: Class 16 contains 12213 members Mstep: Class 17 contains 151 members Mstep: Class 18 contains 35326 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 32896 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63637988.000000 Penalty: 69640.343750 Iteration 50Q: 23 clusters Score -6.363799e+07 nChanged 4689 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 54945 members Mstep: Class 3 contains 1315 members Mstep: Class 4 contains 3746 members Mstep: Class 5 contains 97809 members Mstep: Class 6 contains 1044 members Mstep: Class 7 contains 7463 members Mstep: Class 8 contains 278 members Mstep: Class 9 contains 1861 members Mstep: Class 10 contains 30471 members Mstep: Class 11 contains 236 members Mstep: Class 12 contains 2251 members Mstep: Class 13 contains 20984 members Mstep: Class 14 contains 1248 members Mstep: Class 15 contains 41054 members Mstep: Class 16 contains 12804 members Mstep: Class 17 contains 151 members Mstep: Class 18 contains 35830 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 481 members Mstep: Class 21 contains 32732 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63637704.000000 Penalty: 69640.343750 Iteration 51Q: 23 clusters Score -6.36377e+07 nChanged 4104 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 54932 members Mstep: Class 3 contains 1315 members Mstep: Class 4 contains 3717 members Mstep: Class 5 contains 97457 members Mstep: Class 6 contains 1044 members Mstep: Class 7 contains 7465 members Mstep: Class 8 contains 278 members Mstep: Class 9 contains 1863 members Mstep: Class 10 contains 30097 members Mstep: Class 11 contains 236 members Mstep: Class 12 contains 2250 members Mstep: Class 13 contains 21042 members Mstep: Class 14 contains 1248 members Mstep: Class 15 contains 40972 members Mstep: Class 16 contains 13335 members Mstep: Class 17 contains 151 members Mstep: Class 18 contains 36305 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 32513 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63637600.000000 Penalty: 69640.343750 Iteration 52Q: 23 clusters Score -6.36376e+07 nChanged 3842 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 54908 members Mstep: Class 3 contains 1314 members Mstep: Class 4 contains 3681 members Mstep: Class 5 contains 96740 members Mstep: Class 6 contains 1044 members Mstep: Class 7 contains 7481 members Mstep: Class 8 contains 278 members Mstep: Class 9 contains 1866 members Mstep: Class 10 contains 29778 members Mstep: Class 11 contains 236 members Mstep: Class 12 contains 2262 members Mstep: Class 13 contains 21152 members Mstep: Class 14 contains 1246 members Mstep: Class 15 contains 41221 members Mstep: Class 16 contains 13822 members Mstep: Class 17 contains 151 members Mstep: Class 18 contains 36816 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 486 members Mstep: Class 21 contains 32222 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63637304.000000 Penalty: 69640.343750 Iteration 53Q: 23 clusters Score -6.36373e+07 nChanged 3637 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 54903 members Mstep: Class 3 contains 1314 members Mstep: Class 4 contains 3647 members Mstep: Class 5 contains 95856 members Mstep: Class 6 contains 1044 members Mstep: Class 7 contains 7496 members Mstep: Class 8 contains 278 members Mstep: Class 9 contains 1870 members Mstep: Class 10 contains 29476 members Mstep: Class 11 contains 236 members Mstep: Class 12 contains 2264 members Mstep: Class 13 contains 21265 members Mstep: Class 14 contains 1242 members Mstep: Class 15 contains 41683 members Mstep: Class 16 contains 14272 members Mstep: Class 17 contains 151 members Mstep: Class 18 contains 37316 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 31904 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63637104.000000 Penalty: 69640.343750 Iteration 54Q: 23 clusters Score -6.36371e+07 nChanged 3471 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 54897 members Mstep: Class 3 contains 1314 members Mstep: Class 4 contains 3618 members Mstep: Class 5 contains 94755 members Mstep: Class 6 contains 1044 members Mstep: Class 7 contains 7513 members Mstep: Class 8 contains 278 members Mstep: Class 9 contains 1872 members Mstep: Class 10 contains 29226 members Mstep: Class 11 contains 236 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21369 members Mstep: Class 14 contains 1239 members Mstep: Class 15 contains 42405 members Mstep: Class 16 contains 14651 members Mstep: Class 17 contains 151 members Mstep: Class 18 contains 37803 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 31577 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63636808.000000 Penalty: 69640.343750 Iteration 55Q: 23 clusters Score -6.363681e+07 nChanged 3474 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 54890 members Mstep: Class 3 contains 1314 members Mstep: Class 4 contains 3575 members Mstep: Class 5 contains 93470 members Mstep: Class 6 contains 1044 members Mstep: Class 7 contains 7540 members Mstep: Class 8 contains 278 members Mstep: Class 9 contains 1875 members Mstep: Class 10 contains 29000 members Mstep: Class 11 contains 236 members Mstep: Class 12 contains 2262 members Mstep: Class 13 contains 21469 members Mstep: Class 14 contains 1237 members Mstep: Class 15 contains 43344 members Mstep: Class 16 contains 15013 members Mstep: Class 17 contains 151 members Mstep: Class 18 contains 38274 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 31244 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63637564.000000 Penalty: 69640.343750 Iteration 56Q: 23 clusters Score -6.363756e+07 nChanged 3153 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 54878 members Mstep: Class 3 contains 1314 members Mstep: Class 4 contains 3540 members Mstep: Class 5 contains 92113 members Mstep: Class 6 contains 1044 members Mstep: Class 7 contains 7547 members Mstep: Class 8 contains 278 members Mstep: Class 9 contains 1877 members Mstep: Class 10 contains 28770 members Mstep: Class 11 contains 236 members Mstep: Class 12 contains 2258 members Mstep: Class 13 contains 21554 members Mstep: Class 14 contains 1236 members Mstep: Class 15 contains 44450 members Mstep: Class 16 contains 15326 members Mstep: Class 17 contains 151 members Mstep: Class 18 contains 38751 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 30893 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63638244.000000 Penalty: 69640.343750 Iteration 57Q: 23 clusters Score -6.363824e+07 nChanged 3008 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 54861 members Mstep: Class 3 contains 1315 members Mstep: Class 4 contains 3514 members Mstep: Class 5 contains 90746 members Mstep: Class 6 contains 1044 members Mstep: Class 7 contains 7555 members Mstep: Class 8 contains 278 members Mstep: Class 9 contains 1878 members Mstep: Class 10 contains 28587 members Mstep: Class 11 contains 236 members Mstep: Class 12 contains 2257 members Mstep: Class 13 contains 21615 members Mstep: Class 14 contains 1235 members Mstep: Class 15 contains 45642 members Mstep: Class 16 contains 15592 members Mstep: Class 17 contains 151 members Mstep: Class 18 contains 39170 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 30541 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63638920.000000 Penalty: 69640.343750 Iteration 58Q: 23 clusters Score -6.363892e+07 nChanged 3007 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 54854 members Mstep: Class 3 contains 1316 members Mstep: Class 4 contains 3493 members Mstep: Class 5 contains 89354 members Mstep: Class 6 contains 1044 members Mstep: Class 7 contains 7557 members Mstep: Class 8 contains 278 members Mstep: Class 9 contains 1879 members Mstep: Class 10 contains 28388 members Mstep: Class 11 contains 236 members Mstep: Class 12 contains 2255 members Mstep: Class 13 contains 21671 members Mstep: Class 14 contains 1234 members Mstep: Class 15 contains 46850 members Mstep: Class 16 contains 15850 members Mstep: Class 17 contains 151 members Mstep: Class 18 contains 39605 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 30201 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63639680.000000 Penalty: 69640.343750 Iteration 59Q: 23 clusters Score -6.363968e+07 nChanged 2871 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 54854 members Mstep: Class 3 contains 1317 members Mstep: Class 4 contains 3463 members Mstep: Class 5 contains 88065 members Mstep: Class 6 contains 1044 members Mstep: Class 7 contains 7556 members Mstep: Class 8 contains 278 members Mstep: Class 9 contains 1879 members Mstep: Class 10 contains 28223 members Mstep: Class 11 contains 236 members Mstep: Class 12 contains 2252 members Mstep: Class 13 contains 21692 members Mstep: Class 14 contains 1234 members Mstep: Class 15 contains 48020 members Mstep: Class 16 contains 16085 members Mstep: Class 17 contains 151 members Mstep: Class 18 contains 40019 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 29846 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63640900.000000 Penalty: 69640.343750 Iteration 60F: 23 clusters Score -6.36409e+07 nChanged 2846 Entering Unmasked Mstep Mstep: Class 0 contains 119 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 54824 members Mstep: Class 3 contains 1319 members Mstep: Class 4 contains 3437 members Mstep: Class 5 contains 86917 members Mstep: Class 6 contains 1044 members Mstep: Class 7 contains 7553 members Mstep: Class 8 contains 279 members Mstep: Class 9 contains 1880 members Mstep: Class 10 contains 28081 members Mstep: Class 11 contains 239 members Mstep: Class 12 contains 2250 members Mstep: Class 13 contains 21701 members Mstep: Class 14 contains 1236 members Mstep: Class 15 contains 49099 members Mstep: Class 16 contains 16273 members Mstep: Class 17 contains 156 members Mstep: Class 18 contains 40432 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 29507 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63642008.000000 Penalty: 69640.343750 Iteration 61Q: 23 clusters Score -6.364201e+07 nChanged 2654 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 54823 members Mstep: Class 3 contains 1320 members Mstep: Class 4 contains 3410 members Mstep: Class 5 contains 85730 members Mstep: Class 6 contains 1049 members Mstep: Class 7 contains 7549 members Mstep: Class 8 contains 274 members Mstep: Class 9 contains 1882 members Mstep: Class 10 contains 27962 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2240 members Mstep: Class 13 contains 21719 members Mstep: Class 14 contains 1234 members Mstep: Class 15 contains 50181 members Mstep: Class 16 contains 16453 members Mstep: Class 17 contains 157 members Mstep: Class 18 contains 40815 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 490 members Mstep: Class 21 contains 29189 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63642560.000000 Penalty: 69640.343750 Iteration 62Q: 23 clusters Score -6.364256e+07 nChanged 2481 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 54834 members Mstep: Class 3 contains 1320 members Mstep: Class 4 contains 3394 members Mstep: Class 5 contains 84606 members Mstep: Class 6 contains 1050 members Mstep: Class 7 contains 7563 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 1882 members Mstep: Class 10 contains 27872 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2232 members Mstep: Class 13 contains 21720 members Mstep: Class 14 contains 1233 members Mstep: Class 15 contains 51153 members Mstep: Class 16 contains 16631 members Mstep: Class 17 contains 156 members Mstep: Class 18 contains 41143 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 493 members Mstep: Class 21 contains 28923 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63643168.000000 Penalty: 69640.343750 Iteration 63Q: 23 clusters Score -6.364317e+07 nChanged 2339 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 54844 members Mstep: Class 3 contains 1320 members Mstep: Class 4 contains 3365 members Mstep: Class 5 contains 83573 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7567 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1882 members Mstep: Class 10 contains 27795 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2229 members Mstep: Class 13 contains 21703 members Mstep: Class 14 contains 1233 members Mstep: Class 15 contains 52052 members Mstep: Class 16 contains 16806 members Mstep: Class 17 contains 155 members Mstep: Class 18 contains 41396 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 494 members Mstep: Class 21 contains 28741 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63643540.000000 Penalty: 69640.343750 Iteration 64Q: 23 clusters Score -6.364354e+07 nChanged 2260 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 54847 members Mstep: Class 3 contains 1320 members Mstep: Class 4 contains 3343 members Mstep: Class 5 contains 82605 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7564 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1882 members Mstep: Class 10 contains 27711 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2230 members Mstep: Class 13 contains 21679 members Mstep: Class 14 contains 1233 members Mstep: Class 15 contains 52915 members Mstep: Class 16 contains 16982 members Mstep: Class 17 contains 155 members Mstep: Class 18 contains 41643 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 495 members Mstep: Class 21 contains 28551 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63643760.000000 Penalty: 69640.343750 Iteration 65Q: 23 clusters Score -6.364376e+07 nChanged 2211 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 54840 members Mstep: Class 3 contains 1320 members Mstep: Class 4 contains 3320 members Mstep: Class 5 contains 81771 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7564 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1882 members Mstep: Class 10 contains 27671 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2230 members Mstep: Class 13 contains 21673 members Mstep: Class 14 contains 1232 members Mstep: Class 15 contains 53665 members Mstep: Class 16 contains 17133 members Mstep: Class 17 contains 155 members Mstep: Class 18 contains 41836 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 495 members Mstep: Class 21 contains 28367 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63643748.000000 Penalty: 69640.343750 Iteration 66Q: 23 clusters Score -6.364375e+07 nChanged 2105 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 54836 members Mstep: Class 3 contains 1320 members Mstep: Class 4 contains 3298 members Mstep: Class 5 contains 81000 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7561 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1882 members Mstep: Class 10 contains 27633 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2230 members Mstep: Class 13 contains 21678 members Mstep: Class 14 contains 1232 members Mstep: Class 15 contains 54332 members Mstep: Class 16 contains 17278 members Mstep: Class 17 contains 155 members Mstep: Class 18 contains 41991 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 494 members Mstep: Class 21 contains 28233 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63643732.000000 Penalty: 69640.343750 Iteration 67Q: 23 clusters Score -6.364373e+07 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 54851 members Mstep: Class 3 contains 1320 members Mstep: Class 4 contains 3274 members Mstep: Class 5 contains 80278 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7567 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 27583 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2229 members Mstep: Class 13 contains 21673 members Mstep: Class 14 contains 1233 members Mstep: Class 15 contains 54964 members Mstep: Class 16 contains 17404 members Mstep: Class 17 contains 156 members Mstep: Class 18 contains 42106 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 493 members Mstep: Class 21 contains 28139 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63643816.000000 Penalty: 69640.343750 Iteration 68Q: 23 clusters Score -6.364382e+07 nChanged 1890 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 54864 members Mstep: Class 3 contains 1320 members Mstep: Class 4 contains 3247 members Mstep: Class 5 contains 79617 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7564 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1884 members Mstep: Class 10 contains 27538 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2227 members Mstep: Class 13 contains 21665 members Mstep: Class 14 contains 1233 members Mstep: Class 15 contains 55545 members Mstep: Class 16 contains 17531 members Mstep: Class 17 contains 157 members Mstep: Class 18 contains 42210 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 494 members Mstep: Class 21 contains 28057 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63643712.000000 Penalty: 69640.343750 Iteration 69Q: 23 clusters Score -6.364371e+07 nChanged 1717 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 54892 members Mstep: Class 3 contains 1320 members Mstep: Class 4 contains 3223 members Mstep: Class 5 contains 78967 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7571 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1885 members Mstep: Class 10 contains 27495 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2227 members Mstep: Class 13 contains 21639 members Mstep: Class 14 contains 1233 members Mstep: Class 15 contains 56108 members Mstep: Class 16 contains 17657 members Mstep: Class 17 contains 158 members Mstep: Class 18 contains 42288 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 495 members Mstep: Class 21 contains 27996 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63643512.000000 Penalty: 69640.343750 Iteration 70Q: 23 clusters Score -6.364351e+07 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 54898 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 3201 members Mstep: Class 5 contains 78317 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7571 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1885 members Mstep: Class 10 contains 27427 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2228 members Mstep: Class 13 contains 21634 members Mstep: Class 14 contains 1233 members Mstep: Class 15 contains 56712 members Mstep: Class 16 contains 17762 members Mstep: Class 17 contains 158 members Mstep: Class 18 contains 42355 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 495 members Mstep: Class 21 contains 27955 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63643284.000000 Penalty: 69640.343750 Iteration 71Q: 23 clusters Score -6.364328e+07 nChanged 1525 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 54887 members Mstep: Class 3 contains 1322 members Mstep: Class 4 contains 3175 members Mstep: Class 5 contains 77754 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7568 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1884 members Mstep: Class 10 contains 27384 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2230 members Mstep: Class 13 contains 21643 members Mstep: Class 14 contains 1234 members Mstep: Class 15 contains 57218 members Mstep: Class 16 contains 17856 members Mstep: Class 17 contains 158 members Mstep: Class 18 contains 42405 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 495 members Mstep: Class 21 contains 27939 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63643176.000000 Penalty: 69640.343750 Iteration 72Q: 23 clusters Score -6.364318e+07 nChanged 1580 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 54878 members Mstep: Class 3 contains 1320 members Mstep: Class 4 contains 3156 members Mstep: Class 5 contains 77136 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7568 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1884 members Mstep: Class 10 contains 27319 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2231 members Mstep: Class 13 contains 21648 members Mstep: Class 14 contains 1234 members Mstep: Class 15 contains 57777 members Mstep: Class 16 contains 17950 members Mstep: Class 17 contains 158 members Mstep: Class 18 contains 42461 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 495 members Mstep: Class 21 contains 27936 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63643044.000000 Penalty: 69640.343750 Iteration 73Q: 23 clusters Score -6.364304e+07 nChanged 1637 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 54868 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 3144 members Mstep: Class 5 contains 76461 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7564 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 27268 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2228 members Mstep: Class 13 contains 21658 members Mstep: Class 14 contains 1234 members Mstep: Class 15 contains 58384 members Mstep: Class 16 contains 18041 members Mstep: Class 17 contains 158 members Mstep: Class 18 contains 42528 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 495 members Mstep: Class 21 contains 27917 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63642952.000000 Penalty: 69640.343750 Iteration 74Q: 23 clusters Score -6.364295e+07 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 54856 members Mstep: Class 3 contains 1322 members Mstep: Class 4 contains 3135 members Mstep: Class 5 contains 75852 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7564 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1882 members Mstep: Class 10 contains 27214 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2228 members Mstep: Class 13 contains 21655 members Mstep: Class 14 contains 1234 members Mstep: Class 15 contains 58937 members Mstep: Class 16 contains 18123 members Mstep: Class 17 contains 158 members Mstep: Class 18 contains 42596 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 495 members Mstep: Class 21 contains 27900 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63643048.000000 Penalty: 69640.343750 Iteration 75Q: 23 clusters Score -6.364305e+07 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 54850 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 3123 members Mstep: Class 5 contains 75339 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7563 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1882 members Mstep: Class 10 contains 27169 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2222 members Mstep: Class 13 contains 21659 members Mstep: Class 14 contains 1234 members Mstep: Class 15 contains 59389 members Mstep: Class 16 contains 18199 members Mstep: Class 17 contains 158 members Mstep: Class 18 contains 42669 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 495 members Mstep: Class 21 contains 27878 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63642960.000000 Penalty: 69640.343750 Iteration 76Q: 23 clusters Score -6.364296e+07 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 54848 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 3110 members Mstep: Class 5 contains 74828 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7555 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1882 members Mstep: Class 10 contains 27132 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2223 members Mstep: Class 13 contains 21649 members Mstep: Class 14 contains 1234 members Mstep: Class 15 contains 59858 members Mstep: Class 16 contains 18278 members Mstep: Class 17 contains 158 members Mstep: Class 18 contains 42745 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 495 members Mstep: Class 21 contains 27833 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63642948.000000 Penalty: 69640.343750 Iteration 77Q: 23 clusters Score -6.364295e+07 nChanged 1495 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 54841 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 3095 members Mstep: Class 5 contains 74393 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7559 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1881 members Mstep: Class 10 contains 27087 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2222 members Mstep: Class 13 contains 21632 members Mstep: Class 14 contains 1234 members Mstep: Class 15 contains 60243 members Mstep: Class 16 contains 18356 members Mstep: Class 17 contains 158 members Mstep: Class 18 contains 42825 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 495 members Mstep: Class 21 contains 27807 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63642920.000000 Penalty: 69640.343750 Iteration 78Q: 23 clusters Score -6.364292e+07 nChanged 1483 Entering ConstructFrom: Score: -63642920.000000 Penalty: 69640.343750 Entering ConstructFrom: Trying to split cluster 1 (1228 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Entering Unmasked Estep Score: -216291.250000 Penalty: 1764.059204 Iteration 0F: 2 clusters Score -216291.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -214201.812500 Penalty: 3528.118408 Iteration 0F: 3 clusters Score -214201.8 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -214531.984375 Penalty: 3528.118408 Iteration 1F: 3 clusters Score -214532 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -214663.593750 Penalty: 3528.118408 Iteration 2F: 3 clusters Score -214663.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -214768.828125 Penalty: 3528.118408 Iteration 3Q: 3 clusters Score -214768.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -214824.109375 Penalty: 3528.118408 Iteration 4Q: 3 clusters Score -214824.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -214878.953125 Penalty: 3528.118408 Iteration 5Q: 3 clusters Score -214879 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -214911.906250 Penalty: 3528.118408 Iteration 6Q: 3 clusters Score -214911.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -214942.125000 Penalty: 3528.118408 Iteration 7Q: 3 clusters Score -214942.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -214978.031250 Penalty: 3528.118408 Iteration 8Q: 3 clusters Score -214978 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -215020.953125 Penalty: 3528.118408 Iteration 9Q: 3 clusters Score -215021 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -215056.203125 Penalty: 3528.118408 Iteration 10Q: 3 clusters Score -215056.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -215100.265625 Penalty: 3528.118408 Iteration 11Q: 3 clusters Score -215100.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -215140.875000 Penalty: 3528.118408 Iteration 12Q: 3 clusters Score -215140.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -215182.031250 Penalty: 3528.118408 Iteration 13Q: 3 clusters Score -215182 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -215226.015625 Penalty: 3528.118408 Iteration 14Q: 3 clusters Score -215226 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -215269.281250 Penalty: 3528.118408 Iteration 15Q: 3 clusters Score -215269.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -215306.015625 Penalty: 3528.118408 Iteration 16Q: 3 clusters Score -215306 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -215345.875000 Penalty: 3528.118408 Iteration 17Q: 3 clusters Score -215345.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -215377.812500 Penalty: 3528.118408 Iteration 18Q: 3 clusters Score -215377.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -215400.156250 Penalty: 3528.118408 Iteration 19Q: 3 clusters Score -215400.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -215425.046875 Penalty: 3528.118408 Iteration 20F: 3 clusters Score -215425 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -215433.781250 Penalty: 3528.118408 Iteration 21Q: 3 clusters Score -215433.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -215441.203125 Penalty: 3528.118408 Iteration 22Q: 3 clusters Score -215441.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -215449.859375 Penalty: 3528.118408 Iteration 23Q: 3 clusters Score -215449.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -215455.828125 Penalty: 3528.118408 Iteration 24Q: 3 clusters Score -215455.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -215457.921875 Penalty: 3528.118408 Iteration 25Q: 3 clusters Score -215457.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -215459.234375 Penalty: 3528.118408 Iteration 26Q: 3 clusters Score -215459.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -215460.625000 Penalty: 3528.118408 Iteration 27Q: 3 clusters Score -215460.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -215460.625000 Penalty: 3528.118408 Iteration 28F: 3 clusters Score -215460.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (54842 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54842 members Entering Unmasked Estep Score: -9915689.000000 Penalty: 2706.228516 Iteration 0F: 2 clusters Score -9915689 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27318 members Mstep: Class 2 contains 27524 members Entering Unmasked Estep Score: -9883463.000000 Penalty: 5412.457031 Iteration 0F: 3 clusters Score -9883463 nChanged 25320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26348 members Mstep: Class 2 contains 28494 members Entering Unmasked Estep Score: -9897359.000000 Penalty: 5412.457031 Iteration 1F: 3 clusters Score -9897359 nChanged 2071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25979 members Mstep: Class 2 contains 28863 members Entering Unmasked Estep Score: -9897908.000000 Penalty: 5412.457031 Iteration 2Q: 3 clusters Score -9897908 nChanged 1875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25494 members Mstep: Class 2 contains 29348 members Entering Unmasked Estep Score: -9898284.000000 Penalty: 5412.457031 Iteration 3Q: 3 clusters Score -9898284 nChanged 1833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24833 members Mstep: Class 2 contains 30009 members Entering Unmasked Estep Score: -9898794.000000 Penalty: 5412.457031 Iteration 4Q: 3 clusters Score -9898794 nChanged 1840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23901 members Mstep: Class 2 contains 30941 members Entering Unmasked Estep Score: -9899354.000000 Penalty: 5412.457031 Iteration 5Q: 3 clusters Score -9899354 nChanged 1942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22641 members Mstep: Class 2 contains 32201 members Entering Unmasked Estep Score: -9899987.000000 Penalty: 5412.457031 Iteration 6Q: 3 clusters Score -9899987 nChanged 2076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21039 members Mstep: Class 2 contains 33803 members Entering Unmasked Estep Score: -9900762.000000 Penalty: 5412.457031 Iteration 7Q: 3 clusters Score -9900762 nChanged 2454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18921 members Mstep: Class 2 contains 35921 members Entering Unmasked Estep Score: -9902056.000000 Penalty: 5412.457031 Iteration 8Q: 3 clusters Score -9902056 nChanged 2909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16266 members Mstep: Class 2 contains 38576 members Entering Unmasked Estep Score: -9903942.000000 Penalty: 5412.457031 Iteration 9F: 3 clusters Score -9903942 nChanged 3073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13393 members Mstep: Class 2 contains 41449 members Entering Unmasked Estep Score: -9906183.000000 Penalty: 5412.457031 Iteration 10F: 3 clusters Score -9906183 nChanged 3006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10583 members Mstep: Class 2 contains 44259 members Entering Unmasked Estep Score: -9908568.000000 Penalty: 5412.457031 Iteration 11F: 3 clusters Score -9908568 nChanged 2560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8229 members Mstep: Class 2 contains 46613 members Entering Unmasked Estep Score: -9910208.000000 Penalty: 5412.457031 Iteration 12Q: 3 clusters Score -9910208 nChanged 1970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6409 members Mstep: Class 2 contains 48433 members Entering Unmasked Estep Score: -9911178.000000 Penalty: 5412.457031 Iteration 13Q: 3 clusters Score -9911178 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 49813 members Entering Unmasked Estep Score: -9911684.000000 Penalty: 5412.457031 Iteration 14Q: 3 clusters Score -9911684 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 50848 members Entering Unmasked Estep Score: -9912161.000000 Penalty: 5412.457031 Iteration 15Q: 3 clusters Score -9912161 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 51649 members Entering Unmasked Estep Score: -9912381.000000 Penalty: 5412.457031 Iteration 16Q: 3 clusters Score -9912381 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 52278 members Entering Unmasked Estep Score: -9912578.000000 Penalty: 5412.457031 Iteration 17Q: 3 clusters Score -9912578 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 52787 members Entering Unmasked Estep Score: -9912705.000000 Penalty: 5412.457031 Iteration 18Q: 3 clusters Score -9912705 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 53201 members Entering Unmasked Estep Score: -9912875.000000 Penalty: 5412.457031 Iteration 19Q: 3 clusters Score -9912875 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 53489 members Entering Unmasked Estep Score: -9913015.000000 Penalty: 5412.457031 Iteration 20F: 3 clusters Score -9913015 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 53694 members Entering Unmasked Estep Score: -9913104.000000 Penalty: 5412.457031 Iteration 21Q: 3 clusters Score -9913104 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 53837 members Entering Unmasked Estep Score: -9913149.000000 Penalty: 5412.457031 Iteration 22Q: 3 clusters Score -9913149 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 53947 members Entering Unmasked Estep Score: -9913216.000000 Penalty: 5412.457031 Iteration 23Q: 3 clusters Score -9913216 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 54020 members Entering Unmasked Estep Score: -9913279.000000 Penalty: 5412.457031 Iteration 24Q: 3 clusters Score -9913279 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 54072 members Entering Unmasked Estep Score: -9913324.000000 Penalty: 5412.457031 Iteration 25Q: 3 clusters Score -9913324 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 54109 members Entering Unmasked Estep Score: -9913320.000000 Penalty: 5412.457031 Iteration 26Q: 3 clusters Score -9913320 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 54136 members Entering Unmasked Estep Score: -9913325.000000 Penalty: 5412.457031 Iteration 27Q: 3 clusters Score -9913325 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 54158 members Entering Unmasked Estep Score: -9913339.000000 Penalty: 5412.457031 Iteration 28Q: 3 clusters Score -9913339 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 54180 members Entering Unmasked Estep Score: -9913349.000000 Penalty: 5412.457031 Iteration 29Q: 3 clusters Score -9913349 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 54189 members Entering Unmasked Estep Score: -9913356.000000 Penalty: 5412.457031 Iteration 30Q: 3 clusters Score -9913356 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 54203 members Entering Unmasked Estep Score: -9913372.000000 Penalty: 5412.457031 Iteration 31Q: 3 clusters Score -9913372 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 54208 members Entering Unmasked Estep Score: -9913365.000000 Penalty: 5412.457031 Iteration 32Q: 3 clusters Score -9913365 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 54215 members Entering Unmasked Estep Score: -9913384.000000 Penalty: 5412.457031 Iteration 33Q: 3 clusters Score -9913384 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 54222 members Entering Unmasked Estep Score: -9913391.000000 Penalty: 5412.457031 Iteration 34Q: 3 clusters Score -9913391 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 54228 members Entering Unmasked Estep Score: -9913390.000000 Penalty: 5412.457031 Iteration 35Q: 3 clusters Score -9913390 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 54233 members Entering Unmasked Estep Score: -9913379.000000 Penalty: 5412.457031 Iteration 36Q: 3 clusters Score -9913379 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 54241 members Entering Unmasked Estep Score: -9913381.000000 Penalty: 5412.457031 Iteration 37Q: 3 clusters Score -9913381 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 54245 members Entering Unmasked Estep Score: -9913384.000000 Penalty: 5412.457031 Iteration 38Q: 3 clusters Score -9913384 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 54248 members Entering Unmasked Estep Score: -9913390.000000 Penalty: 5412.457031 Iteration 39Q: 3 clusters Score -9913390 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 54251 members Entering Unmasked Estep Score: -9913384.000000 Penalty: 5412.457031 Iteration 40F: 3 clusters Score -9913384 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 54253 members Entering Unmasked Estep Score: -9913390.000000 Penalty: 5412.457031 Iteration 41Q: 3 clusters Score -9913390 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 54253 members Entering Unmasked Estep Score: -9913392.000000 Penalty: 5412.457031 Iteration 42Q: 3 clusters Score -9913392 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 54255 members Entering Unmasked Estep Score: -9913394.000000 Penalty: 5412.457031 Iteration 43Q: 3 clusters Score -9913394 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 54257 members Entering Unmasked Estep Score: -9913394.000000 Penalty: 5412.457031 Iteration 44Q: 3 clusters Score -9913394 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 54260 members Entering Unmasked Estep Score: -9913391.000000 Penalty: 5412.457031 Iteration 45Q: 3 clusters Score -9913391 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 54260 members Entering Unmasked Estep Score: -9913395.000000 Penalty: 5412.457031 Iteration 46Q: 3 clusters Score -9913395 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 54263 members Entering Unmasked Estep Score: -9913396.000000 Penalty: 5412.457031 Iteration 47Q: 3 clusters Score -9913396 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 54264 members Entering Unmasked Estep Score: -9913398.000000 Penalty: 5412.457031 Iteration 48Q: 3 clusters Score -9913398 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 54264 members Entering Unmasked Estep Score: -9913398.000000 Penalty: 5412.457031 Iteration 49F: 3 clusters Score -9913398 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Entering Unmasked Estep Score: -231473.484375 Penalty: 1782.163818 Iteration 0F: 2 clusters Score -231473.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -229304.000000 Penalty: 3564.327637 Iteration 0F: 3 clusters Score -229304 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -229697.500000 Penalty: 3564.327637 Iteration 1F: 3 clusters Score -229697.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -229834.562500 Penalty: 3564.327637 Iteration 2F: 3 clusters Score -229834.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -229926.203125 Penalty: 3564.327637 Iteration 3Q: 3 clusters Score -229926.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -230007.062500 Penalty: 3564.327637 Iteration 4Q: 3 clusters Score -230007.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -230074.468750 Penalty: 3564.327637 Iteration 5Q: 3 clusters Score -230074.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -230140.734375 Penalty: 3564.327637 Iteration 6Q: 3 clusters Score -230140.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -230205.437500 Penalty: 3564.327637 Iteration 7Q: 3 clusters Score -230205.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -230253.546875 Penalty: 3564.327637 Iteration 8Q: 3 clusters Score -230253.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -230290.265625 Penalty: 3564.327637 Iteration 9Q: 3 clusters Score -230290.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -230337.984375 Penalty: 3564.327637 Iteration 10Q: 3 clusters Score -230338 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -230393.265625 Penalty: 3564.327637 Iteration 11Q: 3 clusters Score -230393.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -230432.109375 Penalty: 3564.327637 Iteration 12Q: 3 clusters Score -230432.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -230450.328125 Penalty: 3564.327637 Iteration 13Q: 3 clusters Score -230450.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -230460.078125 Penalty: 3564.327637 Iteration 14Q: 3 clusters Score -230460.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -230474.078125 Penalty: 3564.327637 Iteration 15Q: 3 clusters Score -230474.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -230479.265625 Penalty: 3564.327637 Iteration 16Q: 3 clusters Score -230479.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -230490.562500 Penalty: 3564.327637 Iteration 17Q: 3 clusters Score -230490.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -230514.421875 Penalty: 3564.327637 Iteration 18Q: 3 clusters Score -230514.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -230535.328125 Penalty: 3564.327637 Iteration 19Q: 3 clusters Score -230535.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -230552.281250 Penalty: 3564.327637 Iteration 20F: 3 clusters Score -230552.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -230557.593750 Penalty: 3564.327637 Iteration 21Q: 3 clusters Score -230557.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -230562.375000 Penalty: 3564.327637 Iteration 22Q: 3 clusters Score -230562.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -230567.437500 Penalty: 3564.327637 Iteration 23Q: 3 clusters Score -230567.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -230572.796875 Penalty: 3564.327637 Iteration 24Q: 3 clusters Score -230572.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -230576.968750 Penalty: 3564.327637 Iteration 25Q: 3 clusters Score -230577 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -230578.234375 Penalty: 3564.327637 Iteration 26Q: 3 clusters Score -230578.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -230578.890625 Penalty: 3564.327637 Iteration 27Q: 3 clusters Score -230578.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -230578.890625 Penalty: 3564.327637 Iteration 28F: 3 clusters Score -230578.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3076 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Entering Unmasked Estep Score: -525273.500000 Penalty: 1991.783569 Iteration 0F: 2 clusters Score -525273.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -522007.687500 Penalty: 3983.567139 Iteration 0F: 3 clusters Score -522007.7 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -522770.343750 Penalty: 3983.567139 Iteration 1F: 3 clusters Score -522770.3 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -522961.218750 Penalty: 3983.567139 Iteration 2F: 3 clusters Score -522961.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -523083.718750 Penalty: 3983.567139 Iteration 3F: 3 clusters Score -523083.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -523168.906250 Penalty: 3983.567139 Iteration 4Q: 3 clusters Score -523168.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -523221.062500 Penalty: 3983.567139 Iteration 5Q: 3 clusters Score -523221.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -523257.375000 Penalty: 3983.567139 Iteration 6Q: 3 clusters Score -523257.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -523290.093750 Penalty: 3983.567139 Iteration 7Q: 3 clusters Score -523290.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -523315.437500 Penalty: 3983.567139 Iteration 8Q: 3 clusters Score -523315.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -523339.000000 Penalty: 3983.567139 Iteration 9Q: 3 clusters Score -523339 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -523360.000000 Penalty: 3983.567139 Iteration 10Q: 3 clusters Score -523360 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -523379.156250 Penalty: 3983.567139 Iteration 11Q: 3 clusters Score -523379.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -523394.031250 Penalty: 3983.567139 Iteration 12Q: 3 clusters Score -523394 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -523406.343750 Penalty: 3983.567139 Iteration 13Q: 3 clusters Score -523406.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -523417.500000 Penalty: 3983.567139 Iteration 14Q: 3 clusters Score -523417.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -523423.500000 Penalty: 3983.567139 Iteration 15Q: 3 clusters Score -523423.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -523430.937500 Penalty: 3983.567139 Iteration 16Q: 3 clusters Score -523430.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -523437.781250 Penalty: 3983.567139 Iteration 17Q: 3 clusters Score -523437.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -523445.156250 Penalty: 3983.567139 Iteration 18Q: 3 clusters Score -523445.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -523448.718750 Penalty: 3983.567139 Iteration 19Q: 3 clusters Score -523448.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -523450.281250 Penalty: 3983.567139 Iteration 20F: 3 clusters Score -523450.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -523454.062500 Penalty: 3983.567139 Iteration 21Q: 3 clusters Score -523454.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -523454.781250 Penalty: 3983.567139 Iteration 22Q: 3 clusters Score -523454.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -523454.656250 Penalty: 3983.567139 Iteration 23Q: 3 clusters Score -523454.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -523454.656250 Penalty: 3983.567139 Iteration 24F: 3 clusters Score -523454.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (74021 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74021 members Entering Unmasked Estep Score: -13595284.000000 Penalty: 2780.601807 Iteration 0F: 2 clusters Score -1.359528e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36937 members Mstep: Class 2 contains 37084 members Entering Unmasked Estep Score: -13550503.000000 Penalty: 5561.203613 Iteration 0F: 3 clusters Score -1.35505e+07 nChanged 34728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35803 members Mstep: Class 2 contains 38218 members Entering Unmasked Estep Score: -13570183.000000 Penalty: 5561.203613 Iteration 1F: 3 clusters Score -1.357018e+07 nChanged 3234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35015 members Mstep: Class 2 contains 39006 members Entering Unmasked Estep Score: -13571363.000000 Penalty: 5561.203613 Iteration 2Q: 3 clusters Score -1.357136e+07 nChanged 3625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33804 members Mstep: Class 2 contains 40217 members Entering Unmasked Estep Score: -13573111.000000 Penalty: 5561.203613 Iteration 3Q: 3 clusters Score -1.357311e+07 nChanged 4342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31866 members Mstep: Class 2 contains 42155 members Entering Unmasked Estep Score: -13575642.000000 Penalty: 5561.203613 Iteration 4F: 3 clusters Score -1.357564e+07 nChanged 5040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29222 members Mstep: Class 2 contains 44799 members Entering Unmasked Estep Score: -13579239.000000 Penalty: 5561.203613 Iteration 5F: 3 clusters Score -1.357924e+07 nChanged 5424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26012 members Mstep: Class 2 contains 48009 members Entering Unmasked Estep Score: -13583713.000000 Penalty: 5561.203613 Iteration 6F: 3 clusters Score -1.358371e+07 nChanged 5128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22866 members Mstep: Class 2 contains 51155 members Entering Unmasked Estep Score: -13588273.000000 Penalty: 5561.203613 Iteration 7F: 3 clusters Score -1.358827e+07 nChanged 3927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20505 members Mstep: Class 2 contains 53516 members Entering Unmasked Estep Score: -13591025.000000 Penalty: 5561.203613 Iteration 8F: 3 clusters Score -1.359102e+07 nChanged 2608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18585 members Mstep: Class 2 contains 55436 members Entering Unmasked Estep Score: -13592257.000000 Penalty: 5561.203613 Iteration 9Q: 3 clusters Score -1.359226e+07 nChanged 1918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16909 members Mstep: Class 2 contains 57112 members Entering Unmasked Estep Score: -13592862.000000 Penalty: 5561.203613 Iteration 10Q: 3 clusters Score -1.359286e+07 nChanged 1559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15548 members Mstep: Class 2 contains 58473 members Entering Unmasked Estep Score: -13593350.000000 Penalty: 5561.203613 Iteration 11Q: 3 clusters Score -1.359335e+07 nChanged 1320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14378 members Mstep: Class 2 contains 59643 members Entering Unmasked Estep Score: -13593504.000000 Penalty: 5561.203613 Iteration 12Q: 3 clusters Score -1.35935e+07 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13381 members Mstep: Class 2 contains 60640 members Entering Unmasked Estep Score: -13593664.000000 Penalty: 5561.203613 Iteration 13Q: 3 clusters Score -1.359366e+07 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12486 members Mstep: Class 2 contains 61535 members Entering Unmasked Estep Score: -13593813.000000 Penalty: 5561.203613 Iteration 14Q: 3 clusters Score -1.359381e+07 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11680 members Mstep: Class 2 contains 62341 members Entering Unmasked Estep Score: -13593891.000000 Penalty: 5561.203613 Iteration 15Q: 3 clusters Score -1.359389e+07 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10935 members Mstep: Class 2 contains 63086 members Entering Unmasked Estep Score: -13593796.000000 Penalty: 5561.203613 Iteration 16Q: 3 clusters Score -1.35938e+07 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10292 members Mstep: Class 2 contains 63729 members Entering Unmasked Estep Score: -13593757.000000 Penalty: 5561.203613 Iteration 17Q: 3 clusters Score -1.359376e+07 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9711 members Mstep: Class 2 contains 64310 members Entering Unmasked Estep Score: -13593774.000000 Penalty: 5561.203613 Iteration 18Q: 3 clusters Score -1.359377e+07 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9181 members Mstep: Class 2 contains 64840 members Entering Unmasked Estep Score: -13593711.000000 Penalty: 5561.203613 Iteration 19Q: 3 clusters Score -1.359371e+07 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8730 members Mstep: Class 2 contains 65291 members Entering Unmasked Estep Score: -13593644.000000 Penalty: 5561.203613 Iteration 20F: 3 clusters Score -1.359364e+07 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8290 members Mstep: Class 2 contains 65731 members Entering Unmasked Estep Score: -13593647.000000 Penalty: 5561.203613 Iteration 21Q: 3 clusters Score -1.359365e+07 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7871 members Mstep: Class 2 contains 66150 members Entering Unmasked Estep Score: -13593637.000000 Penalty: 5561.203613 Iteration 22Q: 3 clusters Score -1.359364e+07 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7461 members Mstep: Class 2 contains 66560 members Entering Unmasked Estep Score: -13593603.000000 Penalty: 5561.203613 Iteration 23Q: 3 clusters Score -1.35936e+07 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7059 members Mstep: Class 2 contains 66962 members Entering Unmasked Estep Score: -13593591.000000 Penalty: 5561.203613 Iteration 24Q: 3 clusters Score -1.359359e+07 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 67306 members Entering Unmasked Estep Score: -13593516.000000 Penalty: 5561.203613 Iteration 25Q: 3 clusters Score -1.359352e+07 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6409 members Mstep: Class 2 contains 67612 members Entering Unmasked Estep Score: -13593487.000000 Penalty: 5561.203613 Iteration 26Q: 3 clusters Score -1.359349e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6093 members Mstep: Class 2 contains 67928 members Entering Unmasked Estep Score: -13593459.000000 Penalty: 5561.203613 Iteration 27Q: 3 clusters Score -1.359346e+07 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5782 members Mstep: Class 2 contains 68239 members Entering Unmasked Estep Score: -13593450.000000 Penalty: 5561.203613 Iteration 28Q: 3 clusters Score -1.359345e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 68515 members Entering Unmasked Estep Score: -13593445.000000 Penalty: 5561.203613 Iteration 29Q: 3 clusters Score -1.359344e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 68781 members Entering Unmasked Estep Score: -13593434.000000 Penalty: 5561.203613 Iteration 30Q: 3 clusters Score -1.359343e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 69026 members Entering Unmasked Estep Score: -13593402.000000 Penalty: 5561.203613 Iteration 31Q: 3 clusters Score -1.35934e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 69262 members Entering Unmasked Estep Score: -13593385.000000 Penalty: 5561.203613 Iteration 32Q: 3 clusters Score -1.359338e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 69486 members Entering Unmasked Estep Score: -13593428.000000 Penalty: 5561.203613 Iteration 33Q: 3 clusters Score -1.359343e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 69699 members Entering Unmasked Estep Score: -13593412.000000 Penalty: 5561.203613 Iteration 34Q: 3 clusters Score -1.359341e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 69905 members Entering Unmasked Estep Score: -13593413.000000 Penalty: 5561.203613 Iteration 35Q: 3 clusters Score -1.359341e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 70098 members Entering Unmasked Estep Score: -13593426.000000 Penalty: 5561.203613 Iteration 36Q: 3 clusters Score -1.359343e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 70271 members Entering Unmasked Estep Score: -13593410.000000 Penalty: 5561.203613 Iteration 37Q: 3 clusters Score -1.359341e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 70423 members Entering Unmasked Estep Score: -13593426.000000 Penalty: 5561.203613 Iteration 38Q: 3 clusters Score -1.359343e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 70561 members Entering Unmasked Estep Score: -13593394.000000 Penalty: 5561.203613 Iteration 39Q: 3 clusters Score -1.359339e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 70680 members Entering Unmasked Estep Score: -13593427.000000 Penalty: 5561.203613 Iteration 40F: 3 clusters Score -1.359343e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 70783 members Entering Unmasked Estep Score: -13593388.000000 Penalty: 5561.203613 Iteration 41Q: 3 clusters Score -1.359339e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 70892 members Entering Unmasked Estep Score: -13593380.000000 Penalty: 5561.203613 Iteration 42Q: 3 clusters Score -1.359338e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 70995 members Entering Unmasked Estep Score: -13593356.000000 Penalty: 5561.203613 Iteration 43Q: 3 clusters Score -1.359336e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 71092 members Entering Unmasked Estep Score: -13593352.000000 Penalty: 5561.203613 Iteration 44Q: 3 clusters Score -1.359335e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 71190 members Entering Unmasked Estep Score: -13593349.000000 Penalty: 5561.203613 Iteration 45Q: 3 clusters Score -1.359335e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 71280 members Entering Unmasked Estep Score: -13593347.000000 Penalty: 5561.203613 Iteration 46Q: 3 clusters Score -1.359335e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 71377 members Entering Unmasked Estep Score: -13593358.000000 Penalty: 5561.203613 Iteration 47Q: 3 clusters Score -1.359336e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 71470 members Entering Unmasked Estep Score: -13593340.000000 Penalty: 5561.203613 Iteration 48Q: 3 clusters Score -1.359334e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 71564 members Entering Unmasked Estep Score: -13593323.000000 Penalty: 5561.203613 Iteration 49Q: 3 clusters Score -1.359332e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 71650 members Entering Unmasked Estep Score: -13593352.000000 Penalty: 5561.203613 Iteration 50Q: 3 clusters Score -1.359335e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 71731 members Entering Unmasked Estep Score: -13593383.000000 Penalty: 5561.203613 Iteration 51Q: 3 clusters Score -1.359338e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 71803 members Entering Unmasked Estep Score: -13593384.000000 Penalty: 5561.203613 Iteration 52Q: 3 clusters Score -1.359338e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 71860 members Entering Unmasked Estep Score: -13593383.000000 Penalty: 5561.203613 Iteration 53Q: 3 clusters Score -1.359338e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 71909 members Entering Unmasked Estep Score: -13593378.000000 Penalty: 5561.203613 Iteration 54Q: 3 clusters Score -1.359338e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 71962 members Entering Unmasked Estep Score: -13593366.000000 Penalty: 5561.203613 Iteration 55Q: 3 clusters Score -1.359337e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 72016 members Entering Unmasked Estep Score: -13593347.000000 Penalty: 5561.203613 Iteration 56Q: 3 clusters Score -1.359335e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 72062 members Entering Unmasked Estep Score: -13593357.000000 Penalty: 5561.203613 Iteration 57Q: 3 clusters Score -1.359336e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 72106 members Entering Unmasked Estep Score: -13593377.000000 Penalty: 5561.203613 Iteration 58Q: 3 clusters Score -1.359338e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 72151 members Entering Unmasked Estep Score: -13593373.000000 Penalty: 5561.203613 Iteration 59Q: 3 clusters Score -1.359337e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 72202 members Entering Unmasked Estep Score: -13593348.000000 Penalty: 5561.203613 Iteration 60F: 3 clusters Score -1.359335e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 72243 members Entering Unmasked Estep Score: -13593355.000000 Penalty: 5561.203613 Iteration 61Q: 3 clusters Score -1.359336e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 72282 members Entering Unmasked Estep Score: -13593320.000000 Penalty: 5561.203613 Iteration 62Q: 3 clusters Score -1.359332e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 72321 members Entering Unmasked Estep Score: -13593314.000000 Penalty: 5561.203613 Iteration 63Q: 3 clusters Score -1.359331e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 72358 members Entering Unmasked Estep Score: -13593295.000000 Penalty: 5561.203613 Iteration 64Q: 3 clusters Score -1.35933e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 72381 members Entering Unmasked Estep Score: -13593302.000000 Penalty: 5561.203613 Iteration 65Q: 3 clusters Score -1.35933e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 72404 members Entering Unmasked Estep Score: -13593326.000000 Penalty: 5561.203613 Iteration 66Q: 3 clusters Score -1.359333e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 72427 members Entering Unmasked Estep Score: -13593332.000000 Penalty: 5561.203613 Iteration 67Q: 3 clusters Score -1.359333e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 72448 members Entering Unmasked Estep Score: -13593311.000000 Penalty: 5561.203613 Iteration 68Q: 3 clusters Score -1.359331e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 72464 members Entering Unmasked Estep Score: -13593310.000000 Penalty: 5561.203613 Iteration 69Q: 3 clusters Score -1.359331e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 72484 members Entering Unmasked Estep Score: -13593305.000000 Penalty: 5561.203613 Iteration 70Q: 3 clusters Score -1.35933e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 72498 members Entering Unmasked Estep Score: -13593317.000000 Penalty: 5561.203613 Iteration 71Q: 3 clusters Score -1.359332e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 72509 members Entering Unmasked Estep Score: -13593302.000000 Penalty: 5561.203613 Iteration 72Q: 3 clusters Score -1.35933e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 72517 members Entering Unmasked Estep Score: -13593321.000000 Penalty: 5561.203613 Iteration 73Q: 3 clusters Score -1.359332e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 72531 members Entering Unmasked Estep Score: -13593303.000000 Penalty: 5561.203613 Iteration 74Q: 3 clusters Score -1.35933e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 72546 members Entering Unmasked Estep Score: -13593289.000000 Penalty: 5561.203613 Iteration 75Q: 3 clusters Score -1.359329e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 72554 members Entering Unmasked Estep Score: -13593294.000000 Penalty: 5561.203613 Iteration 76Q: 3 clusters Score -1.359329e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 72563 members Entering Unmasked Estep Score: -13593283.000000 Penalty: 5561.203613 Iteration 77Q: 3 clusters Score -1.359328e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 72569 members Entering Unmasked Estep Score: -13593294.000000 Penalty: 5561.203613 Iteration 78Q: 3 clusters Score -1.359329e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 72584 members Entering Unmasked Estep Score: -13593309.000000 Penalty: 5561.203613 Iteration 79Q: 3 clusters Score -1.359331e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 72593 members Entering Unmasked Estep Score: -13593299.000000 Penalty: 5561.203613 Iteration 80F: 3 clusters Score -1.35933e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 72599 members Entering Unmasked Estep Score: -13593309.000000 Penalty: 5561.203613 Iteration 81Q: 3 clusters Score -1.359331e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 72606 members Entering Unmasked Estep Score: -13593306.000000 Penalty: 5561.203613 Iteration 82Q: 3 clusters Score -1.359331e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 72611 members Entering Unmasked Estep Score: -13593316.000000 Penalty: 5561.203613 Iteration 83Q: 3 clusters Score -1.359332e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 72617 members Entering Unmasked Estep Score: -13593310.000000 Penalty: 5561.203613 Iteration 84Q: 3 clusters Score -1.359331e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 72622 members Entering Unmasked Estep Score: -13593308.000000 Penalty: 5561.203613 Iteration 85Q: 3 clusters Score -1.359331e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 72623 members Entering Unmasked Estep Score: -13593315.000000 Penalty: 5561.203613 Iteration 86Q: 3 clusters Score -1.359332e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 72624 members Entering Unmasked Estep Score: -13593310.000000 Penalty: 5561.203613 Iteration 87Q: 3 clusters Score -1.359331e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 72625 members Entering Unmasked Estep Score: -13593312.000000 Penalty: 5561.203613 Iteration 88Q: 3 clusters Score -1.359331e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 72625 members Entering Unmasked Estep Score: -13593312.000000 Penalty: 5561.203613 Iteration 89F: 3 clusters Score -1.359331e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Entering Unmasked Estep Score: -172297.281250 Penalty: 1725.459351 Iteration 0F: 2 clusters Score -172297.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -170351.500000 Penalty: 3450.918701 Iteration 0F: 3 clusters Score -170351.5 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -170658.109375 Penalty: 3450.918701 Iteration 1F: 3 clusters Score -170658.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -170785.421875 Penalty: 3450.918701 Iteration 2F: 3 clusters Score -170785.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -170855.953125 Penalty: 3450.918701 Iteration 3Q: 3 clusters Score -170856 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -170890.453125 Penalty: 3450.918701 Iteration 4Q: 3 clusters Score -170890.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -170941.750000 Penalty: 3450.918701 Iteration 5Q: 3 clusters Score -170941.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -170973.375000 Penalty: 3450.918701 Iteration 6Q: 3 clusters Score -170973.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -171001.546875 Penalty: 3450.918701 Iteration 7Q: 3 clusters Score -171001.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -171047.156250 Penalty: 3450.918701 Iteration 8Q: 3 clusters Score -171047.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -171099.718750 Penalty: 3450.918701 Iteration 9Q: 3 clusters Score -171099.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -171133.562500 Penalty: 3450.918701 Iteration 10Q: 3 clusters Score -171133.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -171186.093750 Penalty: 3450.918701 Iteration 11Q: 3 clusters Score -171186.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -171232.234375 Penalty: 3450.918701 Iteration 12Q: 3 clusters Score -171232.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -171287.906250 Penalty: 3450.918701 Iteration 13Q: 3 clusters Score -171287.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -171384.078125 Penalty: 3450.918701 Iteration 14Q: 3 clusters Score -171384.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -171525.218750 Penalty: 3450.918701 Iteration 15Q: 3 clusters Score -171525.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -171710.046875 Penalty: 3450.918701 Iteration 16Q: 3 clusters Score -171710 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -171840.203125 Penalty: 3450.918701 Iteration 17Q: 3 clusters Score -171840.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -171886.984375 Penalty: 3450.918701 Iteration 18Q: 3 clusters Score -171887 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -171916.343750 Penalty: 3450.918701 Iteration 19Q: 3 clusters Score -171916.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -171949.828125 Penalty: 3450.918701 Iteration 20F: 3 clusters Score -171949.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -171991.156250 Penalty: 3450.918701 Iteration 21Q: 3 clusters Score -171991.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -172102.656250 Penalty: 3450.918701 Iteration 22Q: 3 clusters Score -172102.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -172275.546875 Penalty: 3450.918701 Iteration 23Q: 3 clusters Score -172275.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -172342.406250 Penalty: 3450.918701 Iteration 24Q: 3 clusters Score -172342.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -172352.187500 Penalty: 3450.918701 Iteration 25Q: 3 clusters Score -172352.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -172356.687500 Penalty: 3450.918701 Iteration 26Q: 3 clusters Score -172356.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -172357.531250 Penalty: 3450.918701 Iteration 27Q: 3 clusters Score -172357.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -172357.531250 Penalty: 3450.918701 Iteration 28F: 3 clusters Score -172357.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 54842 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 3076 members Mstep: Class 5 contains 74021 members Mstep: Class 6 contains 416 members Mstep: Class 7 contains 7559 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1881 members Mstep: Class 10 contains 27072 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2222 members Mstep: Class 13 contains 21622 members Mstep: Class 14 contains 1234 members Mstep: Class 15 contains 60525 members Mstep: Class 16 contains 18446 members Mstep: Class 17 contains 158 members Mstep: Class 18 contains 42902 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 495 members Mstep: Class 21 contains 27773 members Mstep: Class 22 contains 377 members Mstep: Class 23 contains 635 members Entering Unmasked Estep Score: -63641472.000000 Penalty: 72805.812500 Splitting cluster 6 changes total score from -63642920.000000 to -63641472.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (7559 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7559 members Entering Unmasked Estep Score: -1370929.750000 Penalty: 2214.762695 Iteration 0F: 2 clusters Score -1370930 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -1364884.500000 Penalty: 4429.525391 Iteration 0F: 3 clusters Score -1364884 nChanged 2996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -1366522.000000 Penalty: 4429.525391 Iteration 1F: 3 clusters Score -1366522 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -1366761.375000 Penalty: 4429.525391 Iteration 2F: 3 clusters Score -1366761 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -1366887.625000 Penalty: 4429.525391 Iteration 3Q: 3 clusters Score -1366888 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -1366997.500000 Penalty: 4429.525391 Iteration 4Q: 3 clusters Score -1366998 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -1367083.000000 Penalty: 4429.525391 Iteration 5Q: 3 clusters Score -1367083 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -1367153.750000 Penalty: 4429.525391 Iteration 6Q: 3 clusters Score -1367154 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -1367211.250000 Penalty: 4429.525391 Iteration 7Q: 3 clusters Score -1367211 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -1367267.750000 Penalty: 4429.525391 Iteration 8Q: 3 clusters Score -1367268 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -1367313.500000 Penalty: 4429.525391 Iteration 9Q: 3 clusters Score -1367314 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -1367352.250000 Penalty: 4429.525391 Iteration 10Q: 3 clusters Score -1367352 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -1367391.250000 Penalty: 4429.525391 Iteration 11Q: 3 clusters Score -1367391 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -1367429.375000 Penalty: 4429.525391 Iteration 12Q: 3 clusters Score -1367429 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -1367474.750000 Penalty: 4429.525391 Iteration 13Q: 3 clusters Score -1367475 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -1367518.375000 Penalty: 4429.525391 Iteration 14Q: 3 clusters Score -1367518 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -1367570.875000 Penalty: 4429.525391 Iteration 15Q: 3 clusters Score -1367571 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -1367628.250000 Penalty: 4429.525391 Iteration 16Q: 3 clusters Score -1367628 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -1367709.875000 Penalty: 4429.525391 Iteration 17Q: 3 clusters Score -1367710 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -1367782.750000 Penalty: 4429.525391 Iteration 18Q: 3 clusters Score -1367783 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -1367871.875000 Penalty: 4429.525391 Iteration 19Q: 3 clusters Score -1367872 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -1367974.500000 Penalty: 4429.525391 Iteration 20F: 3 clusters Score -1367974 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -1368082.000000 Penalty: 4429.525391 Iteration 21Q: 3 clusters Score -1368082 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5711 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -1368185.125000 Penalty: 4429.525391 Iteration 22Q: 3 clusters Score -1368185 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -1368288.375000 Penalty: 4429.525391 Iteration 23Q: 3 clusters Score -1368288 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5977 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -1368396.875000 Penalty: 4429.525391 Iteration 24Q: 3 clusters Score -1368397 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6089 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -1368480.625000 Penalty: 4429.525391 Iteration 25Q: 3 clusters Score -1368481 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6185 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -1368554.250000 Penalty: 4429.525391 Iteration 26Q: 3 clusters Score -1368554 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6249 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -1368613.750000 Penalty: 4429.525391 Iteration 27Q: 3 clusters Score -1368614 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6297 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -1368671.125000 Penalty: 4429.525391 Iteration 28Q: 3 clusters Score -1368671 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6348 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -1368725.625000 Penalty: 4429.525391 Iteration 29Q: 3 clusters Score -1368726 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -1368776.000000 Penalty: 4429.525391 Iteration 30Q: 3 clusters Score -1368776 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -1368815.250000 Penalty: 4429.525391 Iteration 31Q: 3 clusters Score -1368815 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6478 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -1368846.250000 Penalty: 4429.525391 Iteration 32Q: 3 clusters Score -1368846 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -1368864.250000 Penalty: 4429.525391 Iteration 33Q: 3 clusters Score -1368864 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -1368873.625000 Penalty: 4429.525391 Iteration 34Q: 3 clusters Score -1368874 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6547 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -1368887.375000 Penalty: 4429.525391 Iteration 35Q: 3 clusters Score -1368887 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6567 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -1368902.125000 Penalty: 4429.525391 Iteration 36Q: 3 clusters Score -1368902 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6580 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -1368910.625000 Penalty: 4429.525391 Iteration 37Q: 3 clusters Score -1368911 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -1368918.375000 Penalty: 4429.525391 Iteration 38Q: 3 clusters Score -1368918 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6609 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -1368928.375000 Penalty: 4429.525391 Iteration 39Q: 3 clusters Score -1368928 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -1368937.750000 Penalty: 4429.525391 Iteration 40F: 3 clusters Score -1368938 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -1368948.625000 Penalty: 4429.525391 Iteration 41Q: 3 clusters Score -1368949 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -1368952.375000 Penalty: 4429.525391 Iteration 42Q: 3 clusters Score -1368952 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -1368958.625000 Penalty: 4429.525391 Iteration 43Q: 3 clusters Score -1368959 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -1368968.000000 Penalty: 4429.525391 Iteration 44Q: 3 clusters Score -1368968 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6674 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -1368973.125000 Penalty: 4429.525391 Iteration 45Q: 3 clusters Score -1368973 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -1368973.500000 Penalty: 4429.525391 Iteration 46Q: 3 clusters Score -1368974 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -1368975.500000 Penalty: 4429.525391 Iteration 47Q: 3 clusters Score -1368976 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -1368975.375000 Penalty: 4429.525391 Iteration 48Q: 3 clusters Score -1368975 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -1368975.625000 Penalty: 4429.525391 Iteration 49Q: 3 clusters Score -1368976 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6690 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -1368979.125000 Penalty: 4429.525391 Iteration 50Q: 3 clusters Score -1368979 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6690 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -1368981.125000 Penalty: 4429.525391 Iteration 51Q: 3 clusters Score -1368981 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -1368985.500000 Penalty: 4429.525391 Iteration 52Q: 3 clusters Score -1368986 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1368989.625000 Penalty: 4429.525391 Iteration 53Q: 3 clusters Score -1368990 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6703 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -1368988.375000 Penalty: 4429.525391 Iteration 54Q: 3 clusters Score -1368988 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6703 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -1368988.375000 Penalty: 4429.525391 Iteration 55F: 3 clusters Score -1368988 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Entering Unmasked Estep Score: -42030.753906 Penalty: 1390.238892 Iteration 0F: 2 clusters Score -42030.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -40837.273438 Penalty: 2780.477783 Iteration 0F: 3 clusters Score -40837.27 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -40943.730469 Penalty: 2780.477783 Iteration 1F: 3 clusters Score -40943.73 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -40979.964844 Penalty: 2780.477783 Iteration 2Q: 3 clusters Score -40979.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -40988.304688 Penalty: 2780.477783 Iteration 3Q: 3 clusters Score -40988.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -40988.304688 Penalty: 2780.477783 Iteration 4F: 3 clusters Score -40988.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1881 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Entering Unmasked Estep Score: -319249.437500 Penalty: 1869.810547 Iteration 0F: 2 clusters Score -319249.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -316995.312500 Penalty: 3739.621094 Iteration 0F: 3 clusters Score -316995.3 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -318523.593750 Penalty: 3739.621094 Iteration 1F: 3 clusters Score -318523.6 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -319256.218750 Penalty: 3739.621094 Iteration 2F: 3 clusters Score -319256.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -319626.062500 Penalty: 3739.621094 Iteration 3F: 3 clusters Score -319626.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -319939.093750 Penalty: 3739.621094 Iteration 4Q: 3 clusters Score -319939.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -320038.062500 Penalty: 3739.621094 Iteration 5Q: 3 clusters Score -320038.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -320083.375000 Penalty: 3739.621094 Iteration 6Q: 3 clusters Score -320083.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -320103.875000 Penalty: 3739.621094 Iteration 7Q: 3 clusters Score -320103.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -320113.500000 Penalty: 3739.621094 Iteration 8Q: 3 clusters Score -320113.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -320117.843750 Penalty: 3739.621094 Iteration 9Q: 3 clusters Score -320117.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -320118.031250 Penalty: 3739.621094 Iteration 10Q: 3 clusters Score -320118 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -320118.031250 Penalty: 3739.621094 Iteration 11F: 3 clusters Score -320118 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 54842 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 3076 members Mstep: Class 5 contains 74021 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7559 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 466 members Mstep: Class 10 contains 27072 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2222 members Mstep: Class 13 contains 21622 members Mstep: Class 14 contains 1234 members Mstep: Class 15 contains 60525 members Mstep: Class 16 contains 18446 members Mstep: Class 17 contains 158 members Mstep: Class 18 contains 42902 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 495 members Mstep: Class 21 contains 27773 members Mstep: Class 22 contains 377 members Mstep: Class 23 contains 1415 members Entering Unmasked Estep Score: -63642424.000000 Penalty: 72805.812500 Splitting cluster 9 changes total score from -63642920.000000 to -63642424.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (27072 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27072 members Entering Unmasked Estep Score: -5011035.000000 Penalty: 2531.151123 Iteration 0F: 2 clusters Score -5011035 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13625 members Mstep: Class 2 contains 13447 members Entering Unmasked Estep Score: -4992591.500000 Penalty: 5062.302246 Iteration 0F: 3 clusters Score -4992592 nChanged 12151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14340 members Mstep: Class 2 contains 12732 members Entering Unmasked Estep Score: -4999136.000000 Penalty: 5062.302246 Iteration 1F: 3 clusters Score -4999136 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14725 members Mstep: Class 2 contains 12347 members Entering Unmasked Estep Score: -4999585.000000 Penalty: 5062.302246 Iteration 2Q: 3 clusters Score -4999585 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15253 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -4999994.000000 Penalty: 5062.302246 Iteration 3Q: 3 clusters Score -4999994 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15921 members Mstep: Class 2 contains 11151 members Entering Unmasked Estep Score: -5000450.500000 Penalty: 5062.302246 Iteration 4Q: 3 clusters Score -5000450 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16806 members Mstep: Class 2 contains 10266 members Entering Unmasked Estep Score: -5001003.500000 Penalty: 5062.302246 Iteration 5Q: 3 clusters Score -5001004 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17909 members Mstep: Class 2 contains 9163 members Entering Unmasked Estep Score: -5001673.500000 Penalty: 5062.302246 Iteration 6Q: 3 clusters Score -5001674 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19226 members Mstep: Class 2 contains 7846 members Entering Unmasked Estep Score: -5002534.000000 Penalty: 5062.302246 Iteration 7F: 3 clusters Score -5002534 nChanged 1548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20726 members Mstep: Class 2 contains 6346 members Entering Unmasked Estep Score: -5003599.000000 Penalty: 5062.302246 Iteration 8F: 3 clusters Score -5003599 nChanged 1619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22327 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -5004871.500000 Penalty: 5062.302246 Iteration 9F: 3 clusters Score -5004872 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23856 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -5006176.500000 Penalty: 5062.302246 Iteration 10F: 3 clusters Score -5006176 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25099 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -5007246.000000 Penalty: 5062.302246 Iteration 11Q: 3 clusters Score -5007246 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25944 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -5007973.000000 Penalty: 5062.302246 Iteration 12Q: 3 clusters Score -5007973 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26361 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -5008369.000000 Penalty: 5062.302246 Iteration 13Q: 3 clusters Score -5008369 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26544 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -5008545.500000 Penalty: 5062.302246 Iteration 14Q: 3 clusters Score -5008546 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26635 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -5008629.000000 Penalty: 5062.302246 Iteration 15Q: 3 clusters Score -5008629 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26696 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -5008684.000000 Penalty: 5062.302246 Iteration 16Q: 3 clusters Score -5008684 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26721 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -5008734.500000 Penalty: 5062.302246 Iteration 17Q: 3 clusters Score -5008734 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26740 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -5008762.500000 Penalty: 5062.302246 Iteration 18Q: 3 clusters Score -5008762 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26750 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -5008778.000000 Penalty: 5062.302246 Iteration 19Q: 3 clusters Score -5008778 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26757 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -5008793.500000 Penalty: 5062.302246 Iteration 20F: 3 clusters Score -5008794 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26761 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -5008803.000000 Penalty: 5062.302246 Iteration 21Q: 3 clusters Score -5008803 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26763 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -5008807.000000 Penalty: 5062.302246 Iteration 22Q: 3 clusters Score -5008807 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26764 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -5008815.000000 Penalty: 5062.302246 Iteration 23Q: 3 clusters Score -5008815 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26763 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -5008816.500000 Penalty: 5062.302246 Iteration 24Q: 3 clusters Score -5008816 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26763 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -5008816.500000 Penalty: 5062.302246 Iteration 25F: 3 clusters Score -5008816 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Entering Unmasked Estep Score: -25190.472656 Penalty: 1357.123047 Iteration 0F: 2 clusters Score -25190.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -24327.492188 Penalty: 2714.246094 Iteration 0F: 3 clusters Score -24327.49 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -24641.236328 Penalty: 2714.246094 Iteration 1F: 3 clusters Score -24641.24 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -24744.017578 Penalty: 2714.246094 Iteration 2F: 3 clusters Score -24744.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -24794.964844 Penalty: 2714.246094 Iteration 3Q: 3 clusters Score -24794.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -24827.064453 Penalty: 2714.246094 Iteration 4Q: 3 clusters Score -24827.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -24853.300781 Penalty: 2714.246094 Iteration 5Q: 3 clusters Score -24853.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -24860.441406 Penalty: 2714.246094 Iteration 6Q: 3 clusters Score -24860.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -24860.441406 Penalty: 2714.246094 Iteration 7F: 3 clusters Score -24860.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2222 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Entering Unmasked Estep Score: -393563.187500 Penalty: 1911.128418 Iteration 0F: 2 clusters Score -393563.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -390833.562500 Penalty: 3822.256836 Iteration 0F: 3 clusters Score -390833.6 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -391435.562500 Penalty: 3822.256836 Iteration 1F: 3 clusters Score -391435.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -391623.031250 Penalty: 3822.256836 Iteration 2F: 3 clusters Score -391623 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -391718.156250 Penalty: 3822.256836 Iteration 3Q: 3 clusters Score -391718.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -391779.937500 Penalty: 3822.256836 Iteration 4Q: 3 clusters Score -391779.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -391809.125000 Penalty: 3822.256836 Iteration 5Q: 3 clusters Score -391809.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -391833.687500 Penalty: 3822.256836 Iteration 6Q: 3 clusters Score -391833.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -391851.125000 Penalty: 3822.256836 Iteration 7Q: 3 clusters Score -391851.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -391861.218750 Penalty: 3822.256836 Iteration 8Q: 3 clusters Score -391861.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -391871.156250 Penalty: 3822.256836 Iteration 9Q: 3 clusters Score -391871.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -391878.687500 Penalty: 3822.256836 Iteration 10Q: 3 clusters Score -391878.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -391885.406250 Penalty: 3822.256836 Iteration 11Q: 3 clusters Score -391885.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -391890.531250 Penalty: 3822.256836 Iteration 12Q: 3 clusters Score -391890.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -391895.250000 Penalty: 3822.256836 Iteration 13Q: 3 clusters Score -391895.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -391899.125000 Penalty: 3822.256836 Iteration 14Q: 3 clusters Score -391899.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -391901.843750 Penalty: 3822.256836 Iteration 15Q: 3 clusters Score -391901.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -391902.375000 Penalty: 3822.256836 Iteration 16Q: 3 clusters Score -391902.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -391902.718750 Penalty: 3822.256836 Iteration 17Q: 3 clusters Score -391902.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -391902.718750 Penalty: 3822.256836 Iteration 18F: 3 clusters Score -391902.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (21622 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21622 members Entering Unmasked Estep Score: -3791307.250000 Penalty: 2475.403564 Iteration 0F: 2 clusters Score -3791307 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10746 members Mstep: Class 2 contains 10876 members Entering Unmasked Estep Score: -3776279.250000 Penalty: 4950.807129 Iteration 0F: 3 clusters Score -3776279 nChanged 9533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10453 members Mstep: Class 2 contains 11169 members Entering Unmasked Estep Score: -3781327.000000 Penalty: 4950.807129 Iteration 1F: 3 clusters Score -3781327 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10196 members Mstep: Class 2 contains 11426 members Entering Unmasked Estep Score: -3781666.250000 Penalty: 4950.807129 Iteration 2Q: 3 clusters Score -3781666 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9856 members Mstep: Class 2 contains 11766 members Entering Unmasked Estep Score: -3781959.250000 Penalty: 4950.807129 Iteration 3Q: 3 clusters Score -3781959 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9423 members Mstep: Class 2 contains 12199 members Entering Unmasked Estep Score: -3782220.500000 Penalty: 4950.807129 Iteration 4Q: 3 clusters Score -3782220 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8876 members Mstep: Class 2 contains 12746 members Entering Unmasked Estep Score: -3782482.500000 Penalty: 4950.807129 Iteration 5Q: 3 clusters Score -3782482 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8187 members Mstep: Class 2 contains 13435 members Entering Unmasked Estep Score: -3782827.500000 Penalty: 4950.807129 Iteration 6Q: 3 clusters Score -3782828 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7335 members Mstep: Class 2 contains 14287 members Entering Unmasked Estep Score: -3783260.500000 Penalty: 4950.807129 Iteration 7Q: 3 clusters Score -3783260 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6276 members Mstep: Class 2 contains 15346 members Entering Unmasked Estep Score: -3783896.000000 Penalty: 4950.807129 Iteration 8Q: 3 clusters Score -3783896 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 16612 members Entering Unmasked Estep Score: -3784801.500000 Penalty: 4950.807129 Iteration 9F: 3 clusters Score -3784802 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 17982 members Entering Unmasked Estep Score: -3785924.000000 Penalty: 4950.807129 Iteration 10F: 3 clusters Score -3785924 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 19274 members Entering Unmasked Estep Score: -3787058.250000 Penalty: 4950.807129 Iteration 11F: 3 clusters Score -3787058 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 20242 members Entering Unmasked Estep Score: -3787954.250000 Penalty: 4950.807129 Iteration 12Q: 3 clusters Score -3787954 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 20787 members Entering Unmasked Estep Score: -3788451.750000 Penalty: 4950.807129 Iteration 13Q: 3 clusters Score -3788452 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 21065 members Entering Unmasked Estep Score: -3788716.750000 Penalty: 4950.807129 Iteration 14Q: 3 clusters Score -3788717 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 21211 members Entering Unmasked Estep Score: -3788880.750000 Penalty: 4950.807129 Iteration 15Q: 3 clusters Score -3788881 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 21275 members Entering Unmasked Estep Score: -3788961.500000 Penalty: 4950.807129 Iteration 16Q: 3 clusters Score -3788962 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 21309 members Entering Unmasked Estep Score: -3789021.250000 Penalty: 4950.807129 Iteration 17Q: 3 clusters Score -3789021 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 21329 members Entering Unmasked Estep Score: -3789047.250000 Penalty: 4950.807129 Iteration 18Q: 3 clusters Score -3789047 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 21337 members Entering Unmasked Estep Score: -3789064.000000 Penalty: 4950.807129 Iteration 19Q: 3 clusters Score -3789064 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 21348 members Entering Unmasked Estep Score: -3789085.250000 Penalty: 4950.807129 Iteration 20F: 3 clusters Score -3789085 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 21358 members Entering Unmasked Estep Score: -3789100.750000 Penalty: 4950.807129 Iteration 21Q: 3 clusters Score -3789101 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 21366 members Entering Unmasked Estep Score: -3789114.500000 Penalty: 4950.807129 Iteration 22Q: 3 clusters Score -3789114 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 21373 members Entering Unmasked Estep Score: -3789121.250000 Penalty: 4950.807129 Iteration 23Q: 3 clusters Score -3789121 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 21374 members Entering Unmasked Estep Score: -3789124.500000 Penalty: 4950.807129 Iteration 24Q: 3 clusters Score -3789124 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 21374 members Entering Unmasked Estep Score: -3789124.500000 Penalty: 4950.807129 Iteration 25F: 3 clusters Score -3789124 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1234 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Entering Unmasked Estep Score: -217255.156250 Penalty: 1765.268066 Iteration 0F: 2 clusters Score -217255.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -215224.375000 Penalty: 3530.536133 Iteration 0F: 3 clusters Score -215224.4 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -215984.531250 Penalty: 3530.536133 Iteration 1F: 3 clusters Score -215984.5 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -216583.765625 Penalty: 3530.536133 Iteration 2F: 3 clusters Score -216583.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -216947.390625 Penalty: 3530.536133 Iteration 3F: 3 clusters Score -216947.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -217121.203125 Penalty: 3530.536133 Iteration 4F: 3 clusters Score -217121.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -217193.234375 Penalty: 3530.536133 Iteration 5Q: 3 clusters Score -217193.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -217217.562500 Penalty: 3530.536133 Iteration 6Q: 3 clusters Score -217217.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -217219.812500 Penalty: 3530.536133 Iteration 7Q: 3 clusters Score -217219.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -217222.093750 Penalty: 3530.536133 Iteration 8Q: 3 clusters Score -217222.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -217225.703125 Penalty: 3530.536133 Iteration 9Q: 3 clusters Score -217225.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -217225.703125 Penalty: 3530.536133 Iteration 10F: 3 clusters Score -217225.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (60525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60525 members Entering Unmasked Estep Score: -11164527.000000 Penalty: 2730.681396 Iteration 0F: 2 clusters Score -1.116453e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30465 members Mstep: Class 2 contains 30060 members Entering Unmasked Estep Score: -11126862.000000 Penalty: 5461.362793 Iteration 0F: 3 clusters Score -1.112686e+07 nChanged 28209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31974 members Mstep: Class 2 contains 28551 members Entering Unmasked Estep Score: -11142840.000000 Penalty: 5461.362793 Iteration 1F: 3 clusters Score -1.114284e+07 nChanged 2688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33156 members Mstep: Class 2 contains 27369 members Entering Unmasked Estep Score: -11143732.000000 Penalty: 5461.362793 Iteration 2Q: 3 clusters Score -1.114373e+07 nChanged 2893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34909 members Mstep: Class 2 contains 25616 members Entering Unmasked Estep Score: -11144891.000000 Penalty: 5461.362793 Iteration 3Q: 3 clusters Score -1.114489e+07 nChanged 3571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37442 members Mstep: Class 2 contains 23083 members Entering Unmasked Estep Score: -11146888.000000 Penalty: 5461.362793 Iteration 4F: 3 clusters Score -1.114689e+07 nChanged 4146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40746 members Mstep: Class 2 contains 19779 members Entering Unmasked Estep Score: -11149648.000000 Penalty: 5461.362793 Iteration 5F: 3 clusters Score -1.114965e+07 nChanged 4628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44646 members Mstep: Class 2 contains 15879 members Entering Unmasked Estep Score: -11153264.000000 Penalty: 5461.362793 Iteration 6F: 3 clusters Score -1.115326e+07 nChanged 4353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48443 members Mstep: Class 2 contains 12082 members Entering Unmasked Estep Score: -11157263.000000 Penalty: 5461.362793 Iteration 7F: 3 clusters Score -1.115726e+07 nChanged 3369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51358 members Mstep: Class 2 contains 9167 members Entering Unmasked Estep Score: -11160465.000000 Penalty: 5461.362793 Iteration 8F: 3 clusters Score -1.116046e+07 nChanged 2115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52901 members Mstep: Class 2 contains 7624 members Entering Unmasked Estep Score: -11162295.000000 Penalty: 5461.362793 Iteration 9Q: 3 clusters Score -1.11623e+07 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53709 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -11162857.000000 Penalty: 5461.362793 Iteration 10Q: 3 clusters Score -1.116286e+07 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54284 members Mstep: Class 2 contains 6241 members Entering Unmasked Estep Score: -11162914.000000 Penalty: 5461.362793 Iteration 11Q: 3 clusters Score -1.116291e+07 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54805 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -11162889.000000 Penalty: 5461.362793 Iteration 12Q: 3 clusters Score -1.116289e+07 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55275 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -11162916.000000 Penalty: 5461.362793 Iteration 13Q: 3 clusters Score -1.116292e+07 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55659 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -11162928.000000 Penalty: 5461.362793 Iteration 14Q: 3 clusters Score -1.116293e+07 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55988 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -11162955.000000 Penalty: 5461.362793 Iteration 15Q: 3 clusters Score -1.116296e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56311 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -11162934.000000 Penalty: 5461.362793 Iteration 16Q: 3 clusters Score -1.116293e+07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56596 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -11162981.000000 Penalty: 5461.362793 Iteration 17Q: 3 clusters Score -1.116298e+07 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56867 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -11162956.000000 Penalty: 5461.362793 Iteration 18Q: 3 clusters Score -1.116296e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57114 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -11162930.000000 Penalty: 5461.362793 Iteration 19Q: 3 clusters Score -1.116293e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57348 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -11162958.000000 Penalty: 5461.362793 Iteration 20F: 3 clusters Score -1.116296e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57561 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -11162897.000000 Penalty: 5461.362793 Iteration 21Q: 3 clusters Score -1.11629e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57742 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -11162873.000000 Penalty: 5461.362793 Iteration 22Q: 3 clusters Score -1.116287e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57890 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -11162798.000000 Penalty: 5461.362793 Iteration 23Q: 3 clusters Score -1.11628e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58022 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -11162790.000000 Penalty: 5461.362793 Iteration 24Q: 3 clusters Score -1.116279e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58140 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -11162776.000000 Penalty: 5461.362793 Iteration 25Q: 3 clusters Score -1.116278e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58254 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -11162747.000000 Penalty: 5461.362793 Iteration 26Q: 3 clusters Score -1.116275e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58349 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -11162715.000000 Penalty: 5461.362793 Iteration 27Q: 3 clusters Score -1.116272e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58413 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -11162669.000000 Penalty: 5461.362793 Iteration 28Q: 3 clusters Score -1.116267e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58480 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -11162658.000000 Penalty: 5461.362793 Iteration 29Q: 3 clusters Score -1.116266e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58555 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -11162624.000000 Penalty: 5461.362793 Iteration 30Q: 3 clusters Score -1.116262e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58630 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -11162612.000000 Penalty: 5461.362793 Iteration 31Q: 3 clusters Score -1.116261e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58698 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -11162596.000000 Penalty: 5461.362793 Iteration 32Q: 3 clusters Score -1.11626e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58765 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -11162577.000000 Penalty: 5461.362793 Iteration 33Q: 3 clusters Score -1.116258e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58829 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -11162594.000000 Penalty: 5461.362793 Iteration 34Q: 3 clusters Score -1.116259e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58889 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -11162588.000000 Penalty: 5461.362793 Iteration 35Q: 3 clusters Score -1.116259e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58953 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -11162578.000000 Penalty: 5461.362793 Iteration 36Q: 3 clusters Score -1.116258e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59016 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -11162576.000000 Penalty: 5461.362793 Iteration 37Q: 3 clusters Score -1.116258e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59076 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -11162589.000000 Penalty: 5461.362793 Iteration 38Q: 3 clusters Score -1.116259e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59130 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -11162585.000000 Penalty: 5461.362793 Iteration 39Q: 3 clusters Score -1.116258e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59184 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -11162582.000000 Penalty: 5461.362793 Iteration 40F: 3 clusters Score -1.116258e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59235 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -11162572.000000 Penalty: 5461.362793 Iteration 41Q: 3 clusters Score -1.116257e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59269 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -11162585.000000 Penalty: 5461.362793 Iteration 42Q: 3 clusters Score -1.116258e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59299 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -11162593.000000 Penalty: 5461.362793 Iteration 43Q: 3 clusters Score -1.116259e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59320 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -11162588.000000 Penalty: 5461.362793 Iteration 44Q: 3 clusters Score -1.116259e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59342 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -11162598.000000 Penalty: 5461.362793 Iteration 45Q: 3 clusters Score -1.11626e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59361 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -11162594.000000 Penalty: 5461.362793 Iteration 46Q: 3 clusters Score -1.116259e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59380 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -11162610.000000 Penalty: 5461.362793 Iteration 47Q: 3 clusters Score -1.116261e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59394 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -11162612.000000 Penalty: 5461.362793 Iteration 48Q: 3 clusters Score -1.116261e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59406 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -11162604.000000 Penalty: 5461.362793 Iteration 49Q: 3 clusters Score -1.11626e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59420 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -11162590.000000 Penalty: 5461.362793 Iteration 50Q: 3 clusters Score -1.116259e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59433 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -11162595.000000 Penalty: 5461.362793 Iteration 51Q: 3 clusters Score -1.11626e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59443 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -11162591.000000 Penalty: 5461.362793 Iteration 52Q: 3 clusters Score -1.116259e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59453 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -11162599.000000 Penalty: 5461.362793 Iteration 53Q: 3 clusters Score -1.11626e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59459 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -11162610.000000 Penalty: 5461.362793 Iteration 54Q: 3 clusters Score -1.116261e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59462 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -11162598.000000 Penalty: 5461.362793 Iteration 55Q: 3 clusters Score -1.11626e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59465 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -11162598.000000 Penalty: 5461.362793 Iteration 56Q: 3 clusters Score -1.11626e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59470 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -11162596.000000 Penalty: 5461.362793 Iteration 57Q: 3 clusters Score -1.11626e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59473 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -11162593.000000 Penalty: 5461.362793 Iteration 58Q: 3 clusters Score -1.116259e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59476 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -11162585.000000 Penalty: 5461.362793 Iteration 59Q: 3 clusters Score -1.116258e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59479 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -11162591.000000 Penalty: 5461.362793 Iteration 60F: 3 clusters Score -1.116259e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59485 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -11162588.000000 Penalty: 5461.362793 Iteration 61Q: 3 clusters Score -1.116259e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59488 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -11162585.000000 Penalty: 5461.362793 Iteration 62Q: 3 clusters Score -1.116258e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59489 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -11162594.000000 Penalty: 5461.362793 Iteration 63Q: 3 clusters Score -1.116259e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59489 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -11162596.000000 Penalty: 5461.362793 Iteration 64Q: 3 clusters Score -1.11626e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59489 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -11162596.000000 Penalty: 5461.362793 Iteration 65F: 3 clusters Score -1.11626e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (18446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18446 members Entering Unmasked Estep Score: -3323836.500000 Penalty: 2436.005615 Iteration 0F: 2 clusters Score -3323836 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9255 members Mstep: Class 2 contains 9191 members Entering Unmasked Estep Score: -3310759.500000 Penalty: 4872.011230 Iteration 0F: 3 clusters Score -3310760 nChanged 8156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9219 members Mstep: Class 2 contains 9227 members Entering Unmasked Estep Score: -3314960.750000 Penalty: 4872.011230 Iteration 1F: 3 clusters Score -3314961 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9213 members Mstep: Class 2 contains 9233 members Entering Unmasked Estep Score: -3315274.000000 Penalty: 4872.011230 Iteration 2F: 3 clusters Score -3315274 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9190 members Mstep: Class 2 contains 9256 members Entering Unmasked Estep Score: -3315506.500000 Penalty: 4872.011230 Iteration 3Q: 3 clusters Score -3315506 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9190 members Mstep: Class 2 contains 9256 members Entering Unmasked Estep Score: -3315713.250000 Penalty: 4872.011230 Iteration 4Q: 3 clusters Score -3315713 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9172 members Mstep: Class 2 contains 9274 members Entering Unmasked Estep Score: -3315901.000000 Penalty: 4872.011230 Iteration 5Q: 3 clusters Score -3315901 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9184 members Mstep: Class 2 contains 9262 members Entering Unmasked Estep Score: -3316122.750000 Penalty: 4872.011230 Iteration 6Q: 3 clusters Score -3316123 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9163 members Mstep: Class 2 contains 9283 members Entering Unmasked Estep Score: -3316434.250000 Penalty: 4872.011230 Iteration 7Q: 3 clusters Score -3316434 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9083 members Mstep: Class 2 contains 9363 members Entering Unmasked Estep Score: -3316787.750000 Penalty: 4872.011230 Iteration 8Q: 3 clusters Score -3316788 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8919 members Mstep: Class 2 contains 9527 members Entering Unmasked Estep Score: -3317202.000000 Penalty: 4872.011230 Iteration 9Q: 3 clusters Score -3317202 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8636 members Mstep: Class 2 contains 9810 members Entering Unmasked Estep Score: -3317566.500000 Penalty: 4872.011230 Iteration 10Q: 3 clusters Score -3317566 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8284 members Mstep: Class 2 contains 10162 members Entering Unmasked Estep Score: -3317915.500000 Penalty: 4872.011230 Iteration 11Q: 3 clusters Score -3317916 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7780 members Mstep: Class 2 contains 10666 members Entering Unmasked Estep Score: -3318287.250000 Penalty: 4872.011230 Iteration 12Q: 3 clusters Score -3318287 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7142 members Mstep: Class 2 contains 11304 members Entering Unmasked Estep Score: -3318710.500000 Penalty: 4872.011230 Iteration 13Q: 3 clusters Score -3318710 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 12023 members Entering Unmasked Estep Score: -3319175.250000 Penalty: 4872.011230 Iteration 14Q: 3 clusters Score -3319175 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5656 members Mstep: Class 2 contains 12790 members Entering Unmasked Estep Score: -3319693.500000 Penalty: 4872.011230 Iteration 15Q: 3 clusters Score -3319694 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 13532 members Entering Unmasked Estep Score: -3320184.250000 Penalty: 4872.011230 Iteration 16Q: 3 clusters Score -3320184 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 14176 members Entering Unmasked Estep Score: -3320574.000000 Penalty: 4872.011230 Iteration 17Q: 3 clusters Score -3320574 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 14708 members Entering Unmasked Estep Score: -3320868.750000 Penalty: 4872.011230 Iteration 18Q: 3 clusters Score -3320869 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 15179 members Entering Unmasked Estep Score: -3321159.000000 Penalty: 4872.011230 Iteration 19Q: 3 clusters Score -3321159 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 15560 members Entering Unmasked Estep Score: -3321369.750000 Penalty: 4872.011230 Iteration 20F: 3 clusters Score -3321370 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 15907 members Entering Unmasked Estep Score: -3321592.500000 Penalty: 4872.011230 Iteration 21Q: 3 clusters Score -3321592 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 16214 members Entering Unmasked Estep Score: -3321800.750000 Penalty: 4872.011230 Iteration 22Q: 3 clusters Score -3321801 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 16474 members Entering Unmasked Estep Score: -3322014.750000 Penalty: 4872.011230 Iteration 23Q: 3 clusters Score -3322015 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 16684 members Entering Unmasked Estep Score: -3322221.750000 Penalty: 4872.011230 Iteration 24Q: 3 clusters Score -3322222 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 16858 members Entering Unmasked Estep Score: -3322445.500000 Penalty: 4872.011230 Iteration 25Q: 3 clusters Score -3322446 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 16985 members Entering Unmasked Estep Score: -3322548.500000 Penalty: 4872.011230 Iteration 26Q: 3 clusters Score -3322548 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 17077 members Entering Unmasked Estep Score: -3322601.500000 Penalty: 4872.011230 Iteration 27Q: 3 clusters Score -3322602 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 17136 members Entering Unmasked Estep Score: -3322630.000000 Penalty: 4872.011230 Iteration 28Q: 3 clusters Score -3322630 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 17188 members Entering Unmasked Estep Score: -3322652.000000 Penalty: 4872.011230 Iteration 29Q: 3 clusters Score -3322652 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 17231 members Entering Unmasked Estep Score: -3322670.500000 Penalty: 4872.011230 Iteration 30Q: 3 clusters Score -3322670 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 17261 members Entering Unmasked Estep Score: -3322679.250000 Penalty: 4872.011230 Iteration 31Q: 3 clusters Score -3322679 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 17290 members Entering Unmasked Estep Score: -3322691.000000 Penalty: 4872.011230 Iteration 32Q: 3 clusters Score -3322691 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 17306 members Entering Unmasked Estep Score: -3322694.750000 Penalty: 4872.011230 Iteration 33Q: 3 clusters Score -3322695 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 17320 members Entering Unmasked Estep Score: -3322695.750000 Penalty: 4872.011230 Iteration 34Q: 3 clusters Score -3322696 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 17335 members Entering Unmasked Estep Score: -3322704.500000 Penalty: 4872.011230 Iteration 35Q: 3 clusters Score -3322704 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 17350 members Entering Unmasked Estep Score: -3322713.500000 Penalty: 4872.011230 Iteration 36Q: 3 clusters Score -3322714 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 17357 members Entering Unmasked Estep Score: -3322712.500000 Penalty: 4872.011230 Iteration 37Q: 3 clusters Score -3322712 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 17368 members Entering Unmasked Estep Score: -3322713.500000 Penalty: 4872.011230 Iteration 38Q: 3 clusters Score -3322714 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 17376 members Entering Unmasked Estep Score: -3322718.000000 Penalty: 4872.011230 Iteration 39Q: 3 clusters Score -3322718 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 17381 members Entering Unmasked Estep Score: -3322721.500000 Penalty: 4872.011230 Iteration 40F: 3 clusters Score -3322722 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 17387 members Entering Unmasked Estep Score: -3322726.250000 Penalty: 4872.011230 Iteration 41Q: 3 clusters Score -3322726 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 17390 members Entering Unmasked Estep Score: -3322725.750000 Penalty: 4872.011230 Iteration 42Q: 3 clusters Score -3322726 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 17393 members Entering Unmasked Estep Score: -3322721.000000 Penalty: 4872.011230 Iteration 43Q: 3 clusters Score -3322721 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 17396 members Entering Unmasked Estep Score: -3322728.250000 Penalty: 4872.011230 Iteration 44Q: 3 clusters Score -3322728 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 17396 members Entering Unmasked Estep Score: -3322731.250000 Penalty: 4872.011230 Iteration 45Q: 3 clusters Score -3322731 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 17396 members Entering Unmasked Estep Score: -3322731.250000 Penalty: 4872.011230 Iteration 46F: 3 clusters Score -3322731 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Entering Unmasked Estep Score: -19829.917969 Penalty: 1255.523560 Iteration 0F: 2 clusters Score -19829.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -19020.982422 Penalty: 2511.047119 Iteration 0F: 3 clusters Score -19020.98 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -19150.273438 Penalty: 2511.047119 Iteration 1F: 3 clusters Score -19150.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -19160.054688 Penalty: 2511.047119 Iteration 2Q: 3 clusters Score -19160.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -19160.054688 Penalty: 2511.047119 Iteration 3F: 3 clusters Score -19160.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (42902 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42902 members Entering Unmasked Estep Score: -8409871.000000 Penalty: 2645.334961 Iteration 0F: 2 clusters Score -8409871 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21548 members Mstep: Class 2 contains 21354 members Entering Unmasked Estep Score: -8390224.000000 Penalty: 5290.669922 Iteration 0F: 3 clusters Score -8390224 nChanged 19664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22166 members Mstep: Class 2 contains 20736 members Entering Unmasked Estep Score: -8400910.000000 Penalty: 5290.669922 Iteration 1F: 3 clusters Score -8400910 nChanged 1910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22566 members Mstep: Class 2 contains 20336 members Entering Unmasked Estep Score: -8401433.000000 Penalty: 5290.669922 Iteration 2Q: 3 clusters Score -8401433 nChanged 1704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23070 members Mstep: Class 2 contains 19832 members Entering Unmasked Estep Score: -8401832.000000 Penalty: 5290.669922 Iteration 3Q: 3 clusters Score -8401832 nChanged 1751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23743 members Mstep: Class 2 contains 19159 members Entering Unmasked Estep Score: -8402256.000000 Penalty: 5290.669922 Iteration 4Q: 3 clusters Score -8402256 nChanged 1781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24588 members Mstep: Class 2 contains 18314 members Entering Unmasked Estep Score: -8402619.000000 Penalty: 5290.669922 Iteration 5Q: 3 clusters Score -8402619 nChanged 1880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25560 members Mstep: Class 2 contains 17342 members Entering Unmasked Estep Score: -8403051.000000 Penalty: 5290.669922 Iteration 6Q: 3 clusters Score -8403051 nChanged 2022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26518 members Mstep: Class 2 contains 16384 members Entering Unmasked Estep Score: -8403387.000000 Penalty: 5290.669922 Iteration 7Q: 3 clusters Score -8403387 nChanged 2052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27280 members Mstep: Class 2 contains 15622 members Entering Unmasked Estep Score: -8403817.000000 Penalty: 5290.669922 Iteration 8Q: 3 clusters Score -8403817 nChanged 2084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27672 members Mstep: Class 2 contains 15230 members Entering Unmasked Estep Score: -8404656.000000 Penalty: 5290.669922 Iteration 9Q: 3 clusters Score -8404656 nChanged 2256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27566 members Mstep: Class 2 contains 15336 members Entering Unmasked Estep Score: -8405860.000000 Penalty: 5290.669922 Iteration 10F: 3 clusters Score -8405860 nChanged 2279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27067 members Mstep: Class 2 contains 15835 members Entering Unmasked Estep Score: -8406973.000000 Penalty: 5290.669922 Iteration 11F: 3 clusters Score -8406973 nChanged 1838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26431 members Mstep: Class 2 contains 16471 members Entering Unmasked Estep Score: -8407714.000000 Penalty: 5290.669922 Iteration 12Q: 3 clusters Score -8407714 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25811 members Mstep: Class 2 contains 17091 members Entering Unmasked Estep Score: -8407993.000000 Penalty: 5290.669922 Iteration 13Q: 3 clusters Score -8407993 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25261 members Mstep: Class 2 contains 17641 members Entering Unmasked Estep Score: -8408110.000000 Penalty: 5290.669922 Iteration 14Q: 3 clusters Score -8408110 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24790 members Mstep: Class 2 contains 18112 members Entering Unmasked Estep Score: -8408169.000000 Penalty: 5290.669922 Iteration 15Q: 3 clusters Score -8408169 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24305 members Mstep: Class 2 contains 18597 members Entering Unmasked Estep Score: -8408275.000000 Penalty: 5290.669922 Iteration 16Q: 3 clusters Score -8408275 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23855 members Mstep: Class 2 contains 19047 members Entering Unmasked Estep Score: -8408382.000000 Penalty: 5290.669922 Iteration 17Q: 3 clusters Score -8408382 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23469 members Mstep: Class 2 contains 19433 members Entering Unmasked Estep Score: -8408420.000000 Penalty: 5290.669922 Iteration 18Q: 3 clusters Score -8408420 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23122 members Mstep: Class 2 contains 19780 members Entering Unmasked Estep Score: -8408483.000000 Penalty: 5290.669922 Iteration 19Q: 3 clusters Score -8408483 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22813 members Mstep: Class 2 contains 20089 members Entering Unmasked Estep Score: -8408536.000000 Penalty: 5290.669922 Iteration 20F: 3 clusters Score -8408536 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22541 members Mstep: Class 2 contains 20361 members Entering Unmasked Estep Score: -8408560.000000 Penalty: 5290.669922 Iteration 21Q: 3 clusters Score -8408560 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22284 members Mstep: Class 2 contains 20618 members Entering Unmasked Estep Score: -8408623.000000 Penalty: 5290.669922 Iteration 22Q: 3 clusters Score -8408623 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22063 members Mstep: Class 2 contains 20839 members Entering Unmasked Estep Score: -8408629.000000 Penalty: 5290.669922 Iteration 23Q: 3 clusters Score -8408629 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21839 members Mstep: Class 2 contains 21063 members Entering Unmasked Estep Score: -8408659.000000 Penalty: 5290.669922 Iteration 24Q: 3 clusters Score -8408659 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21616 members Mstep: Class 2 contains 21286 members Entering Unmasked Estep Score: -8408715.000000 Penalty: 5290.669922 Iteration 25Q: 3 clusters Score -8408715 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21374 members Mstep: Class 2 contains 21528 members Entering Unmasked Estep Score: -8408762.000000 Penalty: 5290.669922 Iteration 26Q: 3 clusters Score -8408762 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21098 members Mstep: Class 2 contains 21804 members Entering Unmasked Estep Score: -8408804.000000 Penalty: 5290.669922 Iteration 27Q: 3 clusters Score -8408804 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20727 members Mstep: Class 2 contains 22175 members Entering Unmasked Estep Score: -8408820.000000 Penalty: 5290.669922 Iteration 28Q: 3 clusters Score -8408820 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20245 members Mstep: Class 2 contains 22657 members Entering Unmasked Estep Score: -8408800.000000 Penalty: 5290.669922 Iteration 29Q: 3 clusters Score -8408800 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19626 members Mstep: Class 2 contains 23276 members Entering Unmasked Estep Score: -8408840.000000 Penalty: 5290.669922 Iteration 30Q: 3 clusters Score -8408840 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18831 members Mstep: Class 2 contains 24071 members Entering Unmasked Estep Score: -8408820.000000 Penalty: 5290.669922 Iteration 31Q: 3 clusters Score -8408820 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17878 members Mstep: Class 2 contains 25024 members Entering Unmasked Estep Score: -8408779.000000 Penalty: 5290.669922 Iteration 32Q: 3 clusters Score -8408779 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16693 members Mstep: Class 2 contains 26209 members Entering Unmasked Estep Score: -8408737.000000 Penalty: 5290.669922 Iteration 33Q: 3 clusters Score -8408737 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15429 members Mstep: Class 2 contains 27473 members Entering Unmasked Estep Score: -8408581.000000 Penalty: 5290.669922 Iteration 34Q: 3 clusters Score -8408581 nChanged 1486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14173 members Mstep: Class 2 contains 28729 members Entering Unmasked Estep Score: -8408462.000000 Penalty: 5290.669922 Iteration 35Q: 3 clusters Score -8408462 nChanged 1388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13157 members Mstep: Class 2 contains 29745 members Entering Unmasked Estep Score: -8408440.000000 Penalty: 5290.669922 Iteration 36Q: 3 clusters Score -8408440 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12452 members Mstep: Class 2 contains 30450 members Entering Unmasked Estep Score: -8408346.000000 Penalty: 5290.669922 Iteration 37Q: 3 clusters Score -8408346 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12021 members Mstep: Class 2 contains 30881 members Entering Unmasked Estep Score: -8408278.000000 Penalty: 5290.669922 Iteration 38Q: 3 clusters Score -8408278 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11841 members Mstep: Class 2 contains 31061 members Entering Unmasked Estep Score: -8408308.000000 Penalty: 5290.669922 Iteration 39Q: 3 clusters Score -8408308 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11832 members Mstep: Class 2 contains 31070 members Entering Unmasked Estep Score: -8408581.000000 Penalty: 5290.669922 Iteration 40F: 3 clusters Score -8408581 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11761 members Mstep: Class 2 contains 31141 members Entering Unmasked Estep Score: -8408694.000000 Penalty: 5290.669922 Iteration 41Q: 3 clusters Score -8408694 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11858 members Mstep: Class 2 contains 31044 members Entering Unmasked Estep Score: -8408770.000000 Penalty: 5290.669922 Iteration 42Q: 3 clusters Score -8408770 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12100 members Mstep: Class 2 contains 30802 members Entering Unmasked Estep Score: -8408901.000000 Penalty: 5290.669922 Iteration 43Q: 3 clusters Score -8408901 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12578 members Mstep: Class 2 contains 30324 members Entering Unmasked Estep Score: -8409074.000000 Penalty: 5290.669922 Iteration 44Q: 3 clusters Score -8409074 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13165 members Mstep: Class 2 contains 29737 members Entering Unmasked Estep Score: -8409370.000000 Penalty: 5290.669922 Iteration 45Q: 3 clusters Score -8409370 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13878 members Mstep: Class 2 contains 29024 members Entering Unmasked Estep Score: -8409650.000000 Penalty: 5290.669922 Iteration 46Q: 3 clusters Score -8409650 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14721 members Mstep: Class 2 contains 28181 members Entering Unmasked Estep Score: -8410011.000000 Penalty: 5290.669922 Iteration 47Q: 3 clusters Score -8410011 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15649 members Mstep: Class 2 contains 27253 members Entering Unmasked Estep Score: -8410411.000000 Penalty: 5290.669922 Iteration 48Q: 3 clusters Score -8410411 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16553 members Mstep: Class 2 contains 26349 members Entering Unmasked Estep Score: -8410736.000000 Penalty: 5290.669922 Iteration 49Q: 3 clusters Score -8410736 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17432 members Mstep: Class 2 contains 25470 members Entering Unmasked Estep Score: -8410959.000000 Penalty: 5290.669922 Iteration 50Q: 3 clusters Score -8410959 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18186 members Mstep: Class 2 contains 24716 members Entering Unmasked Estep Score: -8411126.000000 Penalty: 5290.669922 Iteration 51Q: 3 clusters Score -8411126 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18716 members Mstep: Class 2 contains 24186 members Entering Unmasked Estep Score: -8411188.000000 Penalty: 5290.669922 Iteration 52Q: 3 clusters Score -8411188 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19046 members Mstep: Class 2 contains 23856 members Entering Unmasked Estep Score: -8411200.000000 Penalty: 5290.669922 Iteration 53Q: 3 clusters Score -8411200 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19262 members Mstep: Class 2 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members Mstep: Class 2 contains 23256 members Entering Unmasked Estep Score: -8411236.000000 Penalty: 5290.669922 Iteration 58Q: 3 clusters Score -8411236 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19697 members Mstep: Class 2 contains 23205 members Entering Unmasked Estep Score: -8411256.000000 Penalty: 5290.669922 Iteration 59Q: 3 clusters Score -8411256 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19768 members Mstep: Class 2 contains 23134 members Entering Unmasked Estep Score: -8411395.000000 Penalty: 5290.669922 Iteration 60F: 3 clusters Score -8411395 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20047 members Mstep: Class 2 contains 22855 members Entering Unmasked Estep Score: -8411469.000000 Penalty: 5290.669922 Iteration 61Q: 3 clusters Score -8411469 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: 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-8411696.000000 Penalty: 5290.669922 Iteration 151Q: 3 clusters Score -8411696 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22213 members Mstep: Class 2 contains 20689 members Entering Unmasked Estep Score: -8411696.000000 Penalty: 5290.669922 Iteration 152Q: 3 clusters Score -8411696 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22212 members Mstep: Class 2 contains 20690 members Entering Unmasked Estep Score: -8411710.000000 Penalty: 5290.669922 Iteration 153Q: 3 clusters Score -8411710 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22205 members Mstep: Class 2 contains 20697 members Entering Unmasked Estep Score: -8411709.000000 Penalty: 5290.669922 Iteration 154Q: 3 clusters Score -8411709 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22203 members Mstep: Class 2 contains 20699 members Entering Unmasked Estep Score: -8411703.000000 Penalty: 5290.669922 Iteration 155Q: 3 clusters Score -8411703 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22203 members Mstep: Class 2 contains 20699 members Entering Unmasked Estep Score: -8411715.000000 Penalty: 5290.669922 Iteration 156Q: 3 clusters Score -8411715 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22198 members Mstep: Class 2 contains 20704 members Entering Unmasked Estep Score: -8411718.000000 Penalty: 5290.669922 Iteration 157Q: 3 clusters Score -8411718 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22195 members Mstep: Class 2 contains 20707 members Entering Unmasked Estep Score: -8411714.000000 Penalty: 5290.669922 Iteration 158Q: 3 clusters Score -8411714 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22193 members Mstep: Class 2 contains 20709 members Entering Unmasked Estep Score: -8411717.000000 Penalty: 5290.669922 Iteration 159Q: 3 clusters Score -8411717 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22194 members Mstep: Class 2 contains 20708 members Entering Unmasked Estep Score: -8411704.000000 Penalty: 5290.669922 Iteration 160F: 3 clusters Score -8411704 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22192 members Mstep: Class 2 contains 20710 members Entering Unmasked Estep Score: -8411699.000000 Penalty: 5290.669922 Iteration 161Q: 3 clusters Score -8411699 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22188 members Mstep: Class 2 contains 20714 members Entering Unmasked Estep Score: -8411708.000000 Penalty: 5290.669922 Iteration 162Q: 3 clusters Score -8411708 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22192 members Mstep: Class 2 contains 20710 members Entering Unmasked Estep Score: -8411705.000000 Penalty: 5290.669922 Iteration 163Q: 3 clusters Score -8411705 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22193 members Mstep: Class 2 contains 20709 members Entering Unmasked Estep Score: -8411712.000000 Penalty: 5290.669922 Iteration 164Q: 3 clusters Score -8411712 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22191 members Mstep: Class 2 contains 20711 members Entering Unmasked Estep Score: -8411720.000000 Penalty: 5290.669922 Iteration 165Q: 3 clusters Score -8411720 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22193 members Mstep: Class 2 contains 20709 members Entering Unmasked Estep Score: -8411721.000000 Penalty: 5290.669922 Iteration 166Q: 3 clusters Score -8411721 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22198 members Mstep: Class 2 contains 20704 members Entering Unmasked Estep Score: -8411732.000000 Penalty: 5290.669922 Iteration 167Q: 3 clusters Score -8411732 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22198 members Mstep: Class 2 contains 20704 members Entering Unmasked Estep Score: -8411728.000000 Penalty: 5290.669922 Iteration 168Q: 3 clusters Score -8411728 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22200 members Mstep: Class 2 contains 20702 members Entering Unmasked Estep Score: -8411728.000000 Penalty: 5290.669922 Iteration 169Q: 3 clusters Score -8411728 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22202 members Mstep: Class 2 contains 20700 members Entering Unmasked Estep Score: -8411724.000000 Penalty: 5290.669922 Iteration 170Q: 3 clusters Score -8411724 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22201 members Mstep: Class 2 contains 20701 members Entering Unmasked Estep Score: -8411724.000000 Penalty: 5290.669922 Iteration 171Q: 3 clusters Score -8411724 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22203 members Mstep: Class 2 contains 20699 members Entering Unmasked Estep Score: -8411734.000000 Penalty: 5290.669922 Iteration 172Q: 3 clusters Score -8411734 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22201 members Mstep: Class 2 contains 20701 members Entering Unmasked Estep Score: -8411726.000000 Penalty: 5290.669922 Iteration 173Q: 3 clusters Score -8411726 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22202 members Mstep: Class 2 contains 20700 members Entering Unmasked Estep Score: -8411730.000000 Penalty: 5290.669922 Iteration 174Q: 3 clusters Score -8411730 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22199 members Mstep: Class 2 contains 20703 members Entering Unmasked Estep Score: -8411735.000000 Penalty: 5290.669922 Iteration 175Q: 3 clusters Score -8411735 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22197 members Mstep: Class 2 contains 20705 members Entering Unmasked Estep Score: -8411731.000000 Penalty: 5290.669922 Iteration 176Q: 3 clusters Score -8411731 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22194 members Mstep: Class 2 contains 20708 members Entering Unmasked Estep Score: -8411713.000000 Penalty: 5290.669922 Iteration 177Q: 3 clusters Score -8411713 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22192 members Mstep: Class 2 contains 20710 members Entering Unmasked Estep Score: -8411715.000000 Penalty: 5290.669922 Iteration 178Q: 3 clusters Score -8411715 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22194 members Mstep: Class 2 contains 20708 members Entering Unmasked Estep Score: -8411719.000000 Penalty: 5290.669922 Iteration 179Q: 3 clusters Score -8411719 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22194 members Mstep: Class 2 contains 20708 members Entering Unmasked Estep Score: -8411720.000000 Penalty: 5290.669922 Iteration 180F: 3 clusters Score -8411720 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22191 members Mstep: Class 2 contains 20711 members Entering Unmasked Estep Score: -8411726.000000 Penalty: 5290.669922 Iteration 181Q: 3 clusters Score -8411726 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22192 members Mstep: Class 2 contains 20710 members Entering Unmasked Estep Score: -8411726.000000 Penalty: 5290.669922 Iteration 182Q: 3 clusters Score -8411726 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22184 members Mstep: Class 2 contains 20718 members Entering Unmasked Estep Score: -8411730.000000 Penalty: 5290.669922 Iteration 183Q: 3 clusters Score -8411730 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22177 members Mstep: Class 2 contains 20725 members Entering Unmasked Estep Score: -8411722.000000 Penalty: 5290.669922 Iteration 184Q: 3 clusters Score -8411722 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22172 members Mstep: Class 2 contains 20730 members Entering Unmasked Estep Score: -8411725.000000 Penalty: 5290.669922 Iteration 185Q: 3 clusters Score -8411725 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22168 members Mstep: Class 2 contains 20734 members Entering Unmasked Estep Score: -8411720.000000 Penalty: 5290.669922 Iteration 186Q: 3 clusters Score -8411720 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22169 members Mstep: Class 2 contains 20733 members Entering Unmasked Estep Score: -8411727.000000 Penalty: 5290.669922 Iteration 187Q: 3 clusters Score -8411727 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22166 members Mstep: Class 2 contains 20736 members Entering Unmasked Estep Score: -8411720.000000 Penalty: 5290.669922 Iteration 188Q: 3 clusters Score -8411720 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22165 members Mstep: Class 2 contains 20737 members Entering Unmasked Estep Score: -8411722.000000 Penalty: 5290.669922 Iteration 189Q: 3 clusters Score -8411722 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22164 members Mstep: Class 2 contains 20738 members Entering Unmasked Estep Score: -8411725.000000 Penalty: 5290.669922 Iteration 190Q: 3 clusters Score -8411725 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22165 members Mstep: Class 2 contains 20737 members Entering Unmasked Estep Score: -8411726.000000 Penalty: 5290.669922 Iteration 191Q: 3 clusters Score -8411726 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22163 members Mstep: Class 2 contains 20739 members Entering Unmasked Estep Score: -8411732.000000 Penalty: 5290.669922 Iteration 192Q: 3 clusters Score -8411732 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22164 members Mstep: Class 2 contains 20738 members Entering Unmasked Estep Score: -8411734.000000 Penalty: 5290.669922 Iteration 193Q: 3 clusters Score -8411734 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22169 members Mstep: Class 2 contains 20733 members Entering Unmasked Estep Score: -8411743.000000 Penalty: 5290.669922 Iteration 194Q: 3 clusters Score -8411743 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22174 members Mstep: Class 2 contains 20728 members Entering Unmasked Estep Score: -8411739.000000 Penalty: 5290.669922 Iteration 195Q: 3 clusters Score -8411739 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22177 members Mstep: Class 2 contains 20725 members Entering Unmasked Estep Score: -8411747.000000 Penalty: 5290.669922 Iteration 196Q: 3 clusters Score -8411747 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22179 members Mstep: Class 2 contains 20723 members Entering Unmasked Estep Score: -8411753.000000 Penalty: 5290.669922 Iteration 197Q: 3 clusters Score -8411753 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22180 members Mstep: Class 2 contains 20722 members Entering Unmasked Estep Score: -8411744.000000 Penalty: 5290.669922 Iteration 198Q: 3 clusters Score -8411744 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22181 members Mstep: Class 2 contains 20721 members Entering Unmasked Estep Score: -8411744.000000 Penalty: 5290.669922 Iteration 199Q: 3 clusters Score -8411744 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22184 members Mstep: Class 2 contains 20718 members Entering Unmasked Estep Score: -8411739.000000 Penalty: 5290.669922 Iteration 200F: 3 clusters Score -8411739 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22185 members Mstep: Class 2 contains 20717 members Entering Unmasked Estep Score: -8411741.000000 Penalty: 5290.669922 Iteration 201Q: 3 clusters Score -8411741 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22186 members Mstep: Class 2 contains 20716 members Entering Unmasked Estep Score: -8411736.000000 Penalty: 5290.669922 Iteration 202Q: 3 clusters Score -8411736 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22185 members Mstep: Class 2 contains 20717 members Entering Unmasked Estep Score: -8411745.000000 Penalty: 5290.669922 Iteration 203Q: 3 clusters Score -8411745 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22185 members Mstep: Class 2 contains 20717 members Entering Unmasked Estep Score: -8411745.000000 Penalty: 5290.669922 Iteration 204F: 3 clusters Score -8411745 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 54842 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 3076 members Mstep: Class 5 contains 74021 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7559 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1881 members Mstep: Class 10 contains 27072 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2222 members Mstep: Class 13 contains 21622 members Mstep: Class 14 contains 1234 members Mstep: Class 15 contains 60525 members Mstep: Class 16 contains 18446 members Mstep: Class 17 contains 158 members Mstep: Class 18 contains 22185 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 495 members Mstep: Class 21 contains 27773 members Mstep: Class 22 contains 377 members Mstep: Class 23 contains 20717 members Entering Unmasked Estep Score: -63644280.000000 Penalty: 72805.812500 Splitting cluster 18 changes total score from -63642920.000000 to -63644280.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 19 (974 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Entering Unmasked Estep Score: -158580.828125 Penalty: 1706.589966 Iteration 0F: 2 clusters Score -158580.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -156687.687500 Penalty: 3413.179932 Iteration 0F: 3 clusters Score -156687.7 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -157064.093750 Penalty: 3413.179932 Iteration 1F: 3 clusters Score -157064.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -157284.234375 Penalty: 3413.179932 Iteration 2F: 3 clusters Score -157284.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -157402.593750 Penalty: 3413.179932 Iteration 3F: 3 clusters Score -157402.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -157478.515625 Penalty: 3413.179932 Iteration 4Q: 3 clusters Score -157478.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -157538.375000 Penalty: 3413.179932 Iteration 5Q: 3 clusters Score -157538.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -157582.703125 Penalty: 3413.179932 Iteration 6Q: 3 clusters Score -157582.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -157618.046875 Penalty: 3413.179932 Iteration 7Q: 3 clusters Score -157618 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -157667.812500 Penalty: 3413.179932 Iteration 8Q: 3 clusters Score -157667.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -157711.593750 Penalty: 3413.179932 Iteration 9Q: 3 clusters Score -157711.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -157771.656250 Penalty: 3413.179932 Iteration 10Q: 3 clusters Score -157771.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -157832.843750 Penalty: 3413.179932 Iteration 11Q: 3 clusters Score -157832.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -157906.046875 Penalty: 3413.179932 Iteration 12Q: 3 clusters Score -157906 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -157992.671875 Penalty: 3413.179932 Iteration 13Q: 3 clusters Score -157992.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -158098.578125 Penalty: 3413.179932 Iteration 14Q: 3 clusters Score -158098.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -158333.484375 Penalty: 3413.179932 Iteration 15Q: 3 clusters Score -158333.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -158755.812500 Penalty: 3413.179932 Iteration 16F: 3 clusters Score -158755.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -159184.406250 Penalty: 3413.179932 Iteration 17Q: 3 clusters Score -159184.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -159589.812500 Penalty: 3413.179932 Iteration 18Q: 3 clusters Score -159589.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -159691.171875 Penalty: 3413.179932 Iteration 19Q: 3 clusters Score -159691.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -159720.859375 Penalty: 3413.179932 Iteration 20F: 3 clusters Score -159720.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 54842 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 3076 members Mstep: Class 5 contains 74021 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7559 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1881 members Mstep: Class 10 contains 27072 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2222 members Mstep: Class 13 contains 21622 members Mstep: Class 14 contains 1234 members Mstep: Class 15 contains 60525 members Mstep: Class 16 contains 18446 members Mstep: Class 17 contains 158 members Mstep: Class 18 contains 22185 members Mstep: Class 19 contains 657 members Mstep: Class 20 contains 495 members Mstep: Class 21 contains 27773 members Mstep: Class 22 contains 377 members Mstep: Class 23 contains 20717 members Mstep: Class 24 contains 317 members Entering Unmasked Estep Score: -63644068.000000 Penalty: 75971.281250 Splitting cluster 19 changes total score from -63642920.000000 to -63644068.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 20 (495 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Entering Unmasked Estep Score: -77085.210938 Penalty: 1538.730347 Iteration 0F: 2 clusters Score -77085.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -75598.273438 Penalty: 3077.460693 Iteration 0F: 3 clusters Score -75598.27 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -75857.031250 Penalty: 3077.460693 Iteration 1F: 3 clusters Score -75857.03 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -75941.632812 Penalty: 3077.460693 Iteration 2F: 3 clusters Score -75941.63 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -76018.492188 Penalty: 3077.460693 Iteration 3Q: 3 clusters Score -76018.49 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -76085.742188 Penalty: 3077.460693 Iteration 4Q: 3 clusters Score -76085.74 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -76133.125000 Penalty: 3077.460693 Iteration 5Q: 3 clusters Score -76133.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -76162.617188 Penalty: 3077.460693 Iteration 6Q: 3 clusters Score -76162.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -76186.085938 Penalty: 3077.460693 Iteration 7Q: 3 clusters Score -76186.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -76245.320312 Penalty: 3077.460693 Iteration 8Q: 3 clusters Score -76245.32 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -76292.242188 Penalty: 3077.460693 Iteration 9Q: 3 clusters Score -76292.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -76310.164062 Penalty: 3077.460693 Iteration 10Q: 3 clusters Score -76310.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -76331.382812 Penalty: 3077.460693 Iteration 11Q: 3 clusters Score -76331.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -76332.226562 Penalty: 3077.460693 Iteration 12Q: 3 clusters Score -76332.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -76352.789062 Penalty: 3077.460693 Iteration 13F: 3 clusters Score -76352.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -76406.656250 Penalty: 3077.460693 Iteration 14Q: 3 clusters Score -76406.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -76464.281250 Penalty: 3077.460693 Iteration 15Q: 3 clusters Score -76464.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -76480.703125 Penalty: 3077.460693 Iteration 16Q: 3 clusters Score -76480.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -76497.117188 Penalty: 3077.460693 Iteration 17Q: 3 clusters Score -76497.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -76497.664062 Penalty: 3077.460693 Iteration 18Q: 3 clusters Score -76497.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -76497.664062 Penalty: 3077.460693 Iteration 19F: 3 clusters Score -76497.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (27773 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27773 members Entering Unmasked Estep Score: -5406108.500000 Penalty: 2537.491211 Iteration 0F: 2 clusters Score -5406108 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13894 members Mstep: Class 2 contains 13879 members Entering Unmasked Estep Score: -5388142.000000 Penalty: 5074.982422 Iteration 0F: 3 clusters Score -5388142 nChanged 12419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13631 members Mstep: Class 2 contains 14142 members Entering Unmasked Estep Score: -5394734.500000 Penalty: 5074.982422 Iteration 1F: 3 clusters Score -5394734 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13509 members Mstep: Class 2 contains 14264 members Entering Unmasked Estep Score: -5395124.000000 Penalty: 5074.982422 Iteration 2Q: 3 clusters Score -5395124 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13320 members Mstep: Class 2 contains 14453 members Entering Unmasked Estep Score: -5395484.000000 Penalty: 5074.982422 Iteration 3Q: 3 clusters Score -5395484 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13082 members Mstep: Class 2 contains 14691 members Entering Unmasked Estep Score: -5395845.000000 Penalty: 5074.982422 Iteration 4Q: 3 clusters Score -5395845 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12862 members Mstep: Class 2 contains 14911 members Entering Unmasked Estep Score: -5396127.000000 Penalty: 5074.982422 Iteration 5Q: 3 clusters Score -5396127 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12589 members Mstep: Class 2 contains 15184 members Entering Unmasked Estep Score: -5396455.000000 Penalty: 5074.982422 Iteration 6Q: 3 clusters Score -5396455 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12195 members Mstep: Class 2 contains 15578 members Entering Unmasked Estep Score: -5396791.500000 Penalty: 5074.982422 Iteration 7Q: 3 clusters Score -5396792 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11748 members Mstep: Class 2 contains 16025 members Entering Unmasked Estep Score: -5397164.500000 Penalty: 5074.982422 Iteration 8Q: 3 clusters Score -5397164 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11259 members Mstep: Class 2 contains 16514 members Entering Unmasked Estep Score: -5397616.500000 Penalty: 5074.982422 Iteration 9Q: 3 clusters Score -5397616 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10685 members Mstep: Class 2 contains 17088 members Entering Unmasked Estep Score: -5398128.500000 Penalty: 5074.982422 Iteration 10Q: 3 clusters Score -5398128 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10007 members Mstep: Class 2 contains 17766 members Entering Unmasked Estep Score: -5398770.500000 Penalty: 5074.982422 Iteration 11Q: 3 clusters Score -5398770 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9274 members Mstep: Class 2 contains 18499 members Entering Unmasked Estep Score: -5399466.500000 Penalty: 5074.982422 Iteration 12Q: 3 clusters Score -5399466 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8555 members Mstep: Class 2 contains 19218 members Entering Unmasked Estep Score: -5400134.500000 Penalty: 5074.982422 Iteration 13Q: 3 clusters Score -5400134 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7926 members Mstep: Class 2 contains 19847 members Entering Unmasked Estep Score: -5400692.500000 Penalty: 5074.982422 Iteration 14Q: 3 clusters Score -5400692 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7382 members Mstep: Class 2 contains 20391 members Entering Unmasked Estep Score: -5401142.000000 Penalty: 5074.982422 Iteration 15Q: 3 clusters Score -5401142 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6888 members Mstep: Class 2 contains 20885 members Entering Unmasked Estep Score: -5401493.000000 Penalty: 5074.982422 Iteration 16Q: 3 clusters Score -5401493 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 21361 members Entering Unmasked Estep Score: -5401760.000000 Penalty: 5074.982422 Iteration 17Q: 3 clusters Score -5401760 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5946 members Mstep: Class 2 contains 21827 members Entering Unmasked Estep Score: -5401997.000000 Penalty: 5074.982422 Iteration 18Q: 3 clusters Score -5401997 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 22291 members Entering Unmasked Estep Score: -5402204.500000 Penalty: 5074.982422 Iteration 19Q: 3 clusters Score -5402204 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 22798 members Entering Unmasked Estep Score: -5402418.000000 Penalty: 5074.982422 Iteration 20F: 3 clusters Score -5402418 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 23251 members Entering Unmasked Estep Score: -5402616.500000 Penalty: 5074.982422 Iteration 21Q: 3 clusters Score -5402616 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 23640 members Entering Unmasked Estep Score: -5402776.000000 Penalty: 5074.982422 Iteration 22Q: 3 clusters Score -5402776 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 24013 members Entering Unmasked Estep Score: -5402891.000000 Penalty: 5074.982422 Iteration 23Q: 3 clusters Score -5402891 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 24313 members Entering Unmasked Estep Score: -5403003.500000 Penalty: 5074.982422 Iteration 24Q: 3 clusters Score -5403004 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 24598 members Entering Unmasked Estep Score: -5403090.000000 Penalty: 5074.982422 Iteration 25Q: 3 clusters Score -5403090 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 24868 members Entering Unmasked Estep Score: -5403201.000000 Penalty: 5074.982422 Iteration 26Q: 3 clusters Score -5403201 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 25102 members Entering Unmasked Estep Score: -5403278.000000 Penalty: 5074.982422 Iteration 27Q: 3 clusters Score -5403278 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 25316 members Entering Unmasked Estep Score: -5403334.500000 Penalty: 5074.982422 Iteration 28Q: 3 clusters Score -5403334 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 25500 members Entering Unmasked Estep Score: -5403412.000000 Penalty: 5074.982422 Iteration 29Q: 3 clusters Score -5403412 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 25679 members Entering Unmasked Estep Score: -5403492.500000 Penalty: 5074.982422 Iteration 30Q: 3 clusters Score -5403492 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 25833 members Entering Unmasked Estep Score: -5403548.500000 Penalty: 5074.982422 Iteration 31Q: 3 clusters Score -5403548 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 25966 members Entering Unmasked Estep Score: -5403595.000000 Penalty: 5074.982422 Iteration 32Q: 3 clusters Score -5403595 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 26067 members Entering Unmasked Estep Score: -5403634.000000 Penalty: 5074.982422 Iteration 33Q: 3 clusters Score -5403634 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 26168 members Entering Unmasked Estep Score: -5403671.000000 Penalty: 5074.982422 Iteration 34Q: 3 clusters Score -5403671 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 26255 members Entering Unmasked Estep Score: -5403704.000000 Penalty: 5074.982422 Iteration 35Q: 3 clusters Score -5403704 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 26330 members Entering Unmasked Estep Score: -5403733.000000 Penalty: 5074.982422 Iteration 36Q: 3 clusters Score -5403733 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 26386 members Entering Unmasked Estep Score: -5403756.000000 Penalty: 5074.982422 Iteration 37Q: 3 clusters Score -5403756 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 26449 members Entering Unmasked Estep Score: -5403768.000000 Penalty: 5074.982422 Iteration 38Q: 3 clusters Score -5403768 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 26509 members Entering Unmasked Estep Score: -5403810.000000 Penalty: 5074.982422 Iteration 39Q: 3 clusters Score -5403810 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 26554 members Entering Unmasked Estep Score: -5403818.500000 Penalty: 5074.982422 Iteration 40F: 3 clusters Score -5403818 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 26593 members Entering Unmasked Estep Score: -5403839.500000 Penalty: 5074.982422 Iteration 41Q: 3 clusters Score -5403840 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 26623 members Entering Unmasked Estep Score: -5403855.000000 Penalty: 5074.982422 Iteration 42Q: 3 clusters Score -5403855 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 26648 members Entering Unmasked Estep Score: -5403866.000000 Penalty: 5074.982422 Iteration 43Q: 3 clusters Score -5403866 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 26671 members Entering Unmasked Estep Score: -5403871.500000 Penalty: 5074.982422 Iteration 44Q: 3 clusters Score -5403872 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 26683 members Entering Unmasked Estep Score: -5403876.000000 Penalty: 5074.982422 Iteration 45Q: 3 clusters Score -5403876 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 26696 members Entering Unmasked Estep Score: -5403878.500000 Penalty: 5074.982422 Iteration 46Q: 3 clusters Score -5403878 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 26703 members Entering Unmasked Estep Score: -5403881.000000 Penalty: 5074.982422 Iteration 47Q: 3 clusters Score -5403881 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 26714 members Entering Unmasked Estep Score: -5403886.500000 Penalty: 5074.982422 Iteration 48Q: 3 clusters Score -5403886 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 26726 members Entering Unmasked Estep Score: -5403899.500000 Penalty: 5074.982422 Iteration 49Q: 3 clusters Score -5403900 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 26744 members Entering Unmasked Estep Score: -5403903.000000 Penalty: 5074.982422 Iteration 50Q: 3 clusters Score -5403903 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 26756 members Entering Unmasked Estep Score: -5403901.000000 Penalty: 5074.982422 Iteration 51Q: 3 clusters Score -5403901 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 26770 members Entering Unmasked Estep Score: -5403920.000000 Penalty: 5074.982422 Iteration 52Q: 3 clusters Score -5403920 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 26779 members Entering Unmasked Estep Score: -5403917.000000 Penalty: 5074.982422 Iteration 53Q: 3 clusters Score -5403917 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 26781 members Entering Unmasked Estep Score: -5403920.500000 Penalty: 5074.982422 Iteration 54Q: 3 clusters Score -5403920 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 26781 members Entering Unmasked Estep Score: -5403920.500000 Penalty: 5074.982422 Iteration 55Q: 3 clusters Score -5403920 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 26783 members Entering Unmasked Estep Score: -5403920.000000 Penalty: 5074.982422 Iteration 56Q: 3 clusters Score -5403920 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 26783 members Entering Unmasked Estep Score: -5403920.000000 Penalty: 5074.982422 Iteration 57F: 3 clusters Score -5403920 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (377 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Entering Unmasked Estep Score: -56641.695312 Penalty: 1471.196777 Iteration 0F: 2 clusters Score -56641.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -55320.542969 Penalty: 2942.393555 Iteration 0F: 3 clusters Score -55320.54 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -55531.535156 Penalty: 2942.393555 Iteration 1F: 3 clusters Score -55531.54 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -55689.925781 Penalty: 2942.393555 Iteration 2F: 3 clusters Score -55689.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -55785.921875 Penalty: 2942.393555 Iteration 3Q: 3 clusters Score -55785.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -55809.054688 Penalty: 2942.393555 Iteration 4Q: 3 clusters Score -55809.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -55820.558594 Penalty: 2942.393555 Iteration 5Q: 3 clusters Score -55820.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -55833.738281 Penalty: 2942.393555 Iteration 6Q: 3 clusters Score -55833.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -55848.410156 Penalty: 2942.393555 Iteration 7Q: 3 clusters Score -55848.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -55870.570312 Penalty: 2942.393555 Iteration 8Q: 3 clusters Score -55870.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -55875.519531 Penalty: 2942.393555 Iteration 9Q: 3 clusters Score -55875.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -55879.195312 Penalty: 2942.393555 Iteration 10Q: 3 clusters Score -55879.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -55882.351562 Penalty: 2942.393555 Iteration 11Q: 3 clusters Score -55882.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -55882.351562 Penalty: 2942.393555 Iteration 12F: 3 clusters Score -55882.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 54842 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 3076 members Mstep: Class 5 contains 74021 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7559 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1881 members Mstep: Class 10 contains 27072 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2222 members Mstep: Class 13 contains 21622 members Mstep: Class 14 contains 1234 members Mstep: Class 15 contains 60525 members Mstep: Class 16 contains 18446 members Mstep: Class 17 contains 158 members Mstep: Class 18 contains 22185 members Mstep: Class 19 contains 657 members Mstep: Class 20 contains 495 members Mstep: Class 21 contains 27773 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -63645296.000000 Penalty: 75971.281250 Iteration 79Q: 25 clusters Score -6.36453e+07 nChanged 3569 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 55119 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 3070 members Mstep: Class 5 contains 73737 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7557 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1881 members Mstep: Class 10 contains 27149 members Mstep: Class 11 contains 238 members Mstep: Class 12 contains 2219 members Mstep: Class 13 contains 21610 members Mstep: Class 14 contains 1234 members Mstep: Class 15 contains 60760 members Mstep: Class 16 contains 18524 members Mstep: Class 17 contains 158 members Mstep: Class 18 contains 22766 members Mstep: Class 19 contains 664 members Mstep: Class 20 contains 496 members Mstep: Class 21 contains 27268 members Mstep: Class 22 contains 371 members Mstep: Class 23 contains 20280 members Mstep: Class 24 contains 316 members Entering Unmasked Estep ConsiderDeletion Score: -63646056.000000 Penalty: 75971.281250 Iteration 80F: 25 clusters Score -6.364606e+07 nChanged 3079 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 54912 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 3060 members Mstep: Class 5 contains 73498 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7553 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1882 members Mstep: Class 10 contains 26948 members Mstep: Class 11 contains 244 members Mstep: Class 12 contains 2221 members Mstep: Class 13 contains 21604 members Mstep: Class 14 contains 1234 members Mstep: Class 15 contains 60871 members Mstep: Class 16 contains 18604 members Mstep: Class 17 contains 160 members Mstep: Class 18 contains 22985 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 496 members Mstep: Class 21 contains 26841 members Mstep: Class 22 contains 371 members Mstep: Class 23 contains 20960 members Mstep: Class 24 contains 315 members Entering Unmasked Estep ConsiderDeletion Score: -63646920.000000 Penalty: 75971.281250 Iteration 81Q: 25 clusters Score -6.364692e+07 nChanged 2276 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 54856 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 3046 members Mstep: Class 5 contains 73283 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7557 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 26766 members Mstep: Class 11 contains 245 members Mstep: Class 12 contains 2217 members Mstep: Class 13 contains 21587 members Mstep: Class 14 contains 1234 members Mstep: Class 15 contains 61003 members Mstep: Class 16 contains 18697 members Mstep: Class 17 contains 160 members Mstep: Class 18 contains 23244 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 497 members Mstep: Class 21 contains 26425 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 21375 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63647228.000000 Penalty: 75971.281250 Iteration 82Q: 25 clusters Score -6.364723e+07 nChanged 1983 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 54823 members Mstep: Class 3 contains 1320 members Mstep: Class 4 contains 3033 members Mstep: Class 5 contains 73100 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7559 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 26621 members Mstep: Class 11 contains 244 members Mstep: Class 12 contains 2213 members Mstep: Class 13 contains 21582 members Mstep: Class 14 contains 1233 members Mstep: Class 15 contains 61095 members Mstep: Class 16 contains 18813 members Mstep: Class 17 contains 161 members Mstep: Class 18 contains 23421 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 497 members Mstep: Class 21 contains 26070 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 21728 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63647568.000000 Penalty: 75971.281250 Iteration 83Q: 25 clusters Score -6.364757e+07 nChanged 1883 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 54819 members Mstep: Class 3 contains 1319 members Mstep: Class 4 contains 3012 members Mstep: Class 5 contains 72946 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7558 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1882 members Mstep: Class 10 contains 26495 members Mstep: Class 11 contains 244 members Mstep: Class 12 contains 2210 members Mstep: Class 13 contains 21595 members Mstep: Class 14 contains 1232 members Mstep: Class 15 contains 61179 members Mstep: Class 16 contains 18917 members Mstep: Class 17 contains 161 members Mstep: Class 18 contains 23557 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 497 members Mstep: Class 21 contains 25682 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 22091 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63647704.000000 Penalty: 75971.281250 Iteration 84Q: 25 clusters Score -6.36477e+07 nChanged 1832 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 54831 members Mstep: Class 3 contains 1320 members Mstep: Class 4 contains 2993 members Mstep: Class 5 contains 72811 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7567 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1882 members Mstep: Class 10 contains 26386 members Mstep: Class 11 contains 244 members Mstep: Class 12 contains 2213 members Mstep: Class 13 contains 21596 members Mstep: Class 14 contains 1232 members Mstep: Class 15 contains 61224 members Mstep: Class 16 contains 19016 members Mstep: Class 17 contains 161 members Mstep: Class 18 contains 23661 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 497 members Mstep: Class 21 contains 25321 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 22441 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63647696.000000 Penalty: 75971.281250 Iteration 85Q: 25 clusters Score -6.36477e+07 nChanged 1674 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 54850 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 2980 members Mstep: Class 5 contains 72712 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7568 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1882 members Mstep: Class 10 contains 26283 members Mstep: Class 11 contains 244 members Mstep: Class 12 contains 2215 members Mstep: Class 13 contains 21600 members Mstep: Class 14 contains 1232 members Mstep: Class 15 contains 61268 members Mstep: Class 16 contains 19095 members Mstep: Class 17 contains 161 members Mstep: Class 18 contains 23673 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 497 members Mstep: Class 21 contains 25041 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 22774 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63647824.000000 Penalty: 75971.281250 Iteration 86Q: 25 clusters Score -6.364782e+07 nChanged 1702 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 54902 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 2971 members Mstep: Class 5 contains 72639 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7566 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1881 members Mstep: Class 10 contains 26168 members Mstep: Class 11 contains 244 members Mstep: Class 12 contains 2218 members Mstep: Class 13 contains 21591 members Mstep: Class 14 contains 1232 members Mstep: Class 15 contains 61288 members Mstep: Class 16 contains 19172 members Mstep: Class 17 contains 161 members Mstep: Class 18 contains 23647 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 496 members Mstep: Class 21 contains 24802 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 23097 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63647860.000000 Penalty: 75971.281250 Iteration 87Q: 25 clusters Score -6.364786e+07 nChanged 1618 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 54951 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 2959 members Mstep: Class 5 contains 72551 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7570 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1881 members Mstep: Class 10 contains 26065 members Mstep: Class 11 contains 244 members Mstep: Class 12 contains 2220 members Mstep: Class 13 contains 21583 members Mstep: Class 14 contains 1232 members Mstep: Class 15 contains 61277 members Mstep: Class 16 contains 19256 members Mstep: Class 17 contains 161 members Mstep: Class 18 contains 23614 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 495 members Mstep: Class 21 contains 24619 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 23397 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63648040.000000 Penalty: 75971.281250 Iteration 88Q: 25 clusters Score -6.364804e+07 nChanged 1481 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 54965 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 2946 members Mstep: Class 5 contains 72539 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7568 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1881 members Mstep: Class 10 contains 25963 members Mstep: Class 11 contains 244 members Mstep: Class 12 contains 2223 members Mstep: Class 13 contains 21555 members Mstep: Class 14 contains 1232 members Mstep: Class 15 contains 61242 members Mstep: Class 16 contains 19343 members Mstep: Class 17 contains 161 members Mstep: Class 18 contains 23564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 495 members Mstep: Class 21 contains 24509 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 23645 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63648240.000000 Penalty: 75971.281250 Iteration 89Q: 25 clusters Score -6.364824e+07 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 54990 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 2931 members Mstep: Class 5 contains 72504 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7567 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1880 members Mstep: Class 10 contains 25847 members Mstep: Class 11 contains 244 members Mstep: Class 12 contains 2224 members Mstep: Class 13 contains 21555 members Mstep: Class 14 contains 1232 members Mstep: Class 15 contains 61221 members Mstep: Class 16 contains 19428 members Mstep: Class 17 contains 161 members Mstep: Class 18 contains 23530 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 496 members Mstep: Class 21 contains 24418 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 23848 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63648352.000000 Penalty: 75971.281250 Iteration 90Q: 25 clusters Score -6.364835e+07 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 55017 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 2921 members Mstep: Class 5 contains 72489 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7568 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1880 members Mstep: Class 10 contains 25747 members Mstep: Class 11 contains 244 members Mstep: Class 12 contains 2225 members Mstep: Class 13 contains 21535 members Mstep: Class 14 contains 1232 members Mstep: Class 15 contains 61179 members Mstep: Class 16 contains 19512 members Mstep: Class 17 contains 161 members Mstep: Class 18 contains 23502 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 496 members Mstep: Class 21 contains 24367 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24001 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63648308.000000 Penalty: 75971.281250 Iteration 91Q: 25 clusters Score -6.364831e+07 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 55053 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 2911 members Mstep: Class 5 contains 72429 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7571 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1879 members Mstep: Class 10 contains 25653 members Mstep: Class 11 contains 244 members Mstep: Class 12 contains 2222 members Mstep: Class 13 contains 21519 members Mstep: Class 14 contains 1231 members Mstep: Class 15 contains 61126 members Mstep: Class 16 contains 19631 members Mstep: Class 17 contains 161 members Mstep: Class 18 contains 23526 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 496 members Mstep: Class 21 contains 24310 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24114 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63648444.000000 Penalty: 75971.281250 Iteration 92Q: 25 clusters Score -6.364844e+07 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 55084 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 2898 members Mstep: Class 5 contains 72400 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7574 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1879 members Mstep: Class 10 contains 25568 members Mstep: Class 11 contains 244 members Mstep: Class 12 contains 2220 members Mstep: Class 13 contains 21487 members Mstep: Class 14 contains 1231 members Mstep: Class 15 contains 61087 members Mstep: Class 16 contains 19737 members Mstep: Class 17 contains 161 members Mstep: Class 18 contains 23582 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 496 members Mstep: Class 21 contains 24249 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24179 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63648572.000000 Penalty: 75971.281250 Iteration 93Q: 25 clusters Score -6.364857e+07 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 55103 members Mstep: Class 3 contains 1322 members Mstep: Class 4 contains 2885 members Mstep: Class 5 contains 72467 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7577 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1879 members Mstep: Class 10 contains 25508 members Mstep: Class 11 contains 244 members Mstep: Class 12 contains 2218 members Mstep: Class 13 contains 21483 members Mstep: Class 14 contains 1231 members Mstep: Class 15 contains 60953 members Mstep: Class 16 contains 19822 members Mstep: Class 17 contains 161 members Mstep: Class 18 contains 23635 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 496 members Mstep: Class 21 contains 24199 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24214 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63648616.000000 Penalty: 75971.281250 Iteration 94Q: 25 clusters Score -6.364862e+07 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 55119 members Mstep: Class 3 contains 1322 members Mstep: Class 4 contains 2870 members Mstep: Class 5 contains 72482 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7580 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1879 members Mstep: Class 10 contains 25439 members Mstep: Class 11 contains 244 members Mstep: Class 12 contains 2216 members Mstep: Class 13 contains 21489 members Mstep: Class 14 contains 1231 members Mstep: Class 15 contains 60883 members Mstep: Class 16 contains 19919 members Mstep: Class 17 contains 161 members Mstep: Class 18 contains 23665 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 497 members Mstep: Class 21 contains 24131 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24270 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63648596.000000 Penalty: 75971.281250 Iteration 95Q: 25 clusters Score -6.36486e+07 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 55160 members Mstep: Class 3 contains 1322 members Mstep: Class 4 contains 2860 members Mstep: Class 5 contains 72535 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7576 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1878 members Mstep: Class 10 contains 25380 members Mstep: Class 11 contains 244 members Mstep: Class 12 contains 2217 members Mstep: Class 13 contains 21482 members Mstep: Class 14 contains 1231 members Mstep: Class 15 contains 60748 members Mstep: Class 16 contains 20036 members Mstep: Class 17 contains 161 members Mstep: Class 18 contains 23692 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 498 members Mstep: Class 21 contains 24055 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24322 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63648436.000000 Penalty: 75971.281250 Iteration 96Q: 25 clusters Score -6.364844e+07 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 55167 members Mstep: Class 3 contains 1322 members Mstep: Class 4 contains 2849 members Mstep: Class 5 contains 72596 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7575 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1877 members Mstep: Class 10 contains 25305 members Mstep: Class 11 contains 244 members Mstep: Class 12 contains 2216 members Mstep: Class 13 contains 21488 members Mstep: Class 14 contains 1231 members Mstep: Class 15 contains 60586 members Mstep: Class 16 contains 20171 members Mstep: Class 17 contains 161 members Mstep: Class 18 contains 23728 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 498 members Mstep: Class 21 contains 24014 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24369 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63648440.000000 Penalty: 75971.281250 Iteration 97Q: 25 clusters Score -6.364844e+07 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 55176 members Mstep: Class 3 contains 1322 members Mstep: Class 4 contains 2829 members Mstep: Class 5 contains 72676 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7567 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1876 members Mstep: Class 10 contains 25242 members Mstep: Class 11 contains 244 members Mstep: Class 12 contains 2211 members Mstep: Class 13 contains 21487 members Mstep: Class 14 contains 1231 members Mstep: Class 15 contains 60428 members Mstep: Class 16 contains 20300 members Mstep: Class 17 contains 161 members Mstep: Class 18 contains 23758 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 497 members Mstep: Class 21 contains 23995 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24397 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63648596.000000 Penalty: 75971.281250 Iteration 98Q: 25 clusters Score -6.36486e+07 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 55174 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 2814 members Mstep: Class 5 contains 72741 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7565 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1875 members Mstep: Class 10 contains 25218 members Mstep: Class 11 contains 244 members Mstep: Class 12 contains 2210 members Mstep: Class 13 contains 21513 members Mstep: Class 14 contains 1231 members Mstep: Class 15 contains 60247 members Mstep: Class 16 contains 20414 members Mstep: Class 17 contains 161 members Mstep: Class 18 contains 23794 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 497 members Mstep: Class 21 contains 23967 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24411 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63648568.000000 Penalty: 75971.281250 Iteration 99Q: 25 clusters Score -6.364857e+07 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 55205 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 2798 members Mstep: Class 5 contains 72798 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7563 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1875 members Mstep: Class 10 contains 25182 members Mstep: Class 11 contains 244 members Mstep: Class 12 contains 2208 members Mstep: Class 13 contains 21532 members Mstep: Class 14 contains 1231 members Mstep: Class 15 contains 60055 members Mstep: Class 16 contains 20533 members Mstep: Class 17 contains 161 members Mstep: Class 18 contains 23829 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 497 members Mstep: Class 21 contains 23958 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24407 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63648780.000000 Penalty: 75971.281250 Iteration 100F: 25 clusters Score -6.364878e+07 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 55220 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 2785 members Mstep: Class 5 contains 72840 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7559 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1875 members Mstep: Class 10 contains 25145 members Mstep: Class 11 contains 246 members Mstep: Class 12 contains 2200 members Mstep: Class 13 contains 21532 members Mstep: Class 14 contains 1231 members Mstep: Class 15 contains 59909 members Mstep: Class 16 contains 20650 members Mstep: Class 17 contains 162 members Mstep: Class 18 contains 23834 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 496 members Mstep: Class 21 contains 23963 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24432 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63648876.000000 Penalty: 75971.281250 Iteration 101Q: 25 clusters Score -6.364888e+07 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 55235 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 2774 members Mstep: Class 5 contains 72810 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7560 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1876 members Mstep: Class 10 contains 25121 members Mstep: Class 11 contains 243 members Mstep: Class 12 contains 2195 members Mstep: Class 13 contains 21540 members Mstep: Class 14 contains 1231 members Mstep: Class 15 contains 59801 members Mstep: Class 16 contains 20774 members Mstep: Class 17 contains 164 members Mstep: Class 18 contains 23854 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 496 members Mstep: Class 21 contains 23962 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24443 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649032.000000 Penalty: 75971.281250 Iteration 102Q: 25 clusters Score -6.364903e+07 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 55231 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 2764 members Mstep: Class 5 contains 72794 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7563 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1877 members Mstep: Class 10 contains 25092 members Mstep: Class 11 contains 242 members Mstep: Class 12 contains 2197 members Mstep: Class 13 contains 21530 members Mstep: Class 14 contains 1230 members Mstep: Class 15 contains 59727 members Mstep: Class 16 contains 20882 members Mstep: Class 17 contains 165 members Mstep: Class 18 contains 23875 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 496 members Mstep: Class 21 contains 23966 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24448 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649136.000000 Penalty: 75971.281250 Iteration 103Q: 25 clusters Score -6.364914e+07 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 55215 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 2755 members Mstep: Class 5 contains 72797 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7563 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1880 members Mstep: Class 10 contains 25052 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2202 members Mstep: Class 13 contains 21541 members Mstep: Class 14 contains 1228 members Mstep: Class 15 contains 59645 members Mstep: Class 16 contains 20985 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 23906 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 495 members Mstep: Class 21 contains 23955 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24452 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649252.000000 Penalty: 75971.281250 Iteration 104Q: 25 clusters Score -6.364925e+07 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 55229 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 2752 members Mstep: Class 5 contains 72778 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7567 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1881 members Mstep: Class 10 contains 25012 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2210 members Mstep: Class 13 contains 21555 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 59557 members Mstep: Class 16 contains 21084 members Mstep: Class 17 contains 167 members Mstep: Class 18 contains 23938 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 493 members Mstep: Class 21 contains 23939 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24451 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649420.000000 Penalty: 75971.281250 Iteration 105Q: 25 clusters Score -6.364942e+07 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 55260 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 2747 members Mstep: Class 5 contains 72757 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7568 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1882 members Mstep: Class 10 contains 24959 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2213 members Mstep: Class 13 contains 21552 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 59488 members Mstep: Class 16 contains 21174 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 23980 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23925 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24451 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649464.000000 Penalty: 75971.281250 Iteration 106Q: 25 clusters Score -6.364946e+07 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 55286 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 2737 members Mstep: Class 5 contains 72696 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7564 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1884 members Mstep: Class 10 contains 24912 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2219 members Mstep: Class 13 contains 21538 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 59476 members Mstep: Class 16 contains 21262 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24046 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23893 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24444 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649440.000000 Penalty: 75971.281250 Iteration 107Q: 25 clusters Score -6.364944e+07 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 55306 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 2727 members Mstep: Class 5 contains 72602 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7558 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1884 members Mstep: Class 10 contains 24878 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2222 members Mstep: Class 13 contains 21538 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 59486 members Mstep: Class 16 contains 21358 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24080 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23864 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24454 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649428.000000 Penalty: 75971.281250 Iteration 108Q: 25 clusters Score -6.364943e+07 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 55326 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 2716 members Mstep: Class 5 contains 72477 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7556 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1884 members Mstep: Class 10 contains 24837 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2220 members Mstep: Class 13 contains 21538 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 59534 members Mstep: Class 16 contains 21456 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24114 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23829 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24470 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649512.000000 Penalty: 75971.281250 Iteration 109Q: 25 clusters Score -6.364951e+07 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 55338 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 2711 members Mstep: Class 5 contains 72304 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7545 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1884 members Mstep: Class 10 contains 24807 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2216 members Mstep: Class 13 contains 21527 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 59629 members Mstep: Class 16 contains 21562 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24131 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23808 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24495 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649624.000000 Penalty: 75971.281250 Iteration 110Q: 25 clusters Score -6.364962e+07 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 55337 members Mstep: Class 3 contains 1321 members Mstep: Class 4 contains 2705 members Mstep: Class 5 contains 72132 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7538 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1884 members Mstep: Class 10 contains 24783 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2217 members Mstep: Class 13 contains 21530 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 59714 members Mstep: Class 16 contains 21660 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24159 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 23782 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24516 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649592.000000 Penalty: 75971.281250 Iteration 111Q: 25 clusters Score -6.364959e+07 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55331 members Mstep: Class 3 contains 1322 members Mstep: Class 4 contains 2698 members Mstep: Class 5 contains 71948 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7536 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1884 members Mstep: Class 10 contains 24768 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2220 members Mstep: Class 13 contains 21526 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 59825 members Mstep: Class 16 contains 21748 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24195 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 23744 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24532 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649656.000000 Penalty: 75971.281250 Iteration 112Q: 25 clusters Score -6.364966e+07 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55330 members Mstep: Class 3 contains 1323 members Mstep: Class 4 contains 2694 members Mstep: Class 5 contains 71806 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7533 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1884 members Mstep: Class 10 contains 24744 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2223 members Mstep: Class 13 contains 21500 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 59930 members Mstep: Class 16 contains 21827 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24236 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 23713 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24534 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649696.000000 Penalty: 75971.281250 Iteration 113Q: 25 clusters Score -6.36497e+07 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55321 members Mstep: Class 3 contains 1323 members Mstep: Class 4 contains 2691 members Mstep: Class 5 contains 71653 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7527 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1884 members Mstep: Class 10 contains 24724 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2223 members Mstep: Class 13 contains 21498 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 60017 members Mstep: Class 16 contains 21911 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24270 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 23688 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24547 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649664.000000 Penalty: 75971.281250 Iteration 114Q: 25 clusters Score -6.364966e+07 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55323 members Mstep: Class 3 contains 1323 members Mstep: Class 4 contains 2689 members Mstep: Class 5 contains 71548 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7522 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1884 members Mstep: Class 10 contains 24704 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2220 members Mstep: Class 13 contains 21495 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 60090 members Mstep: Class 16 contains 21973 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24302 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23641 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24562 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649752.000000 Penalty: 75971.281250 Iteration 115Q: 25 clusters Score -6.364975e+07 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55316 members Mstep: Class 3 contains 1323 members Mstep: Class 4 contains 2687 members Mstep: Class 5 contains 71464 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7518 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1884 members Mstep: Class 10 contains 24682 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2218 members Mstep: Class 13 contains 21486 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 60173 members Mstep: Class 16 contains 22021 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24339 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23593 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24572 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649828.000000 Penalty: 75971.281250 Iteration 116Q: 25 clusters Score -6.364983e+07 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55309 members Mstep: Class 3 contains 1323 members Mstep: Class 4 contains 2683 members Mstep: Class 5 contains 71335 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7514 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24657 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2222 members Mstep: Class 13 contains 21483 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 60262 members Mstep: Class 16 contains 22083 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24370 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23572 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24580 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649844.000000 Penalty: 75971.281250 Iteration 117Q: 25 clusters Score -6.364984e+07 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55308 members Mstep: Class 3 contains 1323 members Mstep: Class 4 contains 2676 members Mstep: Class 5 contains 71221 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7514 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24631 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2221 members Mstep: Class 13 contains 21486 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 60336 members Mstep: Class 16 contains 22143 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24389 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23542 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24603 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649860.000000 Penalty: 75971.281250 Iteration 118Q: 25 clusters Score -6.364986e+07 nChanged 724 Entering ConstructFrom: Score: -63649860.000000 Penalty: 75971.281250 Entering ConstructFrom: Trying to split cluster 1 (1230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Entering Unmasked Estep Score: -216646.953125 Penalty: 1764.462769 Iteration 0F: 2 clusters Score -216647 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -214520.750000 Penalty: 3528.925537 Iteration 0F: 3 clusters Score -214520.8 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -214852.031250 Penalty: 3528.925537 Iteration 1F: 3 clusters Score -214852 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -214980.593750 Penalty: 3528.925537 Iteration 2F: 3 clusters Score -214980.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -215080.656250 Penalty: 3528.925537 Iteration 3F: 3 clusters Score -215080.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -215153.781250 Penalty: 3528.925537 Iteration 4Q: 3 clusters Score -215153.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -215230.625000 Penalty: 3528.925537 Iteration 5Q: 3 clusters Score -215230.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -215343.578125 Penalty: 3528.925537 Iteration 6Q: 3 clusters Score -215343.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -215417.546875 Penalty: 3528.925537 Iteration 7Q: 3 clusters Score -215417.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -215468.781250 Penalty: 3528.925537 Iteration 8Q: 3 clusters Score -215468.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -215508.890625 Penalty: 3528.925537 Iteration 9Q: 3 clusters Score -215508.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -215531.875000 Penalty: 3528.925537 Iteration 10Q: 3 clusters Score -215531.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -215563.171875 Penalty: 3528.925537 Iteration 11Q: 3 clusters Score -215563.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -215583.281250 Penalty: 3528.925537 Iteration 12Q: 3 clusters Score -215583.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -215603.625000 Penalty: 3528.925537 Iteration 13Q: 3 clusters Score -215603.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -215618.500000 Penalty: 3528.925537 Iteration 14Q: 3 clusters Score -215618.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -215633.109375 Penalty: 3528.925537 Iteration 15Q: 3 clusters Score -215633.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -215642.656250 Penalty: 3528.925537 Iteration 16Q: 3 clusters Score -215642.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -215648.859375 Penalty: 3528.925537 Iteration 17Q: 3 clusters Score -215648.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -215652.671875 Penalty: 3528.925537 Iteration 18Q: 3 clusters Score -215652.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -215654.609375 Penalty: 3528.925537 Iteration 19Q: 3 clusters Score -215654.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -215657.218750 Penalty: 3528.925537 Iteration 20F: 3 clusters Score -215657.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -215657.984375 Penalty: 3528.925537 Iteration 21Q: 3 clusters Score -215658 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -215657.984375 Penalty: 3528.925537 Iteration 22F: 3 clusters Score -215658 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (55314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55314 members Entering Unmasked Estep Score: -10002121.000000 Penalty: 2708.353760 Iteration 0F: 2 clusters Score -1.000212e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27860 members Mstep: Class 2 contains 27454 members Entering Unmasked Estep Score: -9969618.000000 Penalty: 5416.707520 Iteration 0F: 3 clusters Score -9969618 nChanged 25737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29289 members Mstep: Class 2 contains 26025 members Entering Unmasked Estep Score: -9983903.000000 Penalty: 5416.707520 Iteration 1F: 3 clusters Score -9983903 nChanged 2104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30105 members Mstep: Class 2 contains 25209 members Entering Unmasked Estep Score: -9984511.000000 Penalty: 5416.707520 Iteration 2Q: 3 clusters Score -9984511 nChanged 2017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31234 members Mstep: Class 2 contains 24080 members Entering Unmasked Estep Score: -9985100.000000 Penalty: 5416.707520 Iteration 3Q: 3 clusters Score -9985100 nChanged 2133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32867 members Mstep: Class 2 contains 22447 members Entering Unmasked Estep Score: -9985910.000000 Penalty: 5416.707520 Iteration 4Q: 3 clusters Score -9985910 nChanged 2532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35161 members Mstep: Class 2 contains 20153 members Entering Unmasked Estep Score: -9987127.000000 Penalty: 5416.707520 Iteration 5Q: 3 clusters Score -9987127 nChanged 3189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38254 members Mstep: Class 2 contains 17060 members Entering Unmasked Estep Score: -9989049.000000 Penalty: 5416.707520 Iteration 6F: 3 clusters Score -9989049 nChanged 3973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42201 members Mstep: Class 2 contains 13113 members Entering Unmasked Estep Score: -9992057.000000 Penalty: 5416.707520 Iteration 7F: 3 clusters Score -9992057 nChanged 4417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46610 members Mstep: Class 2 contains 8704 members Entering Unmasked Estep Score: -9995344.000000 Penalty: 5416.707520 Iteration 8F: 3 clusters Score -9995344 nChanged 3858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50464 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -9997535.000000 Penalty: 5416.707520 Iteration 9F: 3 clusters Score -9997535 nChanged 2456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52918 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -9998637.000000 Penalty: 5416.707520 Iteration 10Q: 3 clusters Score -9998637 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54082 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -9999122.000000 Penalty: 5416.707520 Iteration 11Q: 3 clusters Score -9999122 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54601 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -9999386.000000 Penalty: 5416.707520 Iteration 12Q: 3 clusters Score -9999386 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54815 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -9999556.000000 Penalty: 5416.707520 Iteration 13Q: 3 clusters Score -9999556 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54902 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -9999651.000000 Penalty: 5416.707520 Iteration 14Q: 3 clusters Score -9999651 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54948 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -9999725.000000 Penalty: 5416.707520 Iteration 15Q: 3 clusters Score -9999725 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54973 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -9999753.000000 Penalty: 5416.707520 Iteration 16Q: 3 clusters Score -9999753 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54987 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -9999777.000000 Penalty: 5416.707520 Iteration 17Q: 3 clusters Score -9999777 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54993 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -9999783.000000 Penalty: 5416.707520 Iteration 18Q: 3 clusters Score -9999783 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54995 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -9999793.000000 Penalty: 5416.707520 Iteration 19Q: 3 clusters Score -9999793 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54998 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -9999784.000000 Penalty: 5416.707520 Iteration 20F: 3 clusters Score -9999784 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54999 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -9999790.000000 Penalty: 5416.707520 Iteration 21Q: 3 clusters Score -9999790 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55001 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -9999795.000000 Penalty: 5416.707520 Iteration 22Q: 3 clusters Score -9999795 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55001 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -9999795.000000 Penalty: 5416.707520 Iteration 23F: 3 clusters Score -9999795 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1323 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Entering Unmasked Estep Score: -231812.656250 Penalty: 1782.539062 Iteration 0F: 2 clusters Score -231812.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -229659.640625 Penalty: 3565.078125 Iteration 0F: 3 clusters Score -229659.6 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -230104.109375 Penalty: 3565.078125 Iteration 1F: 3 clusters Score -230104.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -230387.109375 Penalty: 3565.078125 Iteration 2F: 3 clusters Score -230387.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -230632.890625 Penalty: 3565.078125 Iteration 3F: 3 clusters Score -230632.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -230763.984375 Penalty: 3565.078125 Iteration 4F: 3 clusters Score -230764 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -230836.781250 Penalty: 3565.078125 Iteration 5Q: 3 clusters Score -230836.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -230882.984375 Penalty: 3565.078125 Iteration 6Q: 3 clusters Score -230883 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -230908.875000 Penalty: 3565.078125 Iteration 7Q: 3 clusters Score -230908.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -230919.046875 Penalty: 3565.078125 Iteration 8Q: 3 clusters Score -230919 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -230926.375000 Penalty: 3565.078125 Iteration 9Q: 3 clusters Score -230926.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -230928.359375 Penalty: 3565.078125 Iteration 10Q: 3 clusters Score -230928.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -230929.562500 Penalty: 3565.078125 Iteration 11Q: 3 clusters Score -230929.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -230931.000000 Penalty: 3565.078125 Iteration 12Q: 3 clusters Score -230931 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -230931.000000 Penalty: 3565.078125 Iteration 13F: 3 clusters Score -230931 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2668 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Entering Unmasked Estep Score: -454800.531250 Penalty: 1956.492920 Iteration 0F: 2 clusters Score -454800.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -451711.843750 Penalty: 3912.985840 Iteration 0F: 3 clusters Score -451711.8 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -452387.281250 Penalty: 3912.985840 Iteration 1F: 3 clusters Score -452387.3 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -452597.718750 Penalty: 3912.985840 Iteration 2F: 3 clusters Score -452597.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -452713.687500 Penalty: 3912.985840 Iteration 3F: 3 clusters Score -452713.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -452797.718750 Penalty: 3912.985840 Iteration 4Q: 3 clusters Score -452797.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -452857.812500 Penalty: 3912.985840 Iteration 5Q: 3 clusters Score -452857.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -452908.312500 Penalty: 3912.985840 Iteration 6Q: 3 clusters Score -452908.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -452949.218750 Penalty: 3912.985840 Iteration 7Q: 3 clusters Score -452949.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -452979.875000 Penalty: 3912.985840 Iteration 8Q: 3 clusters Score -452979.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -453004.031250 Penalty: 3912.985840 Iteration 9Q: 3 clusters Score -453004 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -453026.406250 Penalty: 3912.985840 Iteration 10Q: 3 clusters Score -453026.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -453055.406250 Penalty: 3912.985840 Iteration 11Q: 3 clusters Score -453055.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -453089.218750 Penalty: 3912.985840 Iteration 12Q: 3 clusters Score -453089.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -453109.968750 Penalty: 3912.985840 Iteration 13Q: 3 clusters Score -453110 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -453130.656250 Penalty: 3912.985840 Iteration 14Q: 3 clusters Score -453130.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -453150.062500 Penalty: 3912.985840 Iteration 15Q: 3 clusters Score -453150.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -453172.562500 Penalty: 3912.985840 Iteration 16Q: 3 clusters Score -453172.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -453184.656250 Penalty: 3912.985840 Iteration 17Q: 3 clusters Score -453184.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -453192.187500 Penalty: 3912.985840 Iteration 18Q: 3 clusters Score -453192.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -453197.375000 Penalty: 3912.985840 Iteration 19Q: 3 clusters Score -453197.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -453200.593750 Penalty: 3912.985840 Iteration 20F: 3 clusters Score -453200.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -453204.343750 Penalty: 3912.985840 Iteration 21Q: 3 clusters Score -453204.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -453207.406250 Penalty: 3912.985840 Iteration 22Q: 3 clusters Score -453207.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -453211.812500 Penalty: 3912.985840 Iteration 23Q: 3 clusters Score -453211.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -453214.250000 Penalty: 3912.985840 Iteration 24Q: 3 clusters Score -453214.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -453215.562500 Penalty: 3912.985840 Iteration 25Q: 3 clusters Score -453215.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -453216.593750 Penalty: 3912.985840 Iteration 26Q: 3 clusters Score -453216.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -453219.468750 Penalty: 3912.985840 Iteration 27Q: 3 clusters Score -453219.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -453220.718750 Penalty: 3912.985840 Iteration 28Q: 3 clusters Score -453220.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -453222.000000 Penalty: 3912.985840 Iteration 29Q: 3 clusters Score -453222 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -453222.562500 Penalty: 3912.985840 Iteration 30Q: 3 clusters Score -453222.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -453223.968750 Penalty: 3912.985840 Iteration 31Q: 3 clusters Score -453224 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -453225.187500 Penalty: 3912.985840 Iteration 32Q: 3 clusters Score -453225.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -453225.843750 Penalty: 3912.985840 Iteration 33Q: 3 clusters Score -453225.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -453226.687500 Penalty: 3912.985840 Iteration 34Q: 3 clusters Score -453226.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -453226.687500 Penalty: 3912.985840 Iteration 35F: 3 clusters Score -453226.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (71100 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71100 members Entering Unmasked Estep Score: -13077871.000000 Penalty: 2770.616943 Iteration 0F: 2 clusters Score -1.307787e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35592 members Mstep: Class 2 contains 35508 members Entering Unmasked Estep Score: -13034396.000000 Penalty: 5541.233887 Iteration 0F: 3 clusters Score -1.30344e+07 nChanged 33307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36421 members Mstep: Class 2 contains 34679 members Entering Unmasked Estep Score: -13053236.000000 Penalty: 5541.233887 Iteration 1F: 3 clusters Score -1.305324e+07 nChanged 2774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37093 members Mstep: Class 2 contains 34007 members Entering Unmasked Estep Score: -13053938.000000 Penalty: 5541.233887 Iteration 2Q: 3 clusters Score -1.305394e+07 nChanged 2666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37977 members Mstep: Class 2 contains 33123 members Entering Unmasked Estep Score: -13054815.000000 Penalty: 5541.233887 Iteration 3Q: 3 clusters Score -1.305482e+07 nChanged 2662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39195 members Mstep: Class 2 contains 31905 members Entering Unmasked Estep Score: -13055817.000000 Penalty: 5541.233887 Iteration 4Q: 3 clusters Score -1.305582e+07 nChanged 2828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40789 members Mstep: Class 2 contains 30311 members Entering Unmasked Estep Score: -13056944.000000 Penalty: 5541.233887 Iteration 5Q: 3 clusters Score -1.305694e+07 nChanged 3112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42773 members Mstep: Class 2 contains 28327 members Entering Unmasked Estep Score: -13058571.000000 Penalty: 5541.233887 Iteration 6Q: 3 clusters Score -1.305857e+07 nChanged 3440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45121 members Mstep: Class 2 contains 25979 members Entering Unmasked Estep Score: -13060807.000000 Penalty: 5541.233887 Iteration 7Q: 3 clusters Score -1.306081e+07 nChanged 3813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47720 members Mstep: Class 2 contains 23380 members Entering Unmasked Estep Score: -13063607.000000 Penalty: 5541.233887 Iteration 8F: 3 clusters Score -1.306361e+07 nChanged 3892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50166 members Mstep: Class 2 contains 20934 members Entering Unmasked Estep Score: -13066412.000000 Penalty: 5541.233887 Iteration 9F: 3 clusters Score -1.306641e+07 nChanged 3741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51945 members Mstep: Class 2 contains 19155 members Entering Unmasked Estep Score: -13068905.000000 Penalty: 5541.233887 Iteration 10F: 3 clusters Score -1.30689e+07 nChanged 3272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53051 members Mstep: Class 2 contains 18049 members Entering Unmasked Estep Score: -13070656.000000 Penalty: 5541.233887 Iteration 11Q: 3 clusters Score -1.307066e+07 nChanged 2389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53748 members Mstep: Class 2 contains 17352 members Entering Unmasked Estep Score: -13071383.000000 Penalty: 5541.233887 Iteration 12Q: 3 clusters Score -1.307138e+07 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54236 members Mstep: Class 2 contains 16864 members Entering Unmasked Estep Score: -13071872.000000 Penalty: 5541.233887 Iteration 13Q: 3 clusters Score -1.307187e+07 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54678 members Mstep: Class 2 contains 16422 members Entering Unmasked Estep Score: -13072184.000000 Penalty: 5541.233887 Iteration 14Q: 3 clusters Score -1.307218e+07 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55080 members Mstep: Class 2 contains 16020 members Entering Unmasked Estep Score: -13072322.000000 Penalty: 5541.233887 Iteration 15Q: 3 clusters Score -1.307232e+07 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55456 members Mstep: Class 2 contains 15644 members Entering Unmasked Estep Score: -13072516.000000 Penalty: 5541.233887 Iteration 16Q: 3 clusters Score -1.307252e+07 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55810 members Mstep: Class 2 contains 15290 members Entering Unmasked Estep Score: -13072592.000000 Penalty: 5541.233887 Iteration 17Q: 3 clusters Score -1.307259e+07 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56052 members Mstep: Class 2 contains 15048 members Entering Unmasked Estep Score: -13072686.000000 Penalty: 5541.233887 Iteration 18Q: 3 clusters Score -1.307269e+07 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56253 members Mstep: Class 2 contains 14847 members Entering Unmasked Estep Score: -13072759.000000 Penalty: 5541.233887 Iteration 19Q: 3 clusters Score -1.307276e+07 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56379 members Mstep: Class 2 contains 14721 members Entering Unmasked Estep Score: -13072830.000000 Penalty: 5541.233887 Iteration 20F: 3 clusters Score -1.307283e+07 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56491 members Mstep: Class 2 contains 14609 members Entering Unmasked Estep Score: -13072842.000000 Penalty: 5541.233887 Iteration 21Q: 3 clusters Score -1.307284e+07 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56605 members Mstep: Class 2 contains 14495 members Entering Unmasked Estep Score: -13072926.000000 Penalty: 5541.233887 Iteration 22Q: 3 clusters Score -1.307293e+07 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56762 members Mstep: Class 2 contains 14338 members Entering Unmasked Estep Score: -13072939.000000 Penalty: 5541.233887 Iteration 23Q: 3 clusters Score -1.307294e+07 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56918 members Mstep: Class 2 contains 14182 members Entering Unmasked Estep Score: -13073021.000000 Penalty: 5541.233887 Iteration 24Q: 3 clusters Score -1.307302e+07 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57069 members Mstep: Class 2 contains 14031 members Entering Unmasked Estep Score: -13073065.000000 Penalty: 5541.233887 Iteration 25Q: 3 clusters Score -1.307306e+07 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57220 members Mstep: Class 2 contains 13880 members Entering Unmasked Estep Score: -13073120.000000 Penalty: 5541.233887 Iteration 26Q: 3 clusters Score -1.307312e+07 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57389 members Mstep: Class 2 contains 13711 members Entering Unmasked Estep Score: -13073153.000000 Penalty: 5541.233887 Iteration 27Q: 3 clusters Score -1.307315e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57531 members Mstep: Class 2 contains 13569 members Entering Unmasked Estep Score: -13073161.000000 Penalty: 5541.233887 Iteration 28Q: 3 clusters Score -1.307316e+07 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57666 members Mstep: Class 2 contains 13434 members Entering Unmasked Estep Score: -13073212.000000 Penalty: 5541.233887 Iteration 29Q: 3 clusters Score -1.307321e+07 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57823 members Mstep: Class 2 contains 13277 members Entering Unmasked Estep Score: -13073237.000000 Penalty: 5541.233887 Iteration 30Q: 3 clusters Score -1.307324e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57942 members Mstep: Class 2 contains 13158 members Entering Unmasked Estep Score: -13073245.000000 Penalty: 5541.233887 Iteration 31Q: 3 clusters Score -1.307324e+07 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58072 members Mstep: Class 2 contains 13028 members Entering Unmasked Estep Score: -13073190.000000 Penalty: 5541.233887 Iteration 32Q: 3 clusters Score -1.307319e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58188 members Mstep: Class 2 contains 12912 members Entering Unmasked Estep Score: -13073254.000000 Penalty: 5541.233887 Iteration 33Q: 3 clusters Score -1.307325e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58277 members Mstep: Class 2 contains 12823 members Entering Unmasked Estep Score: -13073303.000000 Penalty: 5541.233887 Iteration 34Q: 3 clusters Score -1.30733e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58385 members Mstep: Class 2 contains 12715 members Entering Unmasked Estep Score: -13073294.000000 Penalty: 5541.233887 Iteration 35Q: 3 clusters Score -1.307329e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58474 members Mstep: Class 2 contains 12626 members Entering Unmasked Estep Score: -13073319.000000 Penalty: 5541.233887 Iteration 36Q: 3 clusters Score -1.307332e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58566 members Mstep: Class 2 contains 12534 members Entering Unmasked Estep Score: -13073353.000000 Penalty: 5541.233887 Iteration 37Q: 3 clusters Score -1.307335e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58674 members Mstep: Class 2 contains 12426 members Entering Unmasked Estep Score: -13073334.000000 Penalty: 5541.233887 Iteration 38Q: 3 clusters Score -1.307333e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58777 members Mstep: Class 2 contains 12323 members Entering Unmasked Estep Score: -13073369.000000 Penalty: 5541.233887 Iteration 39Q: 3 clusters Score -1.307337e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58874 members Mstep: Class 2 contains 12226 members Entering Unmasked Estep Score: -13073369.000000 Penalty: 5541.233887 Iteration 40F: 3 clusters Score -1.307337e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58988 members Mstep: Class 2 contains 12112 members Entering Unmasked Estep Score: -13073414.000000 Penalty: 5541.233887 Iteration 41Q: 3 clusters Score -1.307341e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59085 members Mstep: Class 2 contains 12015 members Entering Unmasked Estep Score: -13073405.000000 Penalty: 5541.233887 Iteration 42Q: 3 clusters Score -1.30734e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59152 members Mstep: Class 2 contains 11948 members Entering Unmasked Estep Score: -13073452.000000 Penalty: 5541.233887 Iteration 43Q: 3 clusters Score -1.307345e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59202 members Mstep: Class 2 contains 11898 members Entering Unmasked Estep Score: -13073462.000000 Penalty: 5541.233887 Iteration 44Q: 3 clusters Score -1.307346e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59274 members Mstep: Class 2 contains 11826 members Entering Unmasked Estep Score: -13073473.000000 Penalty: 5541.233887 Iteration 45Q: 3 clusters Score -1.307347e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59333 members Mstep: Class 2 contains 11767 members Entering Unmasked Estep Score: -13073514.000000 Penalty: 5541.233887 Iteration 46Q: 3 clusters Score -1.307351e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59408 members Mstep: Class 2 contains 11692 members Entering Unmasked Estep Score: -13073537.000000 Penalty: 5541.233887 Iteration 47Q: 3 clusters Score -1.307354e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59476 members Mstep: Class 2 contains 11624 members Entering Unmasked Estep Score: -13073547.000000 Penalty: 5541.233887 Iteration 48Q: 3 clusters Score -1.307355e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59526 members Mstep: Class 2 contains 11574 members Entering Unmasked Estep Score: -13073563.000000 Penalty: 5541.233887 Iteration 49Q: 3 clusters Score -1.307356e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59582 members Mstep: Class 2 contains 11518 members Entering Unmasked Estep Score: -13073571.000000 Penalty: 5541.233887 Iteration 50Q: 3 clusters Score -1.307357e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59626 members Mstep: Class 2 contains 11474 members Entering Unmasked Estep Score: -13073566.000000 Penalty: 5541.233887 Iteration 51Q: 3 clusters Score -1.307357e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59672 members Mstep: Class 2 contains 11428 members Entering Unmasked Estep Score: -13073602.000000 Penalty: 5541.233887 Iteration 52Q: 3 clusters Score -1.30736e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59711 members Mstep: Class 2 contains 11389 members Entering Unmasked Estep Score: -13073590.000000 Penalty: 5541.233887 Iteration 53Q: 3 clusters Score -1.307359e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59738 members Mstep: Class 2 contains 11362 members Entering Unmasked Estep Score: -13073562.000000 Penalty: 5541.233887 Iteration 54Q: 3 clusters Score -1.307356e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59772 members Mstep: Class 2 contains 11328 members Entering Unmasked Estep Score: -13073578.000000 Penalty: 5541.233887 Iteration 55Q: 3 clusters Score -1.307358e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59798 members Mstep: Class 2 contains 11302 members Entering Unmasked Estep Score: -13073585.000000 Penalty: 5541.233887 Iteration 56Q: 3 clusters Score -1.307358e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59833 members Mstep: Class 2 contains 11267 members Entering Unmasked Estep Score: -13073574.000000 Penalty: 5541.233887 Iteration 57Q: 3 clusters Score -1.307357e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59859 members Mstep: Class 2 contains 11241 members Entering Unmasked Estep Score: -13073610.000000 Penalty: 5541.233887 Iteration 58Q: 3 clusters Score -1.307361e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59880 members Mstep: Class 2 contains 11220 members Entering Unmasked Estep Score: -13073621.000000 Penalty: 5541.233887 Iteration 59Q: 3 clusters Score -1.307362e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59895 members Mstep: Class 2 contains 11205 members Entering Unmasked Estep Score: -13073623.000000 Penalty: 5541.233887 Iteration 60F: 3 clusters Score -1.307362e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59918 members Mstep: Class 2 contains 11182 members Entering Unmasked Estep Score: -13073636.000000 Penalty: 5541.233887 Iteration 61Q: 3 clusters Score -1.307364e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59933 members Mstep: Class 2 contains 11167 members Entering Unmasked Estep Score: -13073619.000000 Penalty: 5541.233887 Iteration 62Q: 3 clusters Score -1.307362e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59955 members Mstep: Class 2 contains 11145 members Entering Unmasked Estep Score: -13073605.000000 Penalty: 5541.233887 Iteration 63Q: 3 clusters Score -1.30736e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59982 members Mstep: Class 2 contains 11118 members Entering Unmasked Estep Score: -13073604.000000 Penalty: 5541.233887 Iteration 64Q: 3 clusters Score -1.30736e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60003 members Mstep: Class 2 contains 11097 members Entering Unmasked Estep Score: -13073611.000000 Penalty: 5541.233887 Iteration 65Q: 3 clusters Score -1.307361e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60028 members Mstep: Class 2 contains 11072 members Entering Unmasked Estep Score: -13073604.000000 Penalty: 5541.233887 Iteration 66Q: 3 clusters Score -1.30736e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60056 members Mstep: Class 2 contains 11044 members Entering Unmasked Estep Score: -13073621.000000 Penalty: 5541.233887 Iteration 67Q: 3 clusters Score -1.307362e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60086 members Mstep: Class 2 contains 11014 members Entering Unmasked Estep Score: -13073656.000000 Penalty: 5541.233887 Iteration 68Q: 3 clusters Score -1.307366e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60113 members Mstep: Class 2 contains 10987 members Entering Unmasked Estep Score: -13073661.000000 Penalty: 5541.233887 Iteration 69Q: 3 clusters Score -1.307366e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60151 members Mstep: Class 2 contains 10949 members Entering Unmasked Estep Score: -13073654.000000 Penalty: 5541.233887 Iteration 70Q: 3 clusters Score -1.307365e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60176 members Mstep: Class 2 contains 10924 members Entering Unmasked Estep Score: -13073652.000000 Penalty: 5541.233887 Iteration 71Q: 3 clusters Score -1.307365e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60186 members Mstep: Class 2 contains 10914 members Entering Unmasked Estep Score: -13073671.000000 Penalty: 5541.233887 Iteration 72Q: 3 clusters Score -1.307367e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60195 members Mstep: Class 2 contains 10905 members Entering Unmasked Estep Score: -13073658.000000 Penalty: 5541.233887 Iteration 73Q: 3 clusters Score -1.307366e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60210 members Mstep: Class 2 contains 10890 members Entering Unmasked Estep Score: -13073673.000000 Penalty: 5541.233887 Iteration 74Q: 3 clusters Score -1.307367e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60218 members Mstep: Class 2 contains 10882 members Entering Unmasked Estep Score: -13073658.000000 Penalty: 5541.233887 Iteration 75Q: 3 clusters Score -1.307366e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60225 members Mstep: Class 2 contains 10875 members Entering Unmasked Estep Score: -13073693.000000 Penalty: 5541.233887 Iteration 76Q: 3 clusters Score -1.307369e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60239 members Mstep: Class 2 contains 10861 members Entering Unmasked Estep Score: -13073696.000000 Penalty: 5541.233887 Iteration 77Q: 3 clusters Score -1.30737e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60250 members Mstep: Class 2 contains 10850 members Entering Unmasked Estep Score: -13073705.000000 Penalty: 5541.233887 Iteration 78Q: 3 clusters Score -1.30737e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60269 members Mstep: Class 2 contains 10831 members Entering Unmasked Estep Score: -13073707.000000 Penalty: 5541.233887 Iteration 79Q: 3 clusters Score -1.307371e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60281 members Mstep: Class 2 contains 10819 members Entering Unmasked Estep Score: -13073723.000000 Penalty: 5541.233887 Iteration 80F: 3 clusters Score -1.307372e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60307 members Mstep: Class 2 contains 10793 members Entering Unmasked Estep Score: -13073758.000000 Penalty: 5541.233887 Iteration 81Q: 3 clusters Score -1.307376e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60321 members Mstep: Class 2 contains 10779 members Entering Unmasked Estep Score: -13073763.000000 Penalty: 5541.233887 Iteration 82Q: 3 clusters Score -1.307376e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60339 members Mstep: Class 2 contains 10761 members Entering Unmasked Estep Score: -13073761.000000 Penalty: 5541.233887 Iteration 83Q: 3 clusters Score -1.307376e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60355 members Mstep: Class 2 contains 10745 members Entering Unmasked Estep Score: -13073772.000000 Penalty: 5541.233887 Iteration 84Q: 3 clusters Score -1.307377e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60368 members Mstep: Class 2 contains 10732 members Entering Unmasked Estep Score: -13073786.000000 Penalty: 5541.233887 Iteration 85Q: 3 clusters Score -1.307379e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60382 members Mstep: Class 2 contains 10718 members Entering Unmasked Estep Score: -13073796.000000 Penalty: 5541.233887 Iteration 86Q: 3 clusters Score -1.30738e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60412 members Mstep: Class 2 contains 10688 members Entering Unmasked Estep Score: 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10583 members Entering Unmasked Estep Score: -13073818.000000 Penalty: 5541.233887 Iteration 91Q: 3 clusters Score -1.307382e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60544 members Mstep: Class 2 contains 10556 members Entering Unmasked Estep Score: -13073821.000000 Penalty: 5541.233887 Iteration 92Q: 3 clusters Score -1.307382e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60572 members Mstep: Class 2 contains 10528 members Entering Unmasked Estep Score: -13073834.000000 Penalty: 5541.233887 Iteration 93Q: 3 clusters Score -1.307383e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60590 members Mstep: Class 2 contains 10510 members Entering Unmasked Estep Score: -13073837.000000 Penalty: 5541.233887 Iteration 94Q: 3 clusters Score -1.307384e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60608 members Mstep: Class 2 contains 10492 members Entering Unmasked Estep Score: -13073863.000000 Penalty: 5541.233887 Iteration 95Q: 3 clusters Score -1.307386e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60620 members Mstep: Class 2 contains 10480 members Entering Unmasked Estep Score: -13073840.000000 Penalty: 5541.233887 Iteration 96Q: 3 clusters Score -1.307384e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60635 members Mstep: Class 2 contains 10465 members Entering Unmasked Estep Score: -13073842.000000 Penalty: 5541.233887 Iteration 97Q: 3 clusters Score -1.307384e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60654 members Mstep: Class 2 contains 10446 members Entering Unmasked Estep Score: -13073865.000000 Penalty: 5541.233887 Iteration 98Q: 3 clusters Score -1.307386e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60670 members Mstep: Class 2 contains 10430 members Entering Unmasked Estep Score: -13073856.000000 Penalty: 5541.233887 Iteration 99Q: 3 clusters Score -1.307386e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60684 members Mstep: Class 2 contains 10416 members Entering Unmasked Estep Score: -13073856.000000 Penalty: 5541.233887 Iteration 100F: 3 clusters Score -1.307386e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60692 members Mstep: Class 2 contains 10408 members Entering Unmasked Estep Score: -13073866.000000 Penalty: 5541.233887 Iteration 101Q: 3 clusters Score -1.307387e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60699 members Mstep: Class 2 contains 10401 members Entering Unmasked Estep Score: -13073875.000000 Penalty: 5541.233887 Iteration 102Q: 3 clusters Score -1.307388e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60703 members Mstep: Class 2 contains 10397 members Entering Unmasked Estep Score: -13073875.000000 Penalty: 5541.233887 Iteration 103Q: 3 clusters Score -1.307388e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60712 members Mstep: Class 2 contains 10388 members Entering Unmasked Estep Score: -13073860.000000 Penalty: 5541.233887 Iteration 104Q: 3 clusters Score -1.307386e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60720 members Mstep: Class 2 contains 10380 members Entering Unmasked Estep Score: -13073883.000000 Penalty: 5541.233887 Iteration 105Q: 3 clusters Score -1.307388e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60731 members Mstep: Class 2 contains 10369 members Entering Unmasked Estep Score: -13073883.000000 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Entering Unmasked Estep Score: -13073924.000000 Penalty: 5541.233887 Iteration 110Q: 3 clusters Score -1.307392e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60746 members Mstep: Class 2 contains 10354 members Entering Unmasked Estep Score: -13073913.000000 Penalty: 5541.233887 Iteration 111Q: 3 clusters Score -1.307391e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60756 members Mstep: Class 2 contains 10344 members Entering Unmasked Estep Score: -13073918.000000 Penalty: 5541.233887 Iteration 112Q: 3 clusters Score -1.307392e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60770 members Mstep: Class 2 contains 10330 members Entering Unmasked Estep Score: -13073936.000000 Penalty: 5541.233887 Iteration 113Q: 3 clusters Score -1.307394e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60784 members Mstep: Class 2 contains 10316 members Entering Unmasked Estep Score: -13073929.000000 Penalty: 5541.233887 Iteration 114Q: 3 clusters Score -1.307393e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60792 members Mstep: Class 2 contains 10308 members Entering Unmasked Estep Score: -13073931.000000 Penalty: 5541.233887 Iteration 115Q: 3 clusters Score -1.307393e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60801 members Mstep: Class 2 contains 10299 members Entering Unmasked Estep Score: -13073936.000000 Penalty: 5541.233887 Iteration 116Q: 3 clusters Score -1.307394e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60813 members Mstep: Class 2 contains 10287 members Entering Unmasked Estep Score: -13073948.000000 Penalty: 5541.233887 Iteration 117Q: 3 clusters Score -1.307395e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60821 members Mstep: Class 2 contains 10279 members Entering Unmasked Estep Score: -13073950.000000 Penalty: 5541.233887 Iteration 118Q: 3 clusters Score -1.307395e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60831 members Mstep: Class 2 contains 10269 members Entering Unmasked Estep Score: -13073948.000000 Penalty: 5541.233887 Iteration 119Q: 3 clusters Score -1.307395e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60838 members Mstep: Class 2 contains 10262 members Entering Unmasked Estep Score: -13073958.000000 Penalty: 5541.233887 Iteration 120F: 3 clusters Score -1.307396e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60842 members Mstep: Class 2 contains 10258 members Entering Unmasked Estep Score: -13073952.000000 Penalty: 5541.233887 Iteration 121Q: 3 clusters Score 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60943 members Mstep: Class 2 contains 10157 members Entering Unmasked Estep Score: -13073978.000000 Penalty: 5541.233887 Iteration 133Q: 3 clusters Score -1.307398e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60951 members Mstep: Class 2 contains 10149 members Entering Unmasked Estep Score: -13073969.000000 Penalty: 5541.233887 Iteration 134Q: 3 clusters Score -1.307397e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60961 members Mstep: Class 2 contains 10139 members Entering Unmasked Estep Score: -13074002.000000 Penalty: 5541.233887 Iteration 135Q: 3 clusters Score -1.3074e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60976 members Mstep: Class 2 contains 10124 members Entering Unmasked Estep Score: -13074005.000000 Penalty: 5541.233887 Iteration 136Q: 3 clusters Score -1.3074e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60985 members Mstep: Class 2 contains 10115 members Entering Unmasked Estep Score: -13073997.000000 Penalty: 5541.233887 Iteration 137Q: 3 clusters Score -1.3074e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60994 members Mstep: Class 2 contains 10106 members Entering Unmasked Estep Score: -13074003.000000 Penalty: 5541.233887 Iteration 138Q: 3 clusters Score -1.3074e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61001 members Mstep: Class 2 contains 10099 members Entering Unmasked Estep Score: -13073982.000000 Penalty: 5541.233887 Iteration 139Q: 3 clusters Score -1.307398e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61007 members Mstep: Class 2 contains 10093 members Entering Unmasked Estep Score: -13073982.000000 Penalty: 5541.233887 Iteration 140F: 3 clusters Score -1.307398e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61012 members Mstep: Class 2 contains 10088 members Entering Unmasked Estep Score: -13073982.000000 Penalty: 5541.233887 Iteration 141Q: 3 clusters Score -1.307398e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61021 members Mstep: Class 2 contains 10079 members Entering Unmasked Estep Score: -13073983.000000 Penalty: 5541.233887 Iteration 142Q: 3 clusters Score -1.307398e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61036 members Mstep: Class 2 contains 10064 members Entering Unmasked Estep Score: -13074000.000000 Penalty: 5541.233887 Iteration 143Q: 3 clusters Score -1.3074e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61049 members Mstep: Class 2 contains 10051 members Entering Unmasked Estep Score: -13074000.000000 Penalty: 5541.233887 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nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61422 members Mstep: Class 2 contains 9678 members Entering Unmasked Estep Score: -13074017.000000 Penalty: 5541.233887 Iteration 164Q: 3 clusters Score -1.307402e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61436 members Mstep: Class 2 contains 9664 members Entering Unmasked Estep Score: -13074007.000000 Penalty: 5541.233887 Iteration 165Q: 3 clusters Score -1.307401e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61452 members Mstep: Class 2 contains 9648 members Entering Unmasked Estep Score: -13074016.000000 Penalty: 5541.233887 Iteration 166Q: 3 clusters Score -1.307402e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61465 members Mstep: Class 2 contains 9635 members Entering Unmasked Estep Score: -13074013.000000 Penalty: 5541.233887 Iteration 167Q: 3 clusters Score -1.307401e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61473 members Mstep: Class 2 contains 9627 members Entering Unmasked Estep Score: -13074023.000000 Penalty: 5541.233887 Iteration 168Q: 3 clusters Score -1.307402e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61484 members Mstep: Class 2 contains 9616 members Entering Unmasked Estep Score: -13074025.000000 Penalty: 5541.233887 Iteration 169Q: 3 clusters Score -1.307402e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61494 members Mstep: Class 2 contains 9606 members Entering Unmasked Estep Score: -13074039.000000 Penalty: 5541.233887 Iteration 170Q: 3 clusters Score -1.307404e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61508 members Mstep: Class 2 contains 9592 members Entering Unmasked Estep Score: -13074045.000000 Penalty: 5541.233887 Iteration 171Q: 3 clusters Score -1.307404e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61524 members Mstep: Class 2 contains 9576 members Entering Unmasked Estep Score: -13074035.000000 Penalty: 5541.233887 Iteration 172Q: 3 clusters Score -1.307404e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61546 members Mstep: Class 2 contains 9554 members Entering Unmasked Estep Score: -13074049.000000 Penalty: 5541.233887 Iteration 173Q: 3 clusters Score -1.307405e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61561 members Mstep: Class 2 contains 9539 members Entering Unmasked Estep Score: -13074052.000000 Penalty: 5541.233887 Iteration 174Q: 3 clusters Score -1.307405e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61570 members Mstep: Class 2 contains 9530 members Entering Unmasked Estep Score: -13074040.000000 Penalty: 5541.233887 Iteration 175Q: 3 clusters Score -1.307404e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61578 members Mstep: Class 2 contains 9522 members Entering Unmasked Estep Score: -13074055.000000 Penalty: 5541.233887 Iteration 176Q: 3 clusters Score -1.307406e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61594 members Mstep: Class 2 contains 9506 members Entering Unmasked Estep Score: -13074042.000000 Penalty: 5541.233887 Iteration 177Q: 3 clusters Score -1.307404e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61604 members Mstep: Class 2 contains 9496 members Entering Unmasked Estep Score: -13074035.000000 Penalty: 5541.233887 Iteration 178Q: 3 clusters Score -1.307404e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61613 members Mstep: Class 2 contains 9487 members Entering Unmasked Estep Score: -13074058.000000 Penalty: 5541.233887 Iteration 179Q: 3 clusters Score -1.307406e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61624 members Mstep: Class 2 contains 9476 members Entering Unmasked Estep Score: -13074072.000000 Penalty: 5541.233887 Iteration 180F: 3 clusters Score -1.307407e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61636 members Mstep: Class 2 contains 9464 members Entering Unmasked Estep Score: -13074075.000000 Penalty: 5541.233887 Iteration 181Q: 3 clusters Score -1.307408e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61651 members Mstep: Class 2 contains 9449 members Entering Unmasked Estep Score: -13074074.000000 Penalty: 5541.233887 Iteration 182Q: 3 clusters Score -1.307407e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61662 members Mstep: Class 2 contains 9438 members Entering Unmasked Estep Score: -13074054.000000 Penalty: 5541.233887 Iteration 183Q: 3 clusters Score -1.307405e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61669 members Mstep: Class 2 contains 9431 members Entering Unmasked Estep Score: -13074049.000000 Penalty: 5541.233887 Iteration 184Q: 3 clusters Score -1.307405e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61676 members Mstep: Class 2 contains 9424 members Entering Unmasked Estep Score: -13074052.000000 Penalty: 5541.233887 Iteration 185Q: 3 clusters Score -1.307405e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61681 members Mstep: Class 2 contains 9419 members Entering Unmasked Estep Score: -13074057.000000 Penalty: 5541.233887 Iteration 186Q: 3 clusters Score -1.307406e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61689 members Mstep: Class 2 contains 9411 members Entering Unmasked Estep Score: -13074055.000000 Penalty: 5541.233887 Iteration 187Q: 3 clusters Score -1.307406e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61698 members Mstep: Class 2 contains 9402 members Entering Unmasked Estep Score: -13074071.000000 Penalty: 5541.233887 Iteration 188Q: 3 clusters Score -1.307407e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61710 members Mstep: Class 2 contains 9390 members Entering Unmasked Estep Score: -13074082.000000 Penalty: 5541.233887 Iteration 189Q: 3 clusters Score -1.307408e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61723 members Mstep: Class 2 contains 9377 members Entering Unmasked Estep Score: -13074074.000000 Penalty: 5541.233887 Iteration 190Q: 3 clusters Score -1.307407e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61737 members Mstep: Class 2 contains 9363 members Entering Unmasked Estep Score: -13074090.000000 Penalty: 5541.233887 Iteration 191Q: 3 clusters Score -1.307409e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61743 members Mstep: Class 2 contains 9357 members Entering Unmasked Estep Score: -13074101.000000 Penalty: 5541.233887 Iteration 192Q: 3 clusters Score -1.30741e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61745 members Mstep: Class 2 contains 9355 members Entering Unmasked Estep Score: -13074096.000000 Penalty: 5541.233887 Iteration 193Q: 3 clusters Score -1.30741e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61746 members Mstep: Class 2 contains 9354 members Entering Unmasked Estep Score: -13074088.000000 Penalty: 5541.233887 Iteration 194Q: 3 clusters Score -1.307409e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61746 members Mstep: Class 2 contains 9354 members Entering Unmasked Estep Score: -13074093.000000 Penalty: 5541.233887 Iteration 195Q: 3 clusters Score -1.307409e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61745 members Mstep: Class 2 contains 9355 members Entering Unmasked Estep Score: -13074095.000000 Penalty: 5541.233887 Iteration 196Q: 3 clusters Score -1.30741e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61746 members Mstep: Class 2 contains 9354 members Entering Unmasked Estep Score: -13074098.000000 Penalty: 5541.233887 Iteration 197Q: 3 clusters Score -1.30741e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61745 members Mstep: Class 2 contains 9355 members Entering Unmasked Estep Score: -13074100.000000 Penalty: 5541.233887 Iteration 198Q: 3 clusters Score -1.30741e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61745 members Mstep: Class 2 contains 9355 members Entering Unmasked Estep Score: -13074102.000000 Penalty: 5541.233887 Iteration 199Q: 3 clusters Score -1.30741e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61747 members Mstep: Class 2 contains 9353 members Entering Unmasked Estep Score: -13074108.000000 Penalty: 5541.233887 Iteration 200F: 3 clusters Score -1.307411e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61748 members Mstep: Class 2 contains 9352 members Entering Unmasked Estep Score: -13074109.000000 Penalty: 5541.233887 Iteration 201Q: 3 clusters Score -1.307411e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61750 members Mstep: Class 2 contains 9350 members Entering Unmasked Estep Score: -13074110.000000 Penalty: 5541.233887 Iteration 202Q: 3 clusters Score -1.307411e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61752 members Mstep: Class 2 contains 9348 members Entering Unmasked Estep Score: -13074110.000000 Penalty: 5541.233887 Iteration 203Q: 3 clusters Score -1.307411e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61753 members Mstep: Class 2 contains 9347 members Entering Unmasked Estep Score: -13074113.000000 Penalty: 5541.233887 Iteration 204Q: 3 clusters Score -1.307411e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61754 members Mstep: Class 2 contains 9346 members Entering Unmasked Estep Score: -13074100.000000 Penalty: 5541.233887 Iteration 205Q: 3 clusters Score -1.30741e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61753 members Mstep: Class 2 contains 9347 members Entering Unmasked Estep Score: -13074108.000000 Penalty: 5541.233887 Iteration 206Q: 3 clusters Score -1.307411e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61754 members Mstep: Class 2 contains 9346 members Entering Unmasked Estep Score: -13074116.000000 Penalty: 5541.233887 Iteration 207Q: 3 clusters Score -1.307412e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61755 members Mstep: Class 2 contains 9345 members Entering Unmasked Estep Score: -13074110.000000 Penalty: 5541.233887 Iteration 208Q: 3 clusters Score -1.307411e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61755 members Mstep: Class 2 contains 9345 members Entering Unmasked Estep Score: -13074110.000000 Penalty: 5541.233887 Iteration 209F: 3 clusters Score -1.307411e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Entering Unmasked Estep Score: -172297.281250 Penalty: 1725.459351 Iteration 0F: 2 clusters Score -172297.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -170342.328125 Penalty: 3450.918701 Iteration 0F: 3 clusters Score -170342.3 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -170677.031250 Penalty: 3450.918701 Iteration 1F: 3 clusters Score -170677 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -170861.484375 Penalty: 3450.918701 Iteration 2F: 3 clusters Score -170861.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -171020.718750 Penalty: 3450.918701 Iteration 3F: 3 clusters Score -171020.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -171204.296875 Penalty: 3450.918701 Iteration 4F: 3 clusters Score -171204.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -171500.328125 Penalty: 3450.918701 Iteration 5F: 3 clusters Score -171500.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -171841.953125 Penalty: 3450.918701 Iteration 6F: 3 clusters Score -171842 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -172055.515625 Penalty: 3450.918701 Iteration 7Q: 3 clusters Score -172055.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -172195.015625 Penalty: 3450.918701 Iteration 8Q: 3 clusters Score -172195 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -172293.671875 Penalty: 3450.918701 Iteration 9Q: 3 clusters Score -172293.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -172357.390625 Penalty: 3450.918701 Iteration 10Q: 3 clusters Score -172357.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -172397.640625 Penalty: 3450.918701 Iteration 11Q: 3 clusters Score -172397.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -172433.437500 Penalty: 3450.918701 Iteration 12Q: 3 clusters Score -172433.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -172502.296875 Penalty: 3450.918701 Iteration 13Q: 3 clusters Score -172502.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -172561.437500 Penalty: 3450.918701 Iteration 14Q: 3 clusters Score -172561.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -172613.953125 Penalty: 3450.918701 Iteration 15Q: 3 clusters Score -172614 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -172647.468750 Penalty: 3450.918701 Iteration 16Q: 3 clusters Score -172647.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -172663.203125 Penalty: 3450.918701 Iteration 17Q: 3 clusters Score -172663.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -172672.171875 Penalty: 3450.918701 Iteration 18Q: 3 clusters Score -172672.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -172676.546875 Penalty: 3450.918701 Iteration 19Q: 3 clusters Score -172676.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -172676.546875 Penalty: 3450.918701 Iteration 20F: 3 clusters Score -172676.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55314 members Mstep: Class 3 contains 1323 members Mstep: Class 4 contains 2668 members Mstep: Class 5 contains 71100 members Mstep: Class 6 contains 731 members Mstep: Class 7 contains 7518 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24608 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2221 members Mstep: Class 13 contains 21496 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 60397 members Mstep: Class 16 contains 22203 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24398 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23523 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24624 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 320 members Entering Unmasked Estep Score: -63648784.000000 Penalty: 79136.750000 Splitting cluster 6 changes total score from -63649860.000000 to -63648784.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (7518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7518 members Entering Unmasked Estep Score: -1363712.750000 Penalty: 2213.413818 Iteration 0F: 2 clusters Score -1363713 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -1357584.250000 Penalty: 4426.827637 Iteration 0F: 3 clusters Score -1357584 nChanged 3021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -1359153.500000 Penalty: 4426.827637 Iteration 1F: 3 clusters Score -1359154 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -1359380.625000 Penalty: 4426.827637 Iteration 2F: 3 clusters Score -1359381 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -1359548.500000 Penalty: 4426.827637 Iteration 3Q: 3 clusters Score -1359548 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -1359659.250000 Penalty: 4426.827637 Iteration 4Q: 3 clusters Score -1359659 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -1359750.125000 Penalty: 4426.827637 Iteration 5Q: 3 clusters Score -1359750 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -1359818.875000 Penalty: 4426.827637 Iteration 6Q: 3 clusters Score -1359819 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -1359867.250000 Penalty: 4426.827637 Iteration 7Q: 3 clusters Score -1359867 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -1359914.125000 Penalty: 4426.827637 Iteration 8Q: 3 clusters Score -1359914 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -1359948.625000 Penalty: 4426.827637 Iteration 9Q: 3 clusters Score -1359949 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -1359987.000000 Penalty: 4426.827637 Iteration 10Q: 3 clusters Score -1359987 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -1360007.875000 Penalty: 4426.827637 Iteration 11Q: 3 clusters Score -1360008 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -1360036.000000 Penalty: 4426.827637 Iteration 12Q: 3 clusters Score -1360036 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -1360068.250000 Penalty: 4426.827637 Iteration 13Q: 3 clusters Score -1360068 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -1360100.000000 Penalty: 4426.827637 Iteration 14Q: 3 clusters Score -1360100 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -1360137.625000 Penalty: 4426.827637 Iteration 15Q: 3 clusters Score -1360138 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -1360177.750000 Penalty: 4426.827637 Iteration 16Q: 3 clusters Score -1360178 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -1360214.375000 Penalty: 4426.827637 Iteration 17Q: 3 clusters Score -1360214 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -1360253.250000 Penalty: 4426.827637 Iteration 18Q: 3 clusters Score -1360253 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -1360292.375000 Penalty: 4426.827637 Iteration 19Q: 3 clusters Score -1360292 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -1360335.000000 Penalty: 4426.827637 Iteration 20F: 3 clusters Score -1360335 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -1360387.125000 Penalty: 4426.827637 Iteration 21Q: 3 clusters Score -1360387 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 4928 members Entering Unmasked Estep Score: -1360435.125000 Penalty: 4426.827637 Iteration 22Q: 3 clusters Score -1360435 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -1360498.000000 Penalty: 4426.827637 Iteration 23Q: 3 clusters Score -1360498 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -1360570.750000 Penalty: 4426.827637 Iteration 24Q: 3 clusters Score -1360571 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -1360654.500000 Penalty: 4426.827637 Iteration 25Q: 3 clusters Score -1360654 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 5471 members Entering Unmasked Estep Score: -1360744.875000 Penalty: 4426.827637 Iteration 26Q: 3 clusters Score -1360745 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -1360853.250000 Penalty: 4426.827637 Iteration 27Q: 3 clusters Score -1360853 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 5826 members Entering Unmasked Estep Score: -1360980.000000 Penalty: 4426.827637 Iteration 28Q: 3 clusters Score -1360980 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 5996 members Entering Unmasked Estep Score: -1361092.500000 Penalty: 4426.827637 Iteration 29Q: 3 clusters Score -1361092 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 6154 members Entering Unmasked Estep Score: -1361199.500000 Penalty: 4426.827637 Iteration 30Q: 3 clusters Score -1361200 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -1361313.625000 Penalty: 4426.827637 Iteration 31Q: 3 clusters Score -1361314 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -1361414.750000 Penalty: 4426.827637 Iteration 32Q: 3 clusters Score -1361415 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 6538 members Entering Unmasked Estep Score: -1361494.125000 Penalty: 4426.827637 Iteration 33Q: 3 clusters Score -1361494 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 6608 members Entering Unmasked Estep Score: -1361560.875000 Penalty: 4426.827637 Iteration 34Q: 3 clusters Score -1361561 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 6677 members Entering Unmasked Estep Score: -1361613.875000 Penalty: 4426.827637 Iteration 35Q: 3 clusters Score -1361614 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 6734 members Entering Unmasked Estep Score: -1361655.750000 Penalty: 4426.827637 Iteration 36Q: 3 clusters Score -1361656 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -1361683.500000 Penalty: 4426.827637 Iteration 37Q: 3 clusters Score -1361684 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 6804 members Entering Unmasked Estep Score: -1361710.500000 Penalty: 4426.827637 Iteration 38Q: 3 clusters Score -1361710 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -1361731.125000 Penalty: 4426.827637 Iteration 39Q: 3 clusters Score -1361731 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -1361753.125000 Penalty: 4426.827637 Iteration 40F: 3 clusters Score -1361753 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 6867 members Entering Unmasked Estep Score: -1361767.625000 Penalty: 4426.827637 Iteration 41Q: 3 clusters Score -1361768 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -1361776.500000 Penalty: 4426.827637 Iteration 42Q: 3 clusters Score -1361776 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -1361785.875000 Penalty: 4426.827637 Iteration 43Q: 3 clusters Score -1361786 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -1361791.250000 Penalty: 4426.827637 Iteration 44Q: 3 clusters Score -1361791 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -1361794.500000 Penalty: 4426.827637 Iteration 45Q: 3 clusters Score -1361794 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 6910 members Entering Unmasked Estep Score: -1361805.000000 Penalty: 4426.827637 Iteration 46Q: 3 clusters Score -1361805 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -1361815.875000 Penalty: 4426.827637 Iteration 47Q: 3 clusters Score -1361816 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -1361820.875000 Penalty: 4426.827637 Iteration 48Q: 3 clusters Score -1361821 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 6933 members Entering Unmasked Estep Score: -1361828.000000 Penalty: 4426.827637 Iteration 49Q: 3 clusters Score -1361828 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 6935 members Entering Unmasked Estep Score: -1361830.250000 Penalty: 4426.827637 Iteration 50Q: 3 clusters Score -1361830 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 6939 members Entering Unmasked Estep Score: -1361831.375000 Penalty: 4426.827637 Iteration 51Q: 3 clusters Score -1361831 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 6939 members Entering Unmasked Estep Score: -1361831.375000 Penalty: 4426.827637 Iteration 52F: 3 clusters Score -1361831 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Entering Unmasked Estep Score: -42030.753906 Penalty: 1390.238892 Iteration 0F: 2 clusters Score -42030.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -40850.828125 Penalty: 2780.477783 Iteration 0F: 3 clusters Score -40850.83 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -40939.191406 Penalty: 2780.477783 Iteration 1F: 3 clusters Score -40939.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -40964.210938 Penalty: 2780.477783 Iteration 2Q: 3 clusters Score -40964.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -40965.515625 Penalty: 2780.477783 Iteration 3Q: 3 clusters Score -40965.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -40965.515625 Penalty: 2780.477783 Iteration 4F: 3 clusters Score -40965.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Entering Unmasked Estep Score: -319411.000000 Penalty: 1870.074219 Iteration 0F: 2 clusters Score -319411 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -317224.875000 Penalty: 3740.148438 Iteration 0F: 3 clusters Score -317224.9 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -318751.125000 Penalty: 3740.148438 Iteration 1F: 3 clusters Score -318751.1 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -319717.687500 Penalty: 3740.148438 Iteration 2F: 3 clusters Score -319717.7 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -320167.937500 Penalty: 3740.148438 Iteration 3F: 3 clusters Score -320167.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -320400.843750 Penalty: 3740.148438 Iteration 4Q: 3 clusters Score -320400.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -320470.312500 Penalty: 3740.148438 Iteration 5Q: 3 clusters Score -320470.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -320498.718750 Penalty: 3740.148438 Iteration 6Q: 3 clusters Score -320498.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -320513.812500 Penalty: 3740.148438 Iteration 7Q: 3 clusters Score -320513.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -320522.906250 Penalty: 3740.148438 Iteration 8Q: 3 clusters Score -320522.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -320526.875000 Penalty: 3740.148438 Iteration 9Q: 3 clusters Score -320526.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -320528.312500 Penalty: 3740.148438 Iteration 10Q: 3 clusters Score -320528.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -320529.781250 Penalty: 3740.148438 Iteration 11Q: 3 clusters Score -320529.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -320531.125000 Penalty: 3740.148438 Iteration 12Q: 3 clusters Score -320531.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -320531.125000 Penalty: 3740.148438 Iteration 13F: 3 clusters Score -320531.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55314 members Mstep: Class 3 contains 1323 members Mstep: Class 4 contains 2668 members Mstep: Class 5 contains 71100 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7518 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1425 members Mstep: Class 10 contains 24608 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2221 members Mstep: Class 13 contains 21496 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 60397 members Mstep: Class 16 contains 22203 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24398 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23523 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24624 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 458 members Entering Unmasked Estep Score: -63649812.000000 Penalty: 79136.750000 Splitting cluster 9 changes total score from -63649860.000000 to -63649812.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (24608 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24608 members Entering Unmasked Estep Score: -4550902.000000 Penalty: 2507.484863 Iteration 0F: 2 clusters Score -4550902 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12143 members Mstep: Class 2 contains 12465 members Entering Unmasked Estep Score: -4533942.500000 Penalty: 5014.969727 Iteration 0F: 3 clusters Score -4533942 nChanged 10934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11363 members Mstep: Class 2 contains 13245 members Entering Unmasked Estep Score: -4539795.500000 Penalty: 5014.969727 Iteration 1F: 3 clusters Score -4539796 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10906 members Mstep: Class 2 contains 13702 members Entering Unmasked Estep Score: -4540338.500000 Penalty: 5014.969727 Iteration 2F: 3 clusters Score -4540338 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10295 members Mstep: Class 2 contains 14313 members Entering Unmasked Estep Score: -4540906.000000 Penalty: 5014.969727 Iteration 3F: 3 clusters Score -4540906 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9527 members Mstep: Class 2 contains 15081 members Entering Unmasked Estep Score: -4541606.500000 Penalty: 5014.969727 Iteration 4F: 3 clusters Score -4541606 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8546 members Mstep: Class 2 contains 16062 members Entering Unmasked Estep Score: -4542457.000000 Penalty: 5014.969727 Iteration 5F: 3 clusters Score -4542457 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7374 members Mstep: Class 2 contains 17234 members Entering Unmasked Estep Score: -4543428.000000 Penalty: 5014.969727 Iteration 6F: 3 clusters Score -4543428 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6092 members Mstep: Class 2 contains 18516 members Entering Unmasked Estep Score: -4544514.000000 Penalty: 5014.969727 Iteration 7F: 3 clusters Score -4544514 nChanged 1417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 19863 members Entering Unmasked Estep Score: -4545653.500000 Penalty: 5014.969727 Iteration 8F: 3 clusters Score -4545654 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 21134 members Entering Unmasked Estep Score: -4546835.000000 Penalty: 5014.969727 Iteration 9F: 3 clusters Score -4546835 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 22116 members Entering Unmasked Estep Score: -4547761.500000 Penalty: 5014.969727 Iteration 10Q: 3 clusters Score -4547762 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 22799 members Entering Unmasked Estep Score: -4548338.000000 Penalty: 5014.969727 Iteration 11Q: 3 clusters Score -4548338 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 23198 members Entering Unmasked Estep Score: -4548727.500000 Penalty: 5014.969727 Iteration 12Q: 3 clusters Score -4548728 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 23452 members Entering Unmasked Estep Score: -4548996.000000 Penalty: 5014.969727 Iteration 13Q: 3 clusters Score -4548996 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 23638 members Entering Unmasked Estep Score: -4549186.500000 Penalty: 5014.969727 Iteration 14Q: 3 clusters Score -4549186 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 23756 members Entering Unmasked Estep Score: -4549295.500000 Penalty: 5014.969727 Iteration 15Q: 3 clusters Score -4549296 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 23825 members Entering Unmasked Estep Score: -4549357.500000 Penalty: 5014.969727 Iteration 16Q: 3 clusters Score -4549358 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 23865 members Entering Unmasked Estep Score: -4549402.000000 Penalty: 5014.969727 Iteration 17Q: 3 clusters Score -4549402 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 23895 members Entering Unmasked Estep Score: -4549443.000000 Penalty: 5014.969727 Iteration 18Q: 3 clusters Score -4549443 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 23932 members Entering Unmasked Estep Score: -4549468.500000 Penalty: 5014.969727 Iteration 19Q: 3 clusters Score -4549468 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 23957 members Entering Unmasked Estep Score: -4549489.500000 Penalty: 5014.969727 Iteration 20F: 3 clusters Score -4549490 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 23971 members Entering Unmasked Estep Score: -4549515.500000 Penalty: 5014.969727 Iteration 21Q: 3 clusters Score -4549516 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 23980 members Entering Unmasked Estep Score: -4549533.000000 Penalty: 5014.969727 Iteration 22Q: 3 clusters Score -4549533 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 23993 members Entering Unmasked Estep Score: -4549551.500000 Penalty: 5014.969727 Iteration 23Q: 3 clusters Score -4549552 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 24001 members Entering Unmasked Estep Score: -4549550.000000 Penalty: 5014.969727 Iteration 24Q: 3 clusters Score -4549550 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 24008 members Entering Unmasked Estep Score: -4549551.000000 Penalty: 5014.969727 Iteration 25Q: 3 clusters Score -4549551 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 24015 members Entering Unmasked Estep Score: -4549558.500000 Penalty: 5014.969727 Iteration 26Q: 3 clusters Score -4549558 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 24018 members Entering Unmasked Estep Score: -4549559.000000 Penalty: 5014.969727 Iteration 27Q: 3 clusters Score -4549559 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 24023 members Entering Unmasked Estep Score: -4549566.500000 Penalty: 5014.969727 Iteration 28Q: 3 clusters Score -4549566 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 24023 members Entering Unmasked Estep Score: -4549566.500000 Penalty: 5014.969727 Iteration 29F: 3 clusters Score -4549566 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (240 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Entering Unmasked Estep Score: -24712.019531 Penalty: 1359.198486 Iteration 0F: 2 clusters Score -24712.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -23907.230469 Penalty: 2718.396973 Iteration 0F: 3 clusters Score -23907.23 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -24247.134766 Penalty: 2718.396973 Iteration 1F: 3 clusters Score -24247.13 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -24305.304688 Penalty: 2718.396973 Iteration 2Q: 3 clusters Score -24305.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -24336.080078 Penalty: 2718.396973 Iteration 3Q: 3 clusters Score -24336.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -24405.353516 Penalty: 2718.396973 Iteration 4Q: 3 clusters Score -24405.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -24439.162109 Penalty: 2718.396973 Iteration 5Q: 3 clusters Score -24439.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -24454.736328 Penalty: 2718.396973 Iteration 6Q: 3 clusters Score -24454.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -24466.935547 Penalty: 2718.396973 Iteration 7Q: 3 clusters Score -24466.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -24473.445312 Penalty: 2718.396973 Iteration 8Q: 3 clusters Score -24473.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -24474.806641 Penalty: 2718.396973 Iteration 9Q: 3 clusters Score -24474.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -24474.806641 Penalty: 2718.396973 Iteration 10F: 3 clusters Score -24474.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Entering Unmasked Estep Score: -393364.750000 Penalty: 1911.016724 Iteration 0F: 2 clusters Score -393364.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -390593.281250 Penalty: 3822.033447 Iteration 0F: 3 clusters Score -390593.3 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -391132.093750 Penalty: 3822.033447 Iteration 1F: 3 clusters Score -391132.1 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -391333.156250 Penalty: 3822.033447 Iteration 2F: 3 clusters Score -391333.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -391454.250000 Penalty: 3822.033447 Iteration 3F: 3 clusters Score -391454.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -391530.000000 Penalty: 3822.033447 Iteration 4Q: 3 clusters Score -391530 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -391603.093750 Penalty: 3822.033447 Iteration 5Q: 3 clusters Score -391603.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -391655.750000 Penalty: 3822.033447 Iteration 6Q: 3 clusters Score -391655.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -391703.593750 Penalty: 3822.033447 Iteration 7Q: 3 clusters Score -391703.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -391741.125000 Penalty: 3822.033447 Iteration 8Q: 3 clusters Score -391741.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -391768.593750 Penalty: 3822.033447 Iteration 9Q: 3 clusters Score -391768.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -391786.000000 Penalty: 3822.033447 Iteration 10Q: 3 clusters Score -391786 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -391803.531250 Penalty: 3822.033447 Iteration 11Q: 3 clusters Score -391803.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -391813.031250 Penalty: 3822.033447 Iteration 12Q: 3 clusters Score -391813 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -391822.781250 Penalty: 3822.033447 Iteration 13Q: 3 clusters Score -391822.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -391829.718750 Penalty: 3822.033447 Iteration 14Q: 3 clusters Score -391829.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -391836.593750 Penalty: 3822.033447 Iteration 15Q: 3 clusters Score -391836.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -391844.593750 Penalty: 3822.033447 Iteration 16Q: 3 clusters Score -391844.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -391851.500000 Penalty: 3822.033447 Iteration 17Q: 3 clusters Score -391851.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -391858.781250 Penalty: 3822.033447 Iteration 18Q: 3 clusters Score -391858.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -391873.062500 Penalty: 3822.033447 Iteration 19Q: 3 clusters Score -391873.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -391882.812500 Penalty: 3822.033447 Iteration 20F: 3 clusters Score -391882.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -391888.406250 Penalty: 3822.033447 Iteration 21Q: 3 clusters Score -391888.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -391893.375000 Penalty: 3822.033447 Iteration 22Q: 3 clusters Score -391893.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -391901.468750 Penalty: 3822.033447 Iteration 23Q: 3 clusters Score -391901.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -391903.718750 Penalty: 3822.033447 Iteration 24Q: 3 clusters Score -391903.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -391908.000000 Penalty: 3822.033447 Iteration 25Q: 3 clusters Score -391908 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -391909.906250 Penalty: 3822.033447 Iteration 26Q: 3 clusters Score -391909.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -391910.781250 Penalty: 3822.033447 Iteration 27Q: 3 clusters Score -391910.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -391912.312500 Penalty: 3822.033447 Iteration 28Q: 3 clusters Score -391912.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -391913.437500 Penalty: 3822.033447 Iteration 29Q: 3 clusters Score -391913.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -391913.437500 Penalty: 3822.033447 Iteration 30F: 3 clusters Score -391913.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (21496 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21496 members Entering Unmasked Estep Score: -3764964.000000 Penalty: 2473.954346 Iteration 0F: 2 clusters Score -3764964 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10741 members Mstep: Class 2 contains 10755 members Entering Unmasked Estep Score: -3749975.500000 Penalty: 4947.908691 Iteration 0F: 3 clusters Score -3749976 nChanged 9453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10504 members Mstep: Class 2 contains 10992 members Entering Unmasked Estep Score: -3755174.750000 Penalty: 4947.908691 Iteration 1F: 3 clusters Score -3755175 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10425 members Mstep: Class 2 contains 11071 members Entering Unmasked Estep Score: -3755506.000000 Penalty: 4947.908691 Iteration 2F: 3 clusters Score -3755506 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10339 members Mstep: Class 2 contains 11157 members Entering Unmasked Estep Score: -3755762.000000 Penalty: 4947.908691 Iteration 3Q: 3 clusters Score -3755762 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10218 members Mstep: Class 2 contains 11278 members Entering Unmasked Estep Score: -3755958.500000 Penalty: 4947.908691 Iteration 4Q: 3 clusters Score -3755958 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10062 members Mstep: Class 2 contains 11434 members Entering Unmasked Estep Score: -3756133.000000 Penalty: 4947.908691 Iteration 5Q: 3 clusters Score -3756133 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9863 members Mstep: Class 2 contains 11633 members Entering Unmasked Estep Score: -3756312.000000 Penalty: 4947.908691 Iteration 6Q: 3 clusters Score -3756312 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9603 members Mstep: Class 2 contains 11893 members Entering Unmasked Estep Score: -3756463.750000 Penalty: 4947.908691 Iteration 7Q: 3 clusters Score -3756464 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9306 members Mstep: Class 2 contains 12190 members Entering Unmasked Estep Score: -3756646.000000 Penalty: 4947.908691 Iteration 8Q: 3 clusters Score -3756646 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8903 members Mstep: Class 2 contains 12593 members Entering Unmasked Estep Score: -3756865.250000 Penalty: 4947.908691 Iteration 9Q: 3 clusters Score -3756865 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8419 members Mstep: Class 2 contains 13077 members Entering Unmasked Estep Score: -3757125.250000 Penalty: 4947.908691 Iteration 10Q: 3 clusters Score -3757125 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7809 members Mstep: Class 2 contains 13687 members Entering Unmasked Estep Score: -3757500.000000 Penalty: 4947.908691 Iteration 11Q: 3 clusters Score -3757500 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7094 members Mstep: Class 2 contains 14402 members Entering Unmasked Estep Score: -3757954.250000 Penalty: 4947.908691 Iteration 12Q: 3 clusters Score -3757954 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6341 members Mstep: Class 2 contains 15155 members Entering Unmasked Estep Score: -3758487.250000 Penalty: 4947.908691 Iteration 13Q: 3 clusters Score -3758487 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 15990 members Entering Unmasked Estep Score: -3759146.500000 Penalty: 4947.908691 Iteration 14Q: 3 clusters Score -3759146 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 16745 members Entering Unmasked Estep Score: -3759733.500000 Penalty: 4947.908691 Iteration 15Q: 3 clusters Score -3759734 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 17392 members Entering Unmasked Estep Score: -3760207.000000 Penalty: 4947.908691 Iteration 16Q: 3 clusters Score -3760207 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 17955 members Entering Unmasked Estep Score: -3760625.000000 Penalty: 4947.908691 Iteration 17Q: 3 clusters Score -3760625 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 18439 members Entering Unmasked Estep Score: -3760986.250000 Penalty: 4947.908691 Iteration 18Q: 3 clusters Score -3760986 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 18857 members Entering Unmasked Estep Score: -3761248.250000 Penalty: 4947.908691 Iteration 19Q: 3 clusters Score -3761248 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 19237 members Entering Unmasked Estep Score: -3761474.000000 Penalty: 4947.908691 Iteration 20F: 3 clusters Score -3761474 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 19577 members Entering Unmasked Estep Score: -3761685.750000 Penalty: 4947.908691 Iteration 21Q: 3 clusters Score -3761686 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 19875 members Entering Unmasked Estep Score: -3761869.750000 Penalty: 4947.908691 Iteration 22Q: 3 clusters Score -3761870 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 20128 members Entering Unmasked Estep Score: -3762057.750000 Penalty: 4947.908691 Iteration 23Q: 3 clusters Score -3762058 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 20359 members Entering Unmasked Estep Score: -3762206.000000 Penalty: 4947.908691 Iteration 24Q: 3 clusters Score -3762206 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 20519 members Entering Unmasked Estep Score: -3762311.250000 Penalty: 4947.908691 Iteration 25Q: 3 clusters Score -3762311 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 20655 members Entering Unmasked Estep Score: -3762419.500000 Penalty: 4947.908691 Iteration 26Q: 3 clusters Score -3762420 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 20773 members Entering Unmasked Estep Score: -3762518.000000 Penalty: 4947.908691 Iteration 27Q: 3 clusters Score -3762518 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 20860 members Entering Unmasked Estep Score: -3762574.000000 Penalty: 4947.908691 Iteration 28Q: 3 clusters Score -3762574 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 20919 members Entering Unmasked Estep Score: -3762619.750000 Penalty: 4947.908691 Iteration 29Q: 3 clusters Score -3762620 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 20967 members Entering Unmasked Estep Score: -3762666.750000 Penalty: 4947.908691 Iteration 30Q: 3 clusters Score -3762667 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 21002 members Entering Unmasked Estep Score: -3762695.750000 Penalty: 4947.908691 Iteration 31Q: 3 clusters Score -3762696 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 21031 members Entering Unmasked Estep Score: -3762717.250000 Penalty: 4947.908691 Iteration 32Q: 3 clusters Score -3762717 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 21045 members Entering Unmasked Estep Score: -3762729.250000 Penalty: 4947.908691 Iteration 33Q: 3 clusters Score -3762729 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 21055 members Entering Unmasked Estep Score: -3762739.250000 Penalty: 4947.908691 Iteration 34Q: 3 clusters Score -3762739 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 21064 members Entering Unmasked Estep Score: -3762745.500000 Penalty: 4947.908691 Iteration 35Q: 3 clusters Score -3762746 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 21076 members Entering Unmasked Estep Score: -3762748.750000 Penalty: 4947.908691 Iteration 36Q: 3 clusters Score -3762749 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 21089 members Entering Unmasked Estep Score: -3762765.500000 Penalty: 4947.908691 Iteration 37Q: 3 clusters Score -3762766 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 21100 members Entering Unmasked Estep Score: -3762776.750000 Penalty: 4947.908691 Iteration 38Q: 3 clusters Score -3762777 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 21111 members Entering Unmasked Estep Score: -3762788.000000 Penalty: 4947.908691 Iteration 39Q: 3 clusters Score -3762788 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 21117 members Entering Unmasked Estep Score: -3762792.250000 Penalty: 4947.908691 Iteration 40F: 3 clusters Score -3762792 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 21120 members Entering Unmasked Estep Score: -3762789.500000 Penalty: 4947.908691 Iteration 41Q: 3 clusters Score -3762790 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 21122 members Entering Unmasked Estep Score: -3762790.500000 Penalty: 4947.908691 Iteration 42Q: 3 clusters Score -3762790 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 21123 members Entering Unmasked Estep Score: -3762791.500000 Penalty: 4947.908691 Iteration 43Q: 3 clusters Score -3762792 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 21123 members Entering Unmasked Estep Score: -3762791.500000 Penalty: 4947.908691 Iteration 44F: 3 clusters Score -3762792 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Entering Unmasked Estep Score: -215883.375000 Penalty: 1763.655029 Iteration 0F: 2 clusters Score -215883.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -213798.515625 Penalty: 3527.310059 Iteration 0F: 3 clusters Score -213798.5 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -214269.640625 Penalty: 3527.310059 Iteration 1F: 3 clusters Score -214269.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -214532.031250 Penalty: 3527.310059 Iteration 2F: 3 clusters Score -214532 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -214806.906250 Penalty: 3527.310059 Iteration 3F: 3 clusters Score -214806.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -215127.843750 Penalty: 3527.310059 Iteration 4F: 3 clusters Score -215127.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -215421.921875 Penalty: 3527.310059 Iteration 5F: 3 clusters Score -215421.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -215662.656250 Penalty: 3527.310059 Iteration 6F: 3 clusters Score -215662.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -215782.625000 Penalty: 3527.310059 Iteration 7Q: 3 clusters Score -215782.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -215819.375000 Penalty: 3527.310059 Iteration 8Q: 3 clusters Score -215819.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -215840.390625 Penalty: 3527.310059 Iteration 9Q: 3 clusters Score -215840.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -215845.328125 Penalty: 3527.310059 Iteration 10Q: 3 clusters Score -215845.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -215866.375000 Penalty: 3527.310059 Iteration 11Q: 3 clusters Score -215866.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -215874.750000 Penalty: 3527.310059 Iteration 12Q: 3 clusters Score -215874.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -215877.906250 Penalty: 3527.310059 Iteration 13Q: 3 clusters Score -215877.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -215881.031250 Penalty: 3527.310059 Iteration 14Q: 3 clusters Score -215881 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -215883.359375 Penalty: 3527.310059 Iteration 15Q: 3 clusters Score -215883.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -215883.359375 Penalty: 3527.310059 Iteration 16F: 3 clusters Score -215883.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (60397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60397 members Entering Unmasked Estep Score: -11130391.000000 Penalty: 2730.156250 Iteration 0F: 2 clusters Score -1.113039e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30145 members Mstep: Class 2 contains 30252 members Entering Unmasked Estep Score: -11092517.000000 Penalty: 5460.312500 Iteration 0F: 3 clusters Score -1.109252e+07 nChanged 28051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29818 members Mstep: Class 2 contains 30579 members Entering Unmasked Estep Score: -11108097.000000 Penalty: 5460.312500 Iteration 1F: 3 clusters Score -1.11081e+07 nChanged 2363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29563 members Mstep: Class 2 contains 30834 members Entering Unmasked Estep Score: -11108697.000000 Penalty: 5460.312500 Iteration 2Q: 3 clusters Score -1.11087e+07 nChanged 2235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29228 members Mstep: Class 2 contains 31169 members Entering Unmasked Estep Score: -11109250.000000 Penalty: 5460.312500 Iteration 3Q: 3 clusters Score -1.110925e+07 nChanged 2191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28757 members Mstep: Class 2 contains 31640 members Entering Unmasked Estep Score: -11109834.000000 Penalty: 5460.312500 Iteration 4Q: 3 clusters Score -1.110983e+07 nChanged 2191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28102 members Mstep: Class 2 contains 32295 members Entering Unmasked Estep Score: -11110571.000000 Penalty: 5460.312500 Iteration 5Q: 3 clusters Score -1.111057e+07 nChanged 2345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27181 members Mstep: Class 2 contains 33216 members Entering Unmasked Estep Score: -11111432.000000 Penalty: 5460.312500 Iteration 6Q: 3 clusters Score -1.111143e+07 nChanged 2572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25871 members Mstep: Class 2 contains 34526 members Entering Unmasked Estep Score: -11112488.000000 Penalty: 5460.312500 Iteration 7Q: 3 clusters Score -1.111249e+07 nChanged 3105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24098 members Mstep: Class 2 contains 36299 members Entering Unmasked Estep Score: -11114147.000000 Penalty: 5460.312500 Iteration 8F: 3 clusters Score -1.111415e+07 nChanged 3419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21965 members Mstep: Class 2 contains 38432 members Entering Unmasked Estep Score: -11116403.000000 Penalty: 5460.312500 Iteration 9F: 3 clusters Score -1.11164e+07 nChanged 3655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19596 members Mstep: Class 2 contains 40801 members Entering Unmasked Estep Score: -11119201.000000 Penalty: 5460.312500 Iteration 10F: 3 clusters Score -1.11192e+07 nChanged 3457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17547 members Mstep: Class 2 contains 42850 members Entering Unmasked Estep Score: -11121983.000000 Penalty: 5460.312500 Iteration 11F: 3 clusters Score -1.112198e+07 nChanged 2970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15929 members Mstep: Class 2 contains 44468 members Entering Unmasked Estep Score: -11124039.000000 Penalty: 5460.312500 Iteration 12Q: 3 clusters Score -1.112404e+07 nChanged 2118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14703 members Mstep: Class 2 contains 45694 members Entering Unmasked Estep Score: -11125238.000000 Penalty: 5460.312500 Iteration 13Q: 3 clusters Score -1.112524e+07 nChanged 1548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13623 members Mstep: Class 2 contains 46774 members Entering Unmasked Estep Score: -11125996.000000 Penalty: 5460.312500 Iteration 14Q: 3 clusters Score -1.1126e+07 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12657 members Mstep: Class 2 contains 47740 members Entering Unmasked Estep Score: -11126672.000000 Penalty: 5460.312500 Iteration 15Q: 3 clusters Score -1.112667e+07 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11705 members Mstep: Class 2 contains 48692 members Entering Unmasked Estep Score: -11127193.000000 Penalty: 5460.312500 Iteration 16Q: 3 clusters Score -1.112719e+07 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10853 members Mstep: Class 2 contains 49544 members Entering Unmasked Estep Score: -11127745.000000 Penalty: 5460.312500 Iteration 17Q: 3 clusters Score -1.112774e+07 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10033 members Mstep: Class 2 contains 50364 members Entering Unmasked Estep Score: -11128108.000000 Penalty: 5460.312500 Iteration 18Q: 3 clusters Score -1.112811e+07 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9371 members Mstep: Class 2 contains 51026 members Entering Unmasked Estep Score: -11128455.000000 Penalty: 5460.312500 Iteration 19Q: 3 clusters Score -1.112846e+07 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8795 members Mstep: Class 2 contains 51602 members Entering Unmasked Estep Score: -11128646.000000 Penalty: 5460.312500 Iteration 20F: 3 clusters Score -1.112865e+07 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8296 members Mstep: Class 2 contains 52101 members Entering Unmasked Estep Score: -11128759.000000 Penalty: 5460.312500 Iteration 21Q: 3 clusters Score -1.112876e+07 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7852 members Mstep: Class 2 contains 52545 members Entering Unmasked Estep Score: -11128860.000000 Penalty: 5460.312500 Iteration 22Q: 3 clusters Score -1.112886e+07 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7454 members Mstep: Class 2 contains 52943 members Entering Unmasked Estep Score: -11128958.000000 Penalty: 5460.312500 Iteration 23Q: 3 clusters Score -1.112896e+07 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7067 members Mstep: Class 2 contains 53330 members Entering Unmasked Estep Score: -11128970.000000 Penalty: 5460.312500 Iteration 24Q: 3 clusters Score -1.112897e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6709 members Mstep: Class 2 contains 53688 members Entering Unmasked Estep Score: -11129027.000000 Penalty: 5460.312500 Iteration 25Q: 3 clusters Score -1.112903e+07 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6365 members Mstep: Class 2 contains 54032 members Entering Unmasked Estep Score: -11129073.000000 Penalty: 5460.312500 Iteration 26Q: 3 clusters Score -1.112907e+07 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 54380 members Entering Unmasked Estep Score: -11129025.000000 Penalty: 5460.312500 Iteration 27Q: 3 clusters Score -1.112902e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 54731 members Entering Unmasked Estep Score: -11128975.000000 Penalty: 5460.312500 Iteration 28Q: 3 clusters Score -1.112898e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 55024 members Entering Unmasked Estep Score: -11128937.000000 Penalty: 5460.312500 Iteration 29Q: 3 clusters Score -1.112894e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 55272 members Entering Unmasked Estep Score: -11128904.000000 Penalty: 5460.312500 Iteration 30Q: 3 clusters Score -1.11289e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 55507 members Entering Unmasked Estep Score: -11128874.000000 Penalty: 5460.312500 Iteration 31Q: 3 clusters Score -1.112887e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 55723 members Entering Unmasked Estep Score: -11128868.000000 Penalty: 5460.312500 Iteration 32Q: 3 clusters Score -1.112887e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 55933 members Entering Unmasked Estep Score: -11128826.000000 Penalty: 5460.312500 Iteration 33Q: 3 clusters Score -1.112883e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 56148 members Entering Unmasked Estep Score: -11128884.000000 Penalty: 5460.312500 Iteration 34Q: 3 clusters Score -1.112888e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 56365 members Entering Unmasked Estep Score: -11128887.000000 Penalty: 5460.312500 Iteration 35Q: 3 clusters Score -1.112889e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 56567 members Entering Unmasked Estep Score: -11128849.000000 Penalty: 5460.312500 Iteration 36Q: 3 clusters Score -1.112885e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 56776 members Entering Unmasked Estep Score: -11128783.000000 Penalty: 5460.312500 Iteration 37Q: 3 clusters Score -1.112878e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 56964 members Entering Unmasked Estep Score: -11128756.000000 Penalty: 5460.312500 Iteration 38Q: 3 clusters Score -1.112876e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 57145 members Entering Unmasked Estep Score: -11128773.000000 Penalty: 5460.312500 Iteration 39Q: 3 clusters Score -1.112877e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 57311 members Entering Unmasked Estep Score: -11128747.000000 Penalty: 5460.312500 Iteration 40F: 3 clusters Score -1.112875e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 57463 members Entering Unmasked Estep Score: -11128720.000000 Penalty: 5460.312500 Iteration 41Q: 3 clusters Score -1.112872e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 57604 members Entering Unmasked Estep Score: -11128730.000000 Penalty: 5460.312500 Iteration 42Q: 3 clusters Score -1.112873e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 57735 members Entering Unmasked Estep Score: -11128680.000000 Penalty: 5460.312500 Iteration 43Q: 3 clusters Score -1.112868e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 57864 members Entering Unmasked Estep Score: -11128666.000000 Penalty: 5460.312500 Iteration 44Q: 3 clusters Score -1.112867e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 57975 members Entering Unmasked Estep Score: -11128699.000000 Penalty: 5460.312500 Iteration 45Q: 3 clusters Score -1.11287e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 58085 members Entering Unmasked Estep Score: -11128692.000000 Penalty: 5460.312500 Iteration 46Q: 3 clusters Score -1.112869e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 58190 members Entering Unmasked Estep Score: -11128653.000000 Penalty: 5460.312500 Iteration 47Q: 3 clusters Score -1.112865e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 58273 members Entering Unmasked Estep Score: -11128659.000000 Penalty: 5460.312500 Iteration 48Q: 3 clusters Score -1.112866e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 58353 members Entering Unmasked Estep Score: -11128634.000000 Penalty: 5460.312500 Iteration 49Q: 3 clusters Score -1.112863e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 58421 members Entering Unmasked Estep Score: -11128609.000000 Penalty: 5460.312500 Iteration 50Q: 3 clusters Score -1.112861e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 58479 members Entering Unmasked Estep Score: -11128615.000000 Penalty: 5460.312500 Iteration 51Q: 3 clusters Score -1.112862e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 58531 members Entering Unmasked Estep Score: -11128619.000000 Penalty: 5460.312500 Iteration 52Q: 3 clusters Score -1.112862e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 58574 members Entering Unmasked Estep Score: -11128608.000000 Penalty: 5460.312500 Iteration 53Q: 3 clusters Score -1.112861e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 58617 members Entering Unmasked Estep Score: -11128601.000000 Penalty: 5460.312500 Iteration 54Q: 3 clusters Score -1.11286e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 58659 members Entering Unmasked Estep Score: -11128603.000000 Penalty: 5460.312500 Iteration 55Q: 3 clusters Score -1.11286e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 58692 members Entering Unmasked Estep Score: -11128587.000000 Penalty: 5460.312500 Iteration 56Q: 3 clusters Score -1.112859e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 58728 members Entering Unmasked Estep Score: -11128585.000000 Penalty: 5460.312500 Iteration 57Q: 3 clusters Score -1.112858e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 58766 members Entering Unmasked Estep Score: -11128586.000000 Penalty: 5460.312500 Iteration 58Q: 3 clusters Score -1.112859e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 58802 members Entering Unmasked Estep Score: -11128583.000000 Penalty: 5460.312500 Iteration 59Q: 3 clusters Score -1.112858e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 58841 members Entering Unmasked Estep Score: -11128602.000000 Penalty: 5460.312500 Iteration 60F: 3 clusters Score -1.11286e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 58876 members Entering Unmasked Estep Score: -11128598.000000 Penalty: 5460.312500 Iteration 61Q: 3 clusters Score -1.11286e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 58906 members Entering Unmasked Estep Score: -11128589.000000 Penalty: 5460.312500 Iteration 62Q: 3 clusters Score -1.112859e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 58928 members Entering Unmasked Estep Score: -11128589.000000 Penalty: 5460.312500 Iteration 63Q: 3 clusters Score -1.112859e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 58943 members Entering Unmasked Estep Score: -11128592.000000 Penalty: 5460.312500 Iteration 64Q: 3 clusters Score -1.112859e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 58961 members Entering Unmasked Estep Score: -11128589.000000 Penalty: 5460.312500 Iteration 65Q: 3 clusters Score -1.112859e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 58973 members Entering Unmasked Estep Score: -11128587.000000 Penalty: 5460.312500 Iteration 66Q: 3 clusters Score -1.112859e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 58987 members Entering Unmasked Estep Score: -11128581.000000 Penalty: 5460.312500 Iteration 67Q: 3 clusters Score -1.112858e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 59010 members Entering Unmasked Estep Score: -11128576.000000 Penalty: 5460.312500 Iteration 68Q: 3 clusters Score -1.112858e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 59024 members Entering Unmasked Estep Score: -11128566.000000 Penalty: 5460.312500 Iteration 69Q: 3 clusters Score -1.112857e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 59042 members Entering Unmasked Estep Score: -11128567.000000 Penalty: 5460.312500 Iteration 70Q: 3 clusters Score -1.112857e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 59062 members Entering Unmasked Estep Score: -11128559.000000 Penalty: 5460.312500 Iteration 71Q: 3 clusters Score -1.112856e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 59077 members Entering Unmasked Estep Score: -11128555.000000 Penalty: 5460.312500 Iteration 72Q: 3 clusters Score -1.112856e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 59087 members Entering Unmasked Estep Score: -11128556.000000 Penalty: 5460.312500 Iteration 73Q: 3 clusters Score -1.112856e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 59096 members Entering Unmasked Estep Score: -11128566.000000 Penalty: 5460.312500 Iteration 74Q: 3 clusters Score -1.112857e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 59104 members Entering Unmasked Estep Score: -11128552.000000 Penalty: 5460.312500 Iteration 75Q: 3 clusters Score -1.112855e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 59110 members Entering Unmasked Estep Score: -11128561.000000 Penalty: 5460.312500 Iteration 76Q: 3 clusters Score -1.112856e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 59113 members Entering Unmasked Estep Score: -11128556.000000 Penalty: 5460.312500 Iteration 77Q: 3 clusters Score -1.112856e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 59114 members Entering Unmasked Estep Score: -11128556.000000 Penalty: 5460.312500 Iteration 78Q: 3 clusters Score -1.112856e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 59115 members Entering Unmasked Estep Score: -11128545.000000 Penalty: 5460.312500 Iteration 79Q: 3 clusters Score -1.112854e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 59116 members Entering Unmasked Estep Score: -11128543.000000 Penalty: 5460.312500 Iteration 80F: 3 clusters Score -1.112854e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 59117 members Entering Unmasked Estep Score: -11128547.000000 Penalty: 5460.312500 Iteration 81Q: 3 clusters Score -1.112855e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 59118 members Entering Unmasked Estep Score: -11128547.000000 Penalty: 5460.312500 Iteration 82Q: 3 clusters Score -1.112855e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 59118 members Entering Unmasked Estep Score: -11128547.000000 Penalty: 5460.312500 Iteration 83F: 3 clusters Score -1.112855e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (22203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22203 members Entering Unmasked Estep Score: -4004665.250000 Penalty: 2481.979492 Iteration 0F: 2 clusters Score -4004665 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11163 members Mstep: Class 2 contains 11040 members Entering Unmasked Estep Score: -3989183.000000 Penalty: 4963.958984 Iteration 0F: 3 clusters Score -3989183 nChanged 9832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11389 members Mstep: Class 2 contains 10814 members Entering Unmasked Estep Score: -3994620.750000 Penalty: 4963.958984 Iteration 1F: 3 clusters Score -3994621 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11613 members Mstep: Class 2 contains 10590 members Entering Unmasked Estep Score: -3995300.000000 Penalty: 4963.958984 Iteration 2F: 3 clusters Score -3995300 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11979 members Mstep: Class 2 contains 10224 members Entering Unmasked Estep Score: -3996141.250000 Penalty: 4963.958984 Iteration 3F: 3 clusters Score -3996141 nChanged 1449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12678 members Mstep: Class 2 contains 9525 members Entering Unmasked Estep Score: -3997100.000000 Penalty: 4963.958984 Iteration 4F: 3 clusters Score -3997100 nChanged 1596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13688 members Mstep: Class 2 contains 8515 members Entering Unmasked Estep Score: -3998196.000000 Penalty: 4963.958984 Iteration 5F: 3 clusters Score -3998196 nChanged 1649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14933 members Mstep: Class 2 contains 7270 members Entering Unmasked Estep Score: -3999367.500000 Penalty: 4963.958984 Iteration 6F: 3 clusters Score -3999368 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16156 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -4000437.250000 Penalty: 4963.958984 Iteration 7F: 3 clusters Score -4000437 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17226 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -4001305.000000 Penalty: 4963.958984 Iteration 8F: 3 clusters Score -4001305 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18013 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -4001856.500000 Penalty: 4963.958984 Iteration 9Q: 3 clusters Score -4001856 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18619 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -4002238.500000 Penalty: 4963.958984 Iteration 10Q: 3 clusters Score -4002238 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19085 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -4002487.750000 Penalty: 4963.958984 Iteration 11Q: 3 clusters Score -4002488 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19448 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -4002710.500000 Penalty: 4963.958984 Iteration 12Q: 3 clusters Score -4002710 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19758 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -4002929.000000 Penalty: 4963.958984 Iteration 13Q: 3 clusters Score -4002929 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20013 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -4003145.000000 Penalty: 4963.958984 Iteration 14Q: 3 clusters Score -4003145 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20204 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -4003386.500000 Penalty: 4963.958984 Iteration 15Q: 3 clusters Score -4003386 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20330 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -4003510.250000 Penalty: 4963.958984 Iteration 16Q: 3 clusters Score -4003510 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20447 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -4003581.250000 Penalty: 4963.958984 Iteration 17Q: 3 clusters Score -4003581 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20527 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -4003622.750000 Penalty: 4963.958984 Iteration 18Q: 3 clusters Score -4003623 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20588 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -4003648.500000 Penalty: 4963.958984 Iteration 19Q: 3 clusters Score -4003648 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20637 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -4003666.000000 Penalty: 4963.958984 Iteration 20F: 3 clusters Score -4003666 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20679 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -4003677.750000 Penalty: 4963.958984 Iteration 21Q: 3 clusters Score -4003678 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20711 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -4003688.750000 Penalty: 4963.958984 Iteration 22Q: 3 clusters Score -4003689 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20738 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -4003695.500000 Penalty: 4963.958984 Iteration 23Q: 3 clusters Score -4003696 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20760 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -4003702.750000 Penalty: 4963.958984 Iteration 24Q: 3 clusters Score -4003703 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20780 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -4003708.000000 Penalty: 4963.958984 Iteration 25Q: 3 clusters Score -4003708 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20792 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -4003715.250000 Penalty: 4963.958984 Iteration 26Q: 3 clusters Score -4003715 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20803 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -4003717.500000 Penalty: 4963.958984 Iteration 27Q: 3 clusters Score -4003718 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20814 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -4003718.000000 Penalty: 4963.958984 Iteration 28Q: 3 clusters Score -4003718 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20819 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -4003718.000000 Penalty: 4963.958984 Iteration 29Q: 3 clusters Score -4003718 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20822 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -4003716.250000 Penalty: 4963.958984 Iteration 30Q: 3 clusters Score -4003716 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20825 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -4003719.500000 Penalty: 4963.958984 Iteration 31Q: 3 clusters Score -4003720 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20829 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -4003717.250000 Penalty: 4963.958984 Iteration 32Q: 3 clusters Score -4003717 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20833 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -4003715.250000 Penalty: 4963.958984 Iteration 33Q: 3 clusters Score -4003715 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20837 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -4003721.500000 Penalty: 4963.958984 Iteration 34Q: 3 clusters Score -4003722 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20842 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -4003726.500000 Penalty: 4963.958984 Iteration 35Q: 3 clusters Score -4003726 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20848 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -4003725.500000 Penalty: 4963.958984 Iteration 36Q: 3 clusters Score -4003726 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20856 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -4003733.750000 Penalty: 4963.958984 Iteration 37Q: 3 clusters Score -4003734 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20862 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -4003726.500000 Penalty: 4963.958984 Iteration 38Q: 3 clusters Score -4003726 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20863 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -4003731.000000 Penalty: 4963.958984 Iteration 39Q: 3 clusters Score -4003731 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20864 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -4003734.250000 Penalty: 4963.958984 Iteration 40F: 3 clusters Score -4003734 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20865 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -4003733.500000 Penalty: 4963.958984 Iteration 41Q: 3 clusters Score -4003734 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20865 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -4003733.500000 Penalty: 4963.958984 Iteration 42F: 3 clusters Score -4003734 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Entering Unmasked Estep Score: -20976.830078 Penalty: 1270.743042 Iteration 0F: 2 clusters Score -20976.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -20125.152344 Penalty: 2541.486084 Iteration 0F: 3 clusters Score -20125.15 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -20244.068359 Penalty: 2541.486084 Iteration 1F: 3 clusters Score -20244.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -20261.224609 Penalty: 2541.486084 Iteration 2Q: 3 clusters Score -20261.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -20276.359375 Penalty: 2541.486084 Iteration 3Q: 3 clusters Score -20276.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -20276.359375 Penalty: 2541.486084 Iteration 4F: 3 clusters Score -20276.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (24398 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24398 members Entering Unmasked Estep Score: -4814840.500000 Penalty: 2505.359619 Iteration 0F: 2 clusters Score -4814840 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12234 members Mstep: Class 2 contains 12164 members Entering Unmasked Estep Score: -4798273.000000 Penalty: 5010.719238 Iteration 0F: 3 clusters Score -4798273 nChanged 10826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12410 members Mstep: Class 2 contains 11988 members Entering Unmasked Estep Score: -4804042.000000 Penalty: 5010.719238 Iteration 1F: 3 clusters Score -4804042 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12489 members Mstep: Class 2 contains 11909 members Entering Unmasked Estep Score: -4804430.500000 Penalty: 5010.719238 Iteration 2F: 3 clusters Score -4804430 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12594 members Mstep: Class 2 contains 11804 members Entering Unmasked Estep Score: -4804690.000000 Penalty: 5010.719238 Iteration 3Q: 3 clusters Score -4804690 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12774 members Mstep: Class 2 contains 11624 members Entering Unmasked Estep Score: -4804881.500000 Penalty: 5010.719238 Iteration 4Q: 3 clusters Score -4804882 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13019 members Mstep: Class 2 contains 11379 members Entering Unmasked Estep Score: -4805072.500000 Penalty: 5010.719238 Iteration 5Q: 3 clusters Score -4805072 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13343 members Mstep: Class 2 contains 11055 members Entering Unmasked Estep Score: -4805250.500000 Penalty: 5010.719238 Iteration 6Q: 3 clusters Score -4805250 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13757 members Mstep: Class 2 contains 10641 members Entering Unmasked Estep Score: -4805432.000000 Penalty: 5010.719238 Iteration 7Q: 3 clusters Score -4805432 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14297 members Mstep: Class 2 contains 10101 members Entering Unmasked Estep Score: -4805613.500000 Penalty: 5010.719238 Iteration 8Q: 3 clusters Score -4805614 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15010 members Mstep: Class 2 contains 9388 members Entering Unmasked Estep Score: -4805919.000000 Penalty: 5010.719238 Iteration 9Q: 3 clusters Score -4805919 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15906 members Mstep: Class 2 contains 8492 members Entering Unmasked Estep Score: -4806315.500000 Penalty: 5010.719238 Iteration 10Q: 3 clusters Score -4806316 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17043 members Mstep: Class 2 contains 7355 members Entering Unmasked Estep Score: -4806908.000000 Penalty: 5010.719238 Iteration 11Q: 3 clusters Score -4806908 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18400 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -4807776.000000 Penalty: 5010.719238 Iteration 12F: 3 clusters Score -4807776 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19904 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -4808902.500000 Penalty: 5010.719238 Iteration 13F: 3 clusters Score -4808902 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21416 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -4810169.500000 Penalty: 5010.719238 Iteration 14F: 3 clusters Score -4810170 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22636 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -4811228.000000 Penalty: 5010.719238 Iteration 15F: 3 clusters Score -4811228 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23413 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -4811915.000000 Penalty: 5010.719238 Iteration 16Q: 3 clusters Score -4811915 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23792 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -4812254.000000 Penalty: 5010.719238 Iteration 17Q: 3 clusters Score -4812254 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23981 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -4812447.500000 Penalty: 5010.719238 Iteration 18Q: 3 clusters Score -4812448 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24056 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -4812531.500000 Penalty: 5010.719238 Iteration 19Q: 3 clusters Score -4812532 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24088 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -4812585.500000 Penalty: 5010.719238 Iteration 20F: 3 clusters Score -4812586 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24109 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -4812619.000000 Penalty: 5010.719238 Iteration 21Q: 3 clusters Score -4812619 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24120 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -4812638.500000 Penalty: 5010.719238 Iteration 22Q: 3 clusters Score -4812638 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24125 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -4812642.000000 Penalty: 5010.719238 Iteration 23Q: 3 clusters Score -4812642 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24130 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -4812651.000000 Penalty: 5010.719238 Iteration 24Q: 3 clusters Score -4812651 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24131 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -4812649.500000 Penalty: 5010.719238 Iteration 25Q: 3 clusters Score -4812650 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24131 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -4812649.500000 Penalty: 5010.719238 Iteration 26F: 3 clusters Score -4812650 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Entering Unmasked Estep Score: -109081.992188 Penalty: 1611.947144 Iteration 0F: 2 clusters Score -109082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -107412.078125 Penalty: 3223.894287 Iteration 0F: 3 clusters Score -107412.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -107629.554688 Penalty: 3223.894287 Iteration 1F: 3 clusters Score -107629.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -107683.867188 Penalty: 3223.894287 Iteration 2Q: 3 clusters Score -107683.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -107719.164062 Penalty: 3223.894287 Iteration 3Q: 3 clusters Score -107719.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -107725.593750 Penalty: 3223.894287 Iteration 4Q: 3 clusters Score -107725.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -107732.875000 Penalty: 3223.894287 Iteration 5Q: 3 clusters Score -107732.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -107735.000000 Penalty: 3223.894287 Iteration 6Q: 3 clusters Score -107735 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -107735.000000 Penalty: 3223.894287 Iteration 7F: 3 clusters Score -107735 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Entering Unmasked Estep Score: -76120.265625 Penalty: 1535.198242 Iteration 0F: 2 clusters Score -76120.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -74669.476562 Penalty: 3070.396484 Iteration 0F: 3 clusters Score -74669.48 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -74926.703125 Penalty: 3070.396484 Iteration 1F: 3 clusters Score -74926.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -75048.140625 Penalty: 3070.396484 Iteration 2F: 3 clusters Score -75048.14 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -75126.203125 Penalty: 3070.396484 Iteration 3Q: 3 clusters Score -75126.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -75186.625000 Penalty: 3070.396484 Iteration 4Q: 3 clusters Score -75186.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -75243.492188 Penalty: 3070.396484 Iteration 5Q: 3 clusters Score -75243.49 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -75270.890625 Penalty: 3070.396484 Iteration 6Q: 3 clusters Score -75270.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -75291.421875 Penalty: 3070.396484 Iteration 7Q: 3 clusters Score -75291.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -75301.359375 Penalty: 3070.396484 Iteration 8Q: 3 clusters Score -75301.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -75313.906250 Penalty: 3070.396484 Iteration 9Q: 3 clusters Score -75313.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -75341.617188 Penalty: 3070.396484 Iteration 10Q: 3 clusters Score -75341.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -75366.343750 Penalty: 3070.396484 Iteration 11Q: 3 clusters Score -75366.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -75375.507812 Penalty: 3070.396484 Iteration 12Q: 3 clusters Score -75375.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -75393.406250 Penalty: 3070.396484 Iteration 13Q: 3 clusters Score -75393.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -75408.609375 Penalty: 3070.396484 Iteration 14Q: 3 clusters Score -75408.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -75411.062500 Penalty: 3070.396484 Iteration 15Q: 3 clusters Score -75411.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -75415.351562 Penalty: 3070.396484 Iteration 16Q: 3 clusters Score -75415.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -75415.351562 Penalty: 3070.396484 Iteration 17F: 3 clusters Score -75415.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (23523 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23523 members Entering Unmasked Estep Score: -4568719.000000 Penalty: 2496.302002 Iteration 0F: 2 clusters Score -4568719 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11728 members Mstep: Class 2 contains 11795 members Entering Unmasked Estep Score: -4552505.500000 Penalty: 4992.604004 Iteration 0F: 3 clusters Score -4552506 nChanged 10372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11288 members Mstep: Class 2 contains 12235 members Entering Unmasked Estep Score: -4557927.000000 Penalty: 4992.604004 Iteration 1F: 3 clusters Score -4557927 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11010 members Mstep: Class 2 contains 12513 members Entering Unmasked Estep Score: -4558421.000000 Penalty: 4992.604004 Iteration 2F: 3 clusters Score -4558421 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10623 members Mstep: Class 2 contains 12900 members Entering Unmasked Estep Score: -4558895.000000 Penalty: 4992.604004 Iteration 3Q: 3 clusters Score -4558895 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10089 members Mstep: Class 2 contains 13434 members Entering Unmasked Estep Score: -4559403.000000 Penalty: 4992.604004 Iteration 4Q: 3 clusters Score -4559403 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9522 members Mstep: Class 2 contains 14001 members Entering Unmasked Estep Score: -4559929.000000 Penalty: 4992.604004 Iteration 5Q: 3 clusters Score -4559929 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8902 members Mstep: Class 2 contains 14621 members Entering Unmasked Estep Score: -4560485.000000 Penalty: 4992.604004 Iteration 6Q: 3 clusters Score -4560485 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8106 members Mstep: Class 2 contains 15417 members Entering Unmasked Estep Score: -4561109.000000 Penalty: 4992.604004 Iteration 7F: 3 clusters Score -4561109 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7217 members Mstep: Class 2 contains 16306 members Entering Unmasked Estep Score: -4561775.000000 Penalty: 4992.604004 Iteration 8Q: 3 clusters Score -4561775 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 17289 members Entering Unmasked Estep Score: -4562563.500000 Penalty: 4992.604004 Iteration 9Q: 3 clusters Score -4562564 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5249 members Mstep: Class 2 contains 18274 members Entering Unmasked Estep Score: -4563385.000000 Penalty: 4992.604004 Iteration 10Q: 3 clusters Score -4563385 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 19137 members Entering Unmasked Estep Score: -4564106.500000 Penalty: 4992.604004 Iteration 11Q: 3 clusters Score -4564106 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 19856 members Entering Unmasked Estep Score: -4564698.000000 Penalty: 4992.604004 Iteration 12Q: 3 clusters Score -4564698 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 20428 members Entering Unmasked Estep Score: -4565168.500000 Penalty: 4992.604004 Iteration 13Q: 3 clusters Score -4565168 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 20870 members Entering Unmasked Estep Score: -4565501.500000 Penalty: 4992.604004 Iteration 14Q: 3 clusters Score -4565502 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 21205 members Entering Unmasked Estep Score: -4565754.500000 Penalty: 4992.604004 Iteration 15Q: 3 clusters Score -4565754 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 21465 members Entering Unmasked Estep Score: -4565916.500000 Penalty: 4992.604004 Iteration 16Q: 3 clusters Score -4565916 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 21678 members Entering Unmasked Estep Score: -4566066.500000 Penalty: 4992.604004 Iteration 17Q: 3 clusters Score -4566066 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 21866 members Entering Unmasked Estep Score: -4566183.500000 Penalty: 4992.604004 Iteration 18Q: 3 clusters Score -4566184 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 22016 members Entering Unmasked Estep Score: -4566261.000000 Penalty: 4992.604004 Iteration 19Q: 3 clusters Score -4566261 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 22139 members Entering Unmasked Estep Score: -4566336.500000 Penalty: 4992.604004 Iteration 20F: 3 clusters Score -4566336 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 22232 members Entering Unmasked Estep Score: -4566370.500000 Penalty: 4992.604004 Iteration 21Q: 3 clusters Score -4566370 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 22308 members Entering Unmasked Estep Score: -4566417.000000 Penalty: 4992.604004 Iteration 22Q: 3 clusters Score -4566417 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 22366 members Entering Unmasked Estep Score: -4566447.500000 Penalty: 4992.604004 Iteration 23Q: 3 clusters Score -4566448 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 22412 members Entering Unmasked Estep Score: -4566471.500000 Penalty: 4992.604004 Iteration 24Q: 3 clusters Score -4566472 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 22453 members Entering Unmasked Estep Score: -4566502.000000 Penalty: 4992.604004 Iteration 25Q: 3 clusters Score -4566502 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 22483 members Entering Unmasked Estep Score: -4566517.000000 Penalty: 4992.604004 Iteration 26Q: 3 clusters Score -4566517 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 22500 members Entering Unmasked Estep Score: -4566517.500000 Penalty: 4992.604004 Iteration 27Q: 3 clusters Score -4566518 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 22510 members Entering Unmasked Estep Score: -4566528.500000 Penalty: 4992.604004 Iteration 28Q: 3 clusters Score -4566528 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 22519 members Entering Unmasked Estep Score: -4566527.000000 Penalty: 4992.604004 Iteration 29Q: 3 clusters Score -4566527 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 22528 members Entering Unmasked Estep Score: -4566531.500000 Penalty: 4992.604004 Iteration 30Q: 3 clusters Score -4566532 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 22532 members Entering Unmasked Estep Score: -4566528.500000 Penalty: 4992.604004 Iteration 31Q: 3 clusters Score -4566528 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 22539 members Entering Unmasked Estep Score: -4566530.000000 Penalty: 4992.604004 Iteration 32Q: 3 clusters Score -4566530 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 22545 members Entering Unmasked Estep Score: -4566534.500000 Penalty: 4992.604004 Iteration 33Q: 3 clusters Score -4566534 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 22552 members Entering Unmasked Estep Score: -4566533.000000 Penalty: 4992.604004 Iteration 34Q: 3 clusters Score -4566533 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 22558 members Entering Unmasked Estep Score: -4566534.000000 Penalty: 4992.604004 Iteration 35Q: 3 clusters Score -4566534 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 22566 members Entering Unmasked Estep Score: -4566538.000000 Penalty: 4992.604004 Iteration 36Q: 3 clusters Score -4566538 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 22572 members Entering Unmasked Estep Score: -4566541.000000 Penalty: 4992.604004 Iteration 37Q: 3 clusters Score -4566541 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 22578 members Entering Unmasked Estep Score: -4566540.000000 Penalty: 4992.604004 Iteration 38Q: 3 clusters Score -4566540 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 22581 members Entering Unmasked Estep Score: -4566540.000000 Penalty: 4992.604004 Iteration 39Q: 3 clusters Score -4566540 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 22587 members Entering Unmasked Estep Score: -4566550.000000 Penalty: 4992.604004 Iteration 40F: 3 clusters Score -4566550 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 22590 members Entering Unmasked Estep Score: -4566553.500000 Penalty: 4992.604004 Iteration 41Q: 3 clusters Score -4566554 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 22591 members Entering Unmasked Estep Score: -4566552.500000 Penalty: 4992.604004 Iteration 42Q: 3 clusters Score -4566552 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 22592 members Entering Unmasked Estep Score: -4566553.500000 Penalty: 4992.604004 Iteration 43Q: 3 clusters Score -4566554 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 22592 members Entering Unmasked Estep Score: -4566553.500000 Penalty: 4992.604004 Iteration 44F: 3 clusters Score -4566554 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Entering Unmasked Estep Score: -55875.523438 Penalty: 1467.885620 Iteration 0F: 2 clusters Score -55875.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -54557.941406 Penalty: 2935.771240 Iteration 0F: 3 clusters Score -54557.94 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -54712.402344 Penalty: 2935.771240 Iteration 1F: 3 clusters Score -54712.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -54766.152344 Penalty: 2935.771240 Iteration 2Q: 3 clusters Score -54766.15 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -54883.898438 Penalty: 2935.771240 Iteration 3F: 3 clusters Score -54883.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -55088.867188 Penalty: 2935.771240 Iteration 4F: 3 clusters Score -55088.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -55203.136719 Penalty: 2935.771240 Iteration 5Q: 3 clusters Score -55203.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -55276.832031 Penalty: 2935.771240 Iteration 6Q: 3 clusters Score -55276.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -55281.320312 Penalty: 2935.771240 Iteration 7Q: 3 clusters Score -55281.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -55297.164062 Penalty: 2935.771240 Iteration 8Q: 3 clusters Score -55297.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -55304.046875 Penalty: 2935.771240 Iteration 9Q: 3 clusters Score -55304.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -55316.835938 Penalty: 2935.771240 Iteration 10Q: 3 clusters Score -55316.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -55326.281250 Penalty: 2935.771240 Iteration 11Q: 3 clusters Score -55326.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -55326.281250 Penalty: 2935.771240 Iteration 12F: 3 clusters Score -55326.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (24624 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24624 members Entering Unmasked Estep Score: -4822803.000000 Penalty: 2507.646240 Iteration 0F: 2 clusters Score -4822803 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12335 members Mstep: Class 2 contains 12289 members Entering Unmasked Estep Score: -4805858.000000 Penalty: 5015.292480 Iteration 0F: 3 clusters Score -4805858 nChanged 10991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12446 members Mstep: Class 2 contains 12178 members Entering Unmasked Estep Score: -4811714.500000 Penalty: 5015.292480 Iteration 1F: 3 clusters Score -4811714 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12531 members Mstep: Class 2 contains 12093 members Entering Unmasked Estep Score: -4812151.000000 Penalty: 5015.292480 Iteration 2F: 3 clusters Score -4812151 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12666 members Mstep: Class 2 contains 11958 members Entering Unmasked Estep Score: -4812500.500000 Penalty: 5015.292480 Iteration 3Q: 3 clusters Score -4812500 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12880 members Mstep: Class 2 contains 11744 members Entering Unmasked Estep Score: -4812801.000000 Penalty: 5015.292480 Iteration 4Q: 3 clusters Score -4812801 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13156 members Mstep: Class 2 contains 11468 members Entering Unmasked Estep Score: -4813097.500000 Penalty: 5015.292480 Iteration 5Q: 3 clusters Score -4813098 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13522 members Mstep: Class 2 contains 11102 members Entering Unmasked Estep Score: -4813431.500000 Penalty: 5015.292480 Iteration 6Q: 3 clusters Score -4813432 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13941 members Mstep: Class 2 contains 10683 members Entering Unmasked Estep Score: -4813806.500000 Penalty: 5015.292480 Iteration 7Q: 3 clusters Score -4813806 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14467 members Mstep: Class 2 contains 10157 members Entering Unmasked Estep Score: -4814325.000000 Penalty: 5015.292480 Iteration 8Q: 3 clusters Score -4814325 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15064 members Mstep: Class 2 contains 9560 members Entering Unmasked Estep Score: -4814960.000000 Penalty: 5015.292480 Iteration 9F: 3 clusters Score -4814960 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15701 members Mstep: Class 2 contains 8923 members Entering Unmasked Estep Score: -4815741.500000 Penalty: 5015.292480 Iteration 10F: 3 clusters Score -4815742 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16328 members Mstep: Class 2 contains 8296 members Entering Unmasked Estep Score: -4816542.000000 Penalty: 5015.292480 Iteration 11F: 3 clusters Score -4816542 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16945 members Mstep: Class 2 contains 7679 members Entering Unmasked Estep Score: -4817459.500000 Penalty: 5015.292480 Iteration 12F: 3 clusters Score -4817460 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17402 members Mstep: Class 2 contains 7222 members Entering Unmasked Estep Score: -4818458.500000 Penalty: 5015.292480 Iteration 13F: 3 clusters Score -4818458 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17648 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -4819192.500000 Penalty: 5015.292480 Iteration 14Q: 3 clusters Score -4819192 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17735 members Mstep: Class 2 contains 6889 members Entering Unmasked Estep Score: -4819526.500000 Penalty: 5015.292480 Iteration 15Q: 3 clusters Score -4819526 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17757 members Mstep: Class 2 contains 6867 members Entering Unmasked Estep Score: -4819722.500000 Penalty: 5015.292480 Iteration 16Q: 3 clusters Score -4819722 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17743 members Mstep: Class 2 contains 6881 members Entering Unmasked Estep Score: -4819856.500000 Penalty: 5015.292480 Iteration 17Q: 3 clusters Score -4819856 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17746 members Mstep: Class 2 contains 6878 members Entering Unmasked Estep Score: -4819935.500000 Penalty: 5015.292480 Iteration 18Q: 3 clusters Score -4819936 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17746 members Mstep: Class 2 contains 6878 members Entering Unmasked Estep Score: -4820008.000000 Penalty: 5015.292480 Iteration 19Q: 3 clusters Score -4820008 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17735 members Mstep: Class 2 contains 6889 members Entering Unmasked Estep Score: -4820063.500000 Penalty: 5015.292480 Iteration 20F: 3 clusters Score -4820064 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17714 members Mstep: Class 2 contains 6910 members Entering Unmasked Estep Score: -4820088.500000 Penalty: 5015.292480 Iteration 21Q: 3 clusters Score -4820088 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17684 members Mstep: Class 2 contains 6940 members Entering Unmasked Estep Score: -4820097.000000 Penalty: 5015.292480 Iteration 22Q: 3 clusters Score -4820097 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17635 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -4820095.000000 Penalty: 5015.292480 Iteration 23Q: 3 clusters Score -4820095 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17579 members Mstep: Class 2 contains 7045 members Entering Unmasked Estep Score: -4820120.000000 Penalty: 5015.292480 Iteration 24Q: 3 clusters Score -4820120 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17518 members Mstep: Class 2 contains 7106 members Entering Unmasked Estep Score: -4820107.000000 Penalty: 5015.292480 Iteration 25Q: 3 clusters Score -4820107 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17443 members Mstep: Class 2 contains 7181 members Entering Unmasked Estep Score: -4820111.500000 Penalty: 5015.292480 Iteration 26Q: 3 clusters Score -4820112 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17386 members Mstep: Class 2 contains 7238 members Entering Unmasked Estep Score: -4820097.000000 Penalty: 5015.292480 Iteration 27Q: 3 clusters Score -4820097 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17335 members Mstep: Class 2 contains 7289 members Entering Unmasked Estep Score: -4820095.500000 Penalty: 5015.292480 Iteration 28Q: 3 clusters Score -4820096 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17288 members Mstep: Class 2 contains 7336 members Entering Unmasked Estep Score: -4820089.500000 Penalty: 5015.292480 Iteration 29Q: 3 clusters Score -4820090 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17263 members Mstep: Class 2 contains 7361 members Entering Unmasked Estep Score: -4820095.500000 Penalty: 5015.292480 Iteration 30Q: 3 clusters Score -4820096 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17238 members Mstep: Class 2 contains 7386 members Entering Unmasked Estep Score: -4820095.500000 Penalty: 5015.292480 Iteration 31Q: 3 clusters Score -4820096 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17210 members Mstep: Class 2 contains 7414 members Entering Unmasked Estep Score: -4820092.000000 Penalty: 5015.292480 Iteration 32Q: 3 clusters Score -4820092 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17174 members Mstep: Class 2 contains 7450 members Entering Unmasked Estep Score: -4820105.000000 Penalty: 5015.292480 Iteration 33Q: 3 clusters Score -4820105 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17140 members Mstep: Class 2 contains 7484 members Entering Unmasked Estep Score: -4820080.000000 Penalty: 5015.292480 Iteration 34Q: 3 clusters Score -4820080 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17108 members Mstep: Class 2 contains 7516 members Entering Unmasked Estep Score: -4820078.500000 Penalty: 5015.292480 Iteration 35Q: 3 clusters Score -4820078 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17077 members Mstep: Class 2 contains 7547 members Entering Unmasked Estep Score: -4820081.000000 Penalty: 5015.292480 Iteration 36Q: 3 clusters Score -4820081 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17055 members Mstep: Class 2 contains 7569 members Entering Unmasked Estep Score: -4820075.000000 Penalty: 5015.292480 Iteration 37Q: 3 clusters Score -4820075 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17039 members Mstep: Class 2 contains 7585 members Entering Unmasked Estep Score: -4820070.500000 Penalty: 5015.292480 Iteration 38Q: 3 clusters Score -4820070 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17015 members Mstep: Class 2 contains 7609 members Entering Unmasked Estep Score: -4820074.500000 Penalty: 5015.292480 Iteration 39Q: 3 clusters Score -4820074 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16989 members Mstep: Class 2 contains 7635 members Entering Unmasked Estep Score: -4820064.500000 Penalty: 5015.292480 Iteration 40F: 3 clusters Score -4820064 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16969 members Mstep: Class 2 contains 7655 members Entering Unmasked Estep Score: -4820078.000000 Penalty: 5015.292480 Iteration 41Q: 3 clusters Score -4820078 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16948 members Mstep: Class 2 contains 7676 members Entering Unmasked Estep Score: -4820074.000000 Penalty: 5015.292480 Iteration 42Q: 3 clusters Score -4820074 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16930 members Mstep: Class 2 contains 7694 members Entering Unmasked Estep Score: -4820068.000000 Penalty: 5015.292480 Iteration 43Q: 3 clusters Score -4820068 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16911 members Mstep: Class 2 contains 7713 members Entering Unmasked Estep Score: -4820062.500000 Penalty: 5015.292480 Iteration 44Q: 3 clusters Score -4820062 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16888 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -4820064.000000 Penalty: 5015.292480 Iteration 45Q: 3 clusters Score -4820064 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16865 members Mstep: Class 2 contains 7759 members Entering Unmasked Estep Score: -4820057.500000 Penalty: 5015.292480 Iteration 46Q: 3 clusters Score -4820058 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16848 members Mstep: Class 2 contains 7776 members Entering Unmasked Estep Score: -4820052.500000 Penalty: 5015.292480 Iteration 47Q: 3 clusters Score -4820052 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16828 members Mstep: Class 2 contains 7796 members Entering Unmasked Estep Score: -4820045.500000 Penalty: 5015.292480 Iteration 48Q: 3 clusters Score -4820046 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16812 members Mstep: Class 2 contains 7812 members Entering Unmasked Estep Score: -4820045.000000 Penalty: 5015.292480 Iteration 49Q: 3 clusters Score -4820045 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16799 members Mstep: Class 2 contains 7825 members Entering Unmasked Estep Score: -4820037.500000 Penalty: 5015.292480 Iteration 50Q: 3 clusters Score -4820038 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16785 members Mstep: Class 2 contains 7839 members Entering Unmasked Estep Score: -4820045.500000 Penalty: 5015.292480 Iteration 51Q: 3 clusters Score -4820046 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16768 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -4820043.000000 Penalty: 5015.292480 Iteration 52Q: 3 clusters Score -4820043 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16751 members Mstep: Class 2 contains 7873 members Entering Unmasked Estep Score: -4820037.000000 Penalty: 5015.292480 Iteration 53Q: 3 clusters Score -4820037 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16729 members Mstep: Class 2 contains 7895 members Entering Unmasked Estep Score: -4820036.000000 Penalty: 5015.292480 Iteration 54Q: 3 clusters Score -4820036 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16713 members Mstep: Class 2 contains 7911 members Entering Unmasked Estep Score: -4820027.000000 Penalty: 5015.292480 Iteration 55Q: 3 clusters Score -4820027 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16697 members Mstep: Class 2 contains 7927 members Entering Unmasked Estep Score: -4820035.500000 Penalty: 5015.292480 Iteration 56Q: 3 clusters Score -4820036 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16685 members Mstep: Class 2 contains 7939 members Entering Unmasked Estep Score: -4820031.500000 Penalty: 5015.292480 Iteration 57Q: 3 clusters Score -4820032 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16669 members Mstep: Class 2 contains 7955 members Entering Unmasked Estep Score: -4820029.500000 Penalty: 5015.292480 Iteration 58Q: 3 clusters Score -4820030 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16647 members Mstep: Class 2 contains 7977 members Entering Unmasked Estep Score: -4820024.000000 Penalty: 5015.292480 Iteration 59Q: 3 clusters Score -4820024 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16618 members Mstep: Class 2 contains 8006 members Entering Unmasked Estep Score: -4820016.500000 Penalty: 5015.292480 Iteration 60F: 3 clusters Score -4820016 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16594 members Mstep: Class 2 contains 8030 members Entering Unmasked Estep Score: -4820006.500000 Penalty: 5015.292480 Iteration 61Q: 3 clusters Score -4820006 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16573 members Mstep: Class 2 contains 8051 members Entering Unmasked Estep Score: -4820001.000000 Penalty: 5015.292480 Iteration 62Q: 3 clusters Score -4820001 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16550 members Mstep: Class 2 contains 8074 members Entering Unmasked Estep Score: -4820000.500000 Penalty: 5015.292480 Iteration 63Q: 3 clusters Score -4820000 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16513 members Mstep: Class 2 contains 8111 members Entering Unmasked Estep Score: -4820001.500000 Penalty: 5015.292480 Iteration 64Q: 3 clusters Score -4820002 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16467 members Mstep: Class 2 contains 8157 members Entering Unmasked Estep Score: -4820009.000000 Penalty: 5015.292480 Iteration 65Q: 3 clusters Score -4820009 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16422 members Mstep: Class 2 contains 8202 members Entering Unmasked Estep Score: -4819991.500000 Penalty: 5015.292480 Iteration 66Q: 3 clusters Score -4819992 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16388 members Mstep: Class 2 contains 8236 members Entering Unmasked Estep Score: -4819987.500000 Penalty: 5015.292480 Iteration 67Q: 3 clusters Score -4819988 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16355 members Mstep: Class 2 contains 8269 members Entering Unmasked Estep Score: -4819994.000000 Penalty: 5015.292480 Iteration 68Q: 3 clusters Score -4819994 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16329 members Mstep: Class 2 contains 8295 members Entering Unmasked Estep Score: -4819993.000000 Penalty: 5015.292480 Iteration 69Q: 3 clusters Score -4819993 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16299 members Mstep: Class 2 contains 8325 members Entering Unmasked Estep Score: -4819982.500000 Penalty: 5015.292480 Iteration 70Q: 3 clusters Score -4819982 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16273 members Mstep: Class 2 contains 8351 members Entering Unmasked Estep Score: -4819984.500000 Penalty: 5015.292480 Iteration 71Q: 3 clusters Score -4819984 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16250 members Mstep: Class 2 contains 8374 members Entering Unmasked Estep Score: -4819980.000000 Penalty: 5015.292480 Iteration 72Q: 3 clusters Score -4819980 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16224 members Mstep: Class 2 contains 8400 members Entering Unmasked Estep Score: -4819974.500000 Penalty: 5015.292480 Iteration 73Q: 3 clusters Score -4819974 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16196 members Mstep: Class 2 contains 8428 members Entering Unmasked Estep Score: -4819962.000000 Penalty: 5015.292480 Iteration 74Q: 3 clusters Score -4819962 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16156 members Mstep: Class 2 contains 8468 members Entering Unmasked Estep Score: -4819966.000000 Penalty: 5015.292480 Iteration 75Q: 3 clusters Score -4819966 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16112 members Mstep: Class 2 contains 8512 members Entering Unmasked Estep Score: -4819956.500000 Penalty: 5015.292480 Iteration 76Q: 3 clusters Score -4819956 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16069 members Mstep: Class 2 contains 8555 members Entering Unmasked Estep Score: -4819959.000000 Penalty: 5015.292480 Iteration 77Q: 3 clusters Score -4819959 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16023 members Mstep: Class 2 contains 8601 members Entering Unmasked Estep Score: -4819940.000000 Penalty: 5015.292480 Iteration 78Q: 3 clusters Score -4819940 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15968 members Mstep: Class 2 contains 8656 members Entering Unmasked Estep Score: -4819926.500000 Penalty: 5015.292480 Iteration 79Q: 3 clusters Score -4819926 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15924 members Mstep: Class 2 contains 8700 members Entering Unmasked Estep Score: -4819924.500000 Penalty: 5015.292480 Iteration 80F: 3 clusters Score -4819924 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15880 members Mstep: Class 2 contains 8744 members Entering Unmasked Estep Score: -4819912.500000 Penalty: 5015.292480 Iteration 81Q: 3 clusters Score -4819912 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15838 members Mstep: Class 2 contains 8786 members Entering Unmasked Estep Score: -4819911.000000 Penalty: 5015.292480 Iteration 82Q: 3 clusters Score -4819911 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15802 members Mstep: Class 2 contains 8822 members Entering Unmasked Estep Score: -4819895.500000 Penalty: 5015.292480 Iteration 83Q: 3 clusters Score -4819896 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15762 members Mstep: Class 2 contains 8862 members Entering Unmasked Estep Score: -4819889.500000 Penalty: 5015.292480 Iteration 84Q: 3 clusters Score -4819890 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15716 members Mstep: Class 2 contains 8908 members Entering Unmasked Estep Score: -4819883.500000 Penalty: 5015.292480 Iteration 85Q: 3 clusters Score -4819884 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15672 members Mstep: Class 2 contains 8952 members Entering Unmasked Estep Score: -4819872.500000 Penalty: 5015.292480 Iteration 86Q: 3 clusters Score -4819872 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15644 members Mstep: Class 2 contains 8980 members Entering Unmasked Estep Score: -4819879.500000 Penalty: 5015.292480 Iteration 87Q: 3 clusters Score -4819880 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15611 members Mstep: Class 2 contains 9013 members Entering Unmasked Estep Score: -4819877.000000 Penalty: 5015.292480 Iteration 88Q: 3 clusters Score -4819877 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15579 members Mstep: Class 2 contains 9045 members Entering Unmasked Estep Score: -4819865.000000 Penalty: 5015.292480 Iteration 89Q: 3 clusters Score -4819865 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15557 members Mstep: Class 2 contains 9067 members Entering Unmasked Estep Score: -4819875.000000 Penalty: 5015.292480 Iteration 90Q: 3 clusters Score -4819875 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15539 members Mstep: Class 2 contains 9085 members Entering Unmasked Estep Score: -4819868.500000 Penalty: 5015.292480 Iteration 91Q: 3 clusters Score -4819868 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15521 members Mstep: Class 2 contains 9103 members Entering Unmasked Estep Score: -4819869.000000 Penalty: 5015.292480 Iteration 92Q: 3 clusters Score -4819869 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15496 members Mstep: Class 2 contains 9128 members Entering Unmasked Estep Score: -4819867.000000 Penalty: 5015.292480 Iteration 93Q: 3 clusters Score -4819867 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15475 members Mstep: Class 2 contains 9149 members Entering Unmasked Estep Score: -4819865.000000 Penalty: 5015.292480 Iteration 94Q: 3 clusters Score -4819865 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15454 members Mstep: Class 2 contains 9170 members Entering Unmasked Estep Score: -4819872.000000 Penalty: 5015.292480 Iteration 95Q: 3 clusters Score -4819872 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15424 members Mstep: Class 2 contains 9200 members Entering Unmasked Estep Score: -4819864.000000 Penalty: 5015.292480 Iteration 96Q: 3 clusters Score -4819864 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15393 members Mstep: Class 2 contains 9231 members Entering Unmasked Estep Score: -4819856.500000 Penalty: 5015.292480 Iteration 97Q: 3 clusters Score -4819856 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15370 members Mstep: Class 2 contains 9254 members Entering Unmasked Estep Score: -4819857.500000 Penalty: 5015.292480 Iteration 98Q: 3 clusters Score -4819858 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15354 members Mstep: Class 2 contains 9270 members Entering Unmasked Estep Score: -4819851.000000 Penalty: 5015.292480 Iteration 99Q: 3 clusters Score -4819851 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15330 members Mstep: Class 2 contains 9294 members Entering Unmasked Estep Score: -4819843.500000 Penalty: 5015.292480 Iteration 100F: 3 clusters Score -4819844 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15305 members Mstep: Class 2 contains 9319 members Entering Unmasked Estep Score: -4819844.000000 Penalty: 5015.292480 Iteration 101Q: 3 clusters Score -4819844 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15286 members Mstep: Class 2 contains 9338 members Entering Unmasked Estep Score: -4819838.000000 Penalty: 5015.292480 Iteration 102Q: 3 clusters Score -4819838 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15270 members Mstep: Class 2 contains 9354 members Entering Unmasked Estep Score: -4819837.000000 Penalty: 5015.292480 Iteration 103Q: 3 clusters Score -4819837 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15255 members Mstep: Class 2 contains 9369 members Entering Unmasked Estep Score: -4819836.000000 Penalty: 5015.292480 Iteration 104Q: 3 clusters Score -4819836 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15234 members Mstep: Class 2 contains 9390 members Entering Unmasked Estep Score: -4819842.500000 Penalty: 5015.292480 Iteration 105Q: 3 clusters Score -4819842 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15218 members Mstep: Class 2 contains 9406 members Entering Unmasked Estep Score: -4819841.000000 Penalty: 5015.292480 Iteration 106Q: 3 clusters Score -4819841 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15202 members Mstep: Class 2 contains 9422 members Entering Unmasked Estep Score: -4819839.500000 Penalty: 5015.292480 Iteration 107Q: 3 clusters Score -4819840 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15188 members Mstep: Class 2 contains 9436 members Entering Unmasked Estep Score: -4819837.000000 Penalty: 5015.292480 Iteration 108Q: 3 clusters Score -4819837 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15179 members Mstep: Class 2 contains 9445 members Entering Unmasked Estep Score: -4819837.000000 Penalty: 5015.292480 Iteration 109Q: 3 clusters Score -4819837 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15172 members Mstep: Class 2 contains 9452 members Entering Unmasked Estep Score: -4819839.000000 Penalty: 5015.292480 Iteration 110Q: 3 clusters Score -4819839 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15167 members Mstep: Class 2 contains 9457 members Entering Unmasked Estep Score: -4819834.000000 Penalty: 5015.292480 Iteration 111Q: 3 clusters Score -4819834 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15165 members Mstep: Class 2 contains 9459 members Entering Unmasked Estep Score: -4819829.000000 Penalty: 5015.292480 Iteration 112Q: 3 clusters Score -4819829 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15161 members Mstep: Class 2 contains 9463 members Entering Unmasked Estep Score: -4819830.000000 Penalty: 5015.292480 Iteration 113Q: 3 clusters Score -4819830 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15159 members Mstep: Class 2 contains 9465 members Entering Unmasked Estep Score: -4819824.500000 Penalty: 5015.292480 Iteration 114Q: 3 clusters Score -4819824 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15155 members Mstep: Class 2 contains 9469 members Entering Unmasked Estep Score: -4819822.500000 Penalty: 5015.292480 Iteration 115Q: 3 clusters Score -4819822 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15153 members Mstep: Class 2 contains 9471 members Entering Unmasked Estep Score: -4819823.000000 Penalty: 5015.292480 Iteration 116Q: 3 clusters Score -4819823 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15148 members Mstep: Class 2 contains 9476 members Entering Unmasked Estep Score: -4819813.500000 Penalty: 5015.292480 Iteration 117Q: 3 clusters Score -4819814 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15143 members Mstep: Class 2 contains 9481 members Entering Unmasked Estep Score: -4819809.500000 Penalty: 5015.292480 Iteration 118Q: 3 clusters Score -4819810 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15138 members Mstep: Class 2 contains 9486 members Entering Unmasked Estep Score: -4819811.000000 Penalty: 5015.292480 Iteration 119Q: 3 clusters Score -4819811 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15133 members Mstep: Class 2 contains 9491 members Entering Unmasked Estep Score: -4819805.000000 Penalty: 5015.292480 Iteration 120F: 3 clusters Score -4819805 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15128 members Mstep: Class 2 contains 9496 members Entering Unmasked Estep Score: -4819808.500000 Penalty: 5015.292480 Iteration 121Q: 3 clusters Score -4819808 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15125 members Mstep: Class 2 contains 9499 members Entering Unmasked Estep Score: -4819805.500000 Penalty: 5015.292480 Iteration 122Q: 3 clusters Score -4819806 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15122 members Mstep: Class 2 contains 9502 members Entering Unmasked Estep Score: -4819809.000000 Penalty: 5015.292480 Iteration 123Q: 3 clusters Score -4819809 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15120 members Mstep: Class 2 contains 9504 members Entering Unmasked Estep Score: -4819808.500000 Penalty: 5015.292480 Iteration 124Q: 3 clusters Score -4819808 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15117 members Mstep: Class 2 contains 9507 members Entering Unmasked Estep Score: -4819804.000000 Penalty: 5015.292480 Iteration 125Q: 3 clusters Score -4819804 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15115 members Mstep: Class 2 contains 9509 members Entering Unmasked Estep Score: -4819805.500000 Penalty: 5015.292480 Iteration 126Q: 3 clusters Score -4819806 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15115 members Mstep: Class 2 contains 9509 members Entering Unmasked Estep Score: -4819805.500000 Penalty: 5015.292480 Iteration 127F: 3 clusters Score -4819806 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Entering Unmasked Estep Score: -52452.648438 Penalty: 1425.849487 Iteration 0F: 2 clusters Score -52452.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -51210.175781 Penalty: 2851.698975 Iteration 0F: 3 clusters Score -51210.18 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -51347.910156 Penalty: 2851.698975 Iteration 1F: 3 clusters Score -51347.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -51405.992188 Penalty: 2851.698975 Iteration 2Q: 3 clusters Score -51405.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -51434.457031 Penalty: 2851.698975 Iteration 3Q: 3 clusters Score -51434.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -51463.234375 Penalty: 2851.698975 Iteration 4Q: 3 clusters Score -51463.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -51491.531250 Penalty: 2851.698975 Iteration 5Q: 3 clusters Score -51491.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -51504.531250 Penalty: 2851.698975 Iteration 6Q: 3 clusters Score -51504.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -51504.531250 Penalty: 2851.698975 Iteration 7F: 3 clusters Score -51504.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55314 members Mstep: Class 3 contains 1323 members Mstep: Class 4 contains 2668 members Mstep: Class 5 contains 71100 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7518 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24608 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2221 members Mstep: Class 13 contains 21496 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 60397 members Mstep: Class 16 contains 22203 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24398 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23523 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24624 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649844.000000 Penalty: 75971.281250 Iteration 119Q: 25 clusters Score -6.364984e+07 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55328 members Mstep: Class 3 contains 1323 members Mstep: Class 4 contains 2665 members Mstep: Class 5 contains 71005 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7519 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24591 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2223 members Mstep: Class 13 contains 21501 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 60458 members Mstep: Class 16 contains 22247 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24416 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23480 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24637 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649904.000000 Penalty: 75971.281250 Iteration 120F: 25 clusters Score -6.36499e+07 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55331 members Mstep: Class 3 contains 1323 members Mstep: Class 4 contains 2660 members Mstep: Class 5 contains 70891 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7515 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24583 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2225 members Mstep: Class 13 contains 21510 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 60534 members Mstep: Class 16 contains 22290 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24449 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23431 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24651 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649876.000000 Penalty: 75971.281250 Iteration 121Q: 25 clusters Score -6.364988e+07 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55330 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2656 members Mstep: Class 5 contains 70770 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7509 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24582 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2224 members Mstep: Class 13 contains 21506 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 60629 members Mstep: Class 16 contains 22336 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24466 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23397 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24664 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649824.000000 Penalty: 75971.281250 Iteration 122Q: 25 clusters Score -6.364982e+07 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55330 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2655 members Mstep: Class 5 contains 70671 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7506 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24568 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2227 members Mstep: Class 13 contains 21510 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 60693 members Mstep: Class 16 contains 22369 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24501 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23364 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24675 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649820.000000 Penalty: 75971.281250 Iteration 123Q: 25 clusters Score -6.364982e+07 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55330 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2652 members Mstep: Class 5 contains 70624 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7507 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24570 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2228 members Mstep: Class 13 contains 21519 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 60695 members Mstep: Class 16 contains 22409 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24520 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23335 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24680 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649800.000000 Penalty: 75971.281250 Iteration 124Q: 25 clusters Score -6.36498e+07 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55334 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2649 members Mstep: Class 5 contains 70549 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7502 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24564 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2233 members Mstep: Class 13 contains 21506 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 60752 members Mstep: Class 16 contains 22437 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24517 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23333 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24693 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649804.000000 Penalty: 75971.281250 Iteration 125Q: 25 clusters Score -6.36498e+07 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55329 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2647 members Mstep: Class 5 contains 70481 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7501 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24563 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2236 members Mstep: Class 13 contains 21490 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 60801 members Mstep: Class 16 contains 22468 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24518 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23331 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24704 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649784.000000 Penalty: 75971.281250 Iteration 126Q: 25 clusters Score -6.364978e+07 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55344 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2643 members Mstep: Class 5 contains 70393 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7502 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24551 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2234 members Mstep: Class 13 contains 21484 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 60842 members Mstep: Class 16 contains 22516 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24530 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23321 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24709 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649764.000000 Penalty: 75971.281250 Iteration 127Q: 25 clusters Score -6.364976e+07 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55352 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2636 members Mstep: Class 5 contains 70286 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7500 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24551 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2240 members Mstep: Class 13 contains 21476 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 60911 members Mstep: Class 16 contains 22556 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24535 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23304 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24722 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649848.000000 Penalty: 75971.281250 Iteration 128Q: 25 clusters Score -6.364985e+07 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55351 members Mstep: Class 3 contains 1323 members Mstep: Class 4 contains 2632 members Mstep: Class 5 contains 70159 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7497 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24550 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 21477 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 60995 members Mstep: Class 16 contains 22596 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24544 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23294 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24732 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649816.000000 Penalty: 75971.281250 Iteration 129Q: 25 clusters Score -6.364982e+07 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55347 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2626 members Mstep: Class 5 contains 70052 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7498 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24548 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2245 members Mstep: Class 13 contains 21477 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61057 members Mstep: Class 16 contains 22646 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24561 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23288 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24723 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649836.000000 Penalty: 75971.281250 Iteration 130Q: 25 clusters Score -6.364984e+07 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55349 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2622 members Mstep: Class 5 contains 69964 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7498 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24537 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2243 members Mstep: Class 13 contains 21489 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61097 members Mstep: Class 16 contains 22694 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24567 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23283 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24726 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649848.000000 Penalty: 75971.281250 Iteration 131Q: 25 clusters Score -6.364985e+07 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55349 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2619 members Mstep: Class 5 contains 69901 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7498 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24522 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2244 members Mstep: Class 13 contains 21501 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61122 members Mstep: Class 16 contains 22730 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24581 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 486 members Mstep: Class 21 contains 23282 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24722 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649844.000000 Penalty: 75971.281250 Iteration 132Q: 25 clusters Score -6.364984e+07 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55352 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2612 members Mstep: Class 5 contains 69826 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7497 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24512 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2243 members Mstep: Class 13 contains 21516 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61156 members Mstep: Class 16 contains 22761 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24613 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 486 members Mstep: Class 21 contains 23279 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24704 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649820.000000 Penalty: 75971.281250 Iteration 133Q: 25 clusters Score -6.364982e+07 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55357 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2605 members Mstep: Class 5 contains 69735 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7497 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24509 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2243 members Mstep: Class 13 contains 21522 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61208 members Mstep: Class 16 contains 22796 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24625 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 486 members Mstep: Class 21 contains 23270 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24704 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649856.000000 Penalty: 75971.281250 Iteration 134Q: 25 clusters Score -6.364986e+07 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55383 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2603 members Mstep: Class 5 contains 69658 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7496 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24507 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2246 members Mstep: Class 13 contains 21527 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61252 members Mstep: Class 16 contains 22807 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24622 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 486 members Mstep: Class 21 contains 23264 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24706 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649804.000000 Penalty: 75971.281250 Iteration 135Q: 25 clusters Score -6.36498e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 55401 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2600 members Mstep: Class 5 contains 69550 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7494 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24505 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2246 members Mstep: Class 13 contains 21532 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61323 members Mstep: Class 16 contains 22833 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24605 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 486 members Mstep: Class 21 contains 23265 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24716 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649836.000000 Penalty: 75971.281250 Iteration 136Q: 25 clusters Score -6.364984e+07 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 55411 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2597 members Mstep: Class 5 contains 69452 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7494 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24500 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2247 members Mstep: Class 13 contains 21544 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61374 members Mstep: Class 16 contains 22863 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24600 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 486 members Mstep: Class 21 contains 23258 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24729 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649760.000000 Penalty: 75971.281250 Iteration 137Q: 25 clusters Score -6.364976e+07 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 55425 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2595 members Mstep: Class 5 contains 69347 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7494 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24495 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2250 members Mstep: Class 13 contains 21552 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61442 members Mstep: Class 16 contains 22884 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24596 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 486 members Mstep: Class 21 contains 23258 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24731 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649856.000000 Penalty: 75971.281250 Iteration 138Q: 25 clusters Score -6.364986e+07 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 55434 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2593 members Mstep: Class 5 contains 69270 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7494 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24500 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2250 members Mstep: Class 13 contains 21553 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61494 members Mstep: Class 16 contains 22906 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24591 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 486 members Mstep: Class 21 contains 23247 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24737 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649812.000000 Penalty: 75971.281250 Iteration 139Q: 25 clusters Score -6.364981e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 55430 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2593 members Mstep: Class 5 contains 69195 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7494 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24493 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2249 members Mstep: Class 13 contains 21552 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61561 members Mstep: Class 16 contains 22923 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24598 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 486 members Mstep: Class 21 contains 23243 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24738 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649828.000000 Penalty: 75971.281250 Iteration 140F: 25 clusters Score -6.364983e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 55436 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2593 members Mstep: Class 5 contains 69128 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7492 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24489 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2249 members Mstep: Class 13 contains 21549 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61604 members Mstep: Class 16 contains 22944 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24605 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 486 members Mstep: Class 21 contains 23249 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24731 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649796.000000 Penalty: 75971.281250 Iteration 141Q: 25 clusters Score -6.36498e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 55440 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2591 members Mstep: Class 5 contains 69077 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7486 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24484 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2249 members Mstep: Class 13 contains 21541 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61663 members Mstep: Class 16 contains 22952 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24617 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 486 members Mstep: Class 21 contains 23246 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24723 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649828.000000 Penalty: 75971.281250 Iteration 142Q: 25 clusters Score -6.364983e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 55453 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2589 members Mstep: Class 5 contains 69029 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7481 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24473 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2249 members Mstep: Class 13 contains 21530 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61719 members Mstep: Class 16 contains 22957 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24627 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 486 members Mstep: Class 21 contains 23243 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24719 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649824.000000 Penalty: 75971.281250 Iteration 143Q: 25 clusters Score -6.364982e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 55454 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2585 members Mstep: Class 5 contains 69002 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7479 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24468 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2249 members Mstep: Class 13 contains 21521 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61747 members Mstep: Class 16 contains 22963 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24624 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 23243 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24733 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649760.000000 Penalty: 75971.281250 Iteration 144Q: 25 clusters Score -6.364976e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 55450 members Mstep: Class 3 contains 1324 members Mstep: Class 4 contains 2580 members Mstep: Class 5 contains 68941 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7481 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24473 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2248 members Mstep: Class 13 contains 21507 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61808 members Mstep: Class 16 contains 22978 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24620 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 23246 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24736 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649760.000000 Penalty: 75971.281250 Iteration 145Q: 25 clusters Score -6.364976e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 55448 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2576 members Mstep: Class 5 contains 68884 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24482 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2250 members Mstep: Class 13 contains 21503 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61840 members Mstep: Class 16 contains 23004 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24618 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 23244 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24736 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649772.000000 Penalty: 75971.281250 Iteration 146Q: 25 clusters Score -6.364977e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 55454 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2573 members Mstep: Class 5 contains 68848 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7483 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24482 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2251 members Mstep: Class 13 contains 21494 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61862 members Mstep: Class 16 contains 23019 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24629 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 23241 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24731 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649696.000000 Penalty: 75971.281250 Iteration 147Q: 25 clusters Score -6.36497e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 55461 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2572 members Mstep: Class 5 contains 68800 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7483 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24483 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2253 members Mstep: Class 13 contains 21485 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61891 members Mstep: Class 16 contains 23036 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24628 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 23240 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24735 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649784.000000 Penalty: 75971.281250 Iteration 148Q: 25 clusters Score -6.364978e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 55469 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2569 members Mstep: Class 5 contains 68733 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7484 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24486 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2254 members Mstep: Class 13 contains 21477 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61935 members Mstep: Class 16 contains 23061 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24629 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 23233 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24737 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649684.000000 Penalty: 75971.281250 Iteration 149Q: 25 clusters Score -6.364968e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 55477 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2569 members Mstep: Class 5 contains 68677 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24486 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2254 members Mstep: Class 13 contains 21482 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61962 members Mstep: Class 16 contains 23081 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24624 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 23221 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24749 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649676.000000 Penalty: 75971.281250 Iteration 150Q: 25 clusters Score -6.364968e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 55485 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2565 members Mstep: Class 5 contains 68631 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7484 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24491 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2253 members Mstep: Class 13 contains 21479 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 61991 members Mstep: Class 16 contains 23099 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24614 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 23218 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24757 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649716.000000 Penalty: 75971.281250 Iteration 151Q: 25 clusters Score -6.364972e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 55488 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2561 members Mstep: Class 5 contains 68581 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7483 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24486 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2252 members Mstep: Class 13 contains 21481 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62022 members Mstep: Class 16 contains 23117 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24607 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23222 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24766 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649668.000000 Penalty: 75971.281250 Iteration 152Q: 25 clusters Score -6.364967e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 55497 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2559 members Mstep: Class 5 contains 68538 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7483 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24479 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2252 members Mstep: Class 13 contains 21478 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62054 members Mstep: Class 16 contains 23134 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24603 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23219 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24770 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649708.000000 Penalty: 75971.281250 Iteration 153Q: 25 clusters Score -6.364971e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55494 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2555 members Mstep: Class 5 contains 68475 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7481 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24477 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2252 members Mstep: Class 13 contains 21479 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62098 members Mstep: Class 16 contains 23165 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24603 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23216 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24770 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649664.000000 Penalty: 75971.281250 Iteration 154Q: 25 clusters Score -6.364966e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55501 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2552 members Mstep: Class 5 contains 68424 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7480 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24467 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2252 members Mstep: Class 13 contains 21481 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62128 members Mstep: Class 16 contains 23190 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24604 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23215 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24771 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649784.000000 Penalty: 75971.281250 Iteration 155Q: 25 clusters Score -6.364978e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55504 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2549 members Mstep: Class 5 contains 68354 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7481 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24468 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2253 members Mstep: Class 13 contains 21477 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62173 members Mstep: Class 16 contains 23218 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24609 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23210 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24769 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649832.000000 Penalty: 75971.281250 Iteration 156Q: 25 clusters Score -6.364983e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55504 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2549 members Mstep: Class 5 contains 68293 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7480 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24467 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2253 members Mstep: Class 13 contains 21475 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62222 members Mstep: Class 16 contains 23234 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24613 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23208 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24767 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649856.000000 Penalty: 75971.281250 Iteration 157Q: 25 clusters Score -6.364986e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55503 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2549 members Mstep: Class 5 contains 68241 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7481 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24470 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2254 members Mstep: Class 13 contains 21482 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62255 members Mstep: Class 16 contains 23244 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24612 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23210 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24764 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649832.000000 Penalty: 75971.281250 Iteration 158Q: 25 clusters Score -6.364983e+07 nChanged 136 Entering ConstructFrom: Score: -63649832.000000 Penalty: 75971.281250 Entering ConstructFrom: Trying to split cluster 1 (1233 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Entering Unmasked Estep Score: -217193.078125 Penalty: 1765.067017 Iteration 0F: 2 clusters Score -217193.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -215106.562500 Penalty: 3530.134033 Iteration 0F: 3 clusters Score -215106.6 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -215515.078125 Penalty: 3530.134033 Iteration 1F: 3 clusters Score -215515.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -215668.078125 Penalty: 3530.134033 Iteration 2F: 3 clusters Score -215668.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -215765.062500 Penalty: 3530.134033 Iteration 3Q: 3 clusters Score -215765.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -215854.015625 Penalty: 3530.134033 Iteration 4Q: 3 clusters Score -215854 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -215942.500000 Penalty: 3530.134033 Iteration 5Q: 3 clusters Score -215942.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -216021.187500 Penalty: 3530.134033 Iteration 6Q: 3 clusters Score -216021.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -216081.062500 Penalty: 3530.134033 Iteration 7Q: 3 clusters Score -216081.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -216146.031250 Penalty: 3530.134033 Iteration 8Q: 3 clusters Score -216146 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -216186.859375 Penalty: 3530.134033 Iteration 9Q: 3 clusters Score -216186.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -216236.390625 Penalty: 3530.134033 Iteration 10Q: 3 clusters Score -216236.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -216289.390625 Penalty: 3530.134033 Iteration 11Q: 3 clusters Score -216289.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -216340.234375 Penalty: 3530.134033 Iteration 12Q: 3 clusters Score -216340.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -216372.531250 Penalty: 3530.134033 Iteration 13Q: 3 clusters Score -216372.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -216389.062500 Penalty: 3530.134033 Iteration 14Q: 3 clusters Score -216389.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -216396.656250 Penalty: 3530.134033 Iteration 15Q: 3 clusters Score -216396.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -216401.328125 Penalty: 3530.134033 Iteration 16Q: 3 clusters Score -216401.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -216405.234375 Penalty: 3530.134033 Iteration 17Q: 3 clusters Score -216405.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -216407.687500 Penalty: 3530.134033 Iteration 18Q: 3 clusters Score -216407.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -216410.656250 Penalty: 3530.134033 Iteration 19Q: 3 clusters Score -216410.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -216411.437500 Penalty: 3530.134033 Iteration 20F: 3 clusters Score -216411.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -216412.765625 Penalty: 3530.134033 Iteration 21Q: 3 clusters Score -216412.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -216412.765625 Penalty: 3530.134033 Iteration 22F: 3 clusters Score -216412.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (55505 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55505 members Entering Unmasked Estep Score: -10036180.000000 Penalty: 2709.208740 Iteration 0F: 2 clusters Score -1.003618e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27758 members Mstep: Class 2 contains 27747 members Entering Unmasked Estep Score: -10003585.000000 Penalty: 5418.417480 Iteration 0F: 3 clusters Score -1.000358e+07 nChanged 25738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27818 members Mstep: Class 2 contains 27687 members Entering Unmasked Estep Score: -10017690.000000 Penalty: 5418.417480 Iteration 1F: 3 clusters Score -1.001769e+07 nChanged 2141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27725 members Mstep: Class 2 contains 27780 members Entering Unmasked Estep Score: -10018145.000000 Penalty: 5418.417480 Iteration 2Q: 3 clusters Score -1.001814e+07 nChanged 1914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27649 members Mstep: Class 2 contains 27856 members Entering Unmasked Estep Score: -10018580.000000 Penalty: 5418.417480 Iteration 3Q: 3 clusters Score -1.001858e+07 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27553 members Mstep: Class 2 contains 27952 members Entering Unmasked Estep Score: -10018967.000000 Penalty: 5418.417480 Iteration 4Q: 3 clusters Score -1.001897e+07 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27442 members Mstep: Class 2 contains 28063 members Entering Unmasked Estep Score: -10019286.000000 Penalty: 5418.417480 Iteration 5Q: 3 clusters Score -1.001929e+07 nChanged 1447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27349 members Mstep: Class 2 contains 28156 members Entering Unmasked Estep Score: -10019530.000000 Penalty: 5418.417480 Iteration 6Q: 3 clusters Score -1.001953e+07 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27256 members Mstep: Class 2 contains 28249 members Entering Unmasked Estep Score: -10019807.000000 Penalty: 5418.417480 Iteration 7Q: 3 clusters Score -1.001981e+07 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27134 members Mstep: Class 2 contains 28371 members Entering Unmasked Estep Score: -10020039.000000 Penalty: 5418.417480 Iteration 8Q: 3 clusters Score -1.002004e+07 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26976 members Mstep: Class 2 contains 28529 members Entering Unmasked Estep Score: -10020311.000000 Penalty: 5418.417480 Iteration 9Q: 3 clusters Score -1.002031e+07 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26800 members Mstep: Class 2 contains 28705 members Entering Unmasked Estep Score: -10020525.000000 Penalty: 5418.417480 Iteration 10Q: 3 clusters Score -1.002052e+07 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26605 members Mstep: Class 2 contains 28900 members Entering Unmasked Estep Score: -10020802.000000 Penalty: 5418.417480 Iteration 11Q: 3 clusters Score -1.00208e+07 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26340 members Mstep: Class 2 contains 29165 members Entering Unmasked Estep Score: -10021114.000000 Penalty: 5418.417480 Iteration 12Q: 3 clusters Score -1.002111e+07 nChanged 1585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25919 members Mstep: Class 2 contains 29586 members Entering Unmasked Estep Score: -10021606.000000 Penalty: 5418.417480 Iteration 13Q: 3 clusters Score -1.002161e+07 nChanged 1792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25437 members Mstep: Class 2 contains 30068 members Entering Unmasked Estep Score: -10022299.000000 Penalty: 5418.417480 Iteration 14Q: 3 clusters Score -1.00223e+07 nChanged 2219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24800 members Mstep: Class 2 contains 30705 members Entering Unmasked Estep Score: -10023418.000000 Penalty: 5418.417480 Iteration 15Q: 3 clusters Score -1.002342e+07 nChanged 2544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24196 members Mstep: Class 2 contains 31309 members Entering Unmasked Estep Score: -10025094.000000 Penalty: 5418.417480 Iteration 16Q: 3 clusters Score -1.002509e+07 nChanged 2861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23661 members Mstep: Class 2 contains 31844 members Entering Unmasked Estep Score: -10026885.000000 Penalty: 5418.417480 Iteration 17F: 3 clusters Score -1.002688e+07 nChanged 2607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23290 members Mstep: Class 2 contains 32215 members Entering Unmasked Estep Score: -10028150.000000 Penalty: 5418.417480 Iteration 18Q: 3 clusters Score -1.002815e+07 nChanged 1828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23090 members Mstep: Class 2 contains 32415 members Entering Unmasked Estep Score: -10028668.000000 Penalty: 5418.417480 Iteration 19Q: 3 clusters Score -1.002867e+07 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22972 members Mstep: Class 2 contains 32533 members Entering Unmasked Estep Score: -10028843.000000 Penalty: 5418.417480 Iteration 20F: 3 clusters Score -1.002884e+07 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22843 members Mstep: Class 2 contains 32662 members Entering Unmasked Estep Score: -10028951.000000 Penalty: 5418.417480 Iteration 21Q: 3 clusters Score -1.002895e+07 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22753 members Mstep: Class 2 contains 32752 members Entering Unmasked Estep Score: -10028950.000000 Penalty: 5418.417480 Iteration 22Q: 3 clusters Score -1.002895e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22685 members Mstep: Class 2 contains 32820 members Entering Unmasked Estep Score: -10028980.000000 Penalty: 5418.417480 Iteration 23Q: 3 clusters Score -1.002898e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22608 members Mstep: Class 2 contains 32897 members Entering Unmasked Estep Score: -10029027.000000 Penalty: 5418.417480 Iteration 24Q: 3 clusters Score -1.002903e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22514 members Mstep: Class 2 contains 32991 members Entering Unmasked Estep Score: -10029053.000000 Penalty: 5418.417480 Iteration 25Q: 3 clusters Score -1.002905e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22444 members Mstep: Class 2 contains 33061 members Entering Unmasked Estep Score: -10029019.000000 Penalty: 5418.417480 Iteration 26Q: 3 clusters Score -1.002902e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22401 members Mstep: Class 2 contains 33104 members Entering Unmasked Estep Score: -10029026.000000 Penalty: 5418.417480 Iteration 27Q: 3 clusters Score -1.002903e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22360 members Mstep: Class 2 contains 33145 members Entering Unmasked Estep Score: -10029045.000000 Penalty: 5418.417480 Iteration 28Q: 3 clusters Score -1.002904e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22312 members Mstep: Class 2 contains 33193 members Entering Unmasked Estep Score: -10029092.000000 Penalty: 5418.417480 Iteration 29Q: 3 clusters Score -1.002909e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22273 members Mstep: Class 2 contains 33232 members Entering Unmasked Estep Score: -10029116.000000 Penalty: 5418.417480 Iteration 30Q: 3 clusters Score -1.002912e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22244 members Mstep: Class 2 contains 33261 members Entering Unmasked Estep Score: -10029147.000000 Penalty: 5418.417480 Iteration 31Q: 3 clusters Score -1.002915e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22225 members Mstep: Class 2 contains 33280 members Entering Unmasked Estep Score: -10029147.000000 Penalty: 5418.417480 Iteration 32Q: 3 clusters Score -1.002915e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22199 members Mstep: Class 2 contains 33306 members Entering Unmasked Estep Score: -10029184.000000 Penalty: 5418.417480 Iteration 33Q: 3 clusters Score -1.002918e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22176 members Mstep: Class 2 contains 33329 members Entering Unmasked Estep Score: -10029191.000000 Penalty: 5418.417480 Iteration 34Q: 3 clusters Score -1.002919e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22149 members Mstep: Class 2 contains 33356 members Entering Unmasked Estep Score: -10029206.000000 Penalty: 5418.417480 Iteration 35Q: 3 clusters Score -1.002921e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22124 members Mstep: Class 2 contains 33381 members Entering Unmasked Estep Score: -10029209.000000 Penalty: 5418.417480 Iteration 36Q: 3 clusters Score -1.002921e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22107 members Mstep: Class 2 contains 33398 members Entering Unmasked Estep Score: -10029212.000000 Penalty: 5418.417480 Iteration 37Q: 3 clusters Score -1.002921e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22092 members Mstep: Class 2 contains 33413 members Entering Unmasked Estep Score: -10029214.000000 Penalty: 5418.417480 Iteration 38Q: 3 clusters Score -1.002921e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22072 members Mstep: Class 2 contains 33433 members Entering Unmasked Estep Score: -10029221.000000 Penalty: 5418.417480 Iteration 39Q: 3 clusters Score -1.002922e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22027 members Mstep: Class 2 contains 33478 members Entering Unmasked Estep Score: -10029257.000000 Penalty: 5418.417480 Iteration 40F: 3 clusters Score -1.002926e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21993 members Mstep: Class 2 contains 33512 members Entering Unmasked Estep Score: -10029230.000000 Penalty: 5418.417480 Iteration 41Q: 3 clusters Score -1.002923e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21961 members Mstep: Class 2 contains 33544 members Entering Unmasked Estep Score: -10029268.000000 Penalty: 5418.417480 Iteration 42Q: 3 clusters Score -1.002927e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21934 members Mstep: Class 2 contains 33571 members Entering Unmasked Estep Score: -10029249.000000 Penalty: 5418.417480 Iteration 43Q: 3 clusters Score -1.002925e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21913 members Mstep: Class 2 contains 33592 members Entering Unmasked Estep Score: -10029253.000000 Penalty: 5418.417480 Iteration 44Q: 3 clusters Score -1.002925e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21877 members Mstep: Class 2 contains 33628 members Entering Unmasked Estep Score: -10029253.000000 Penalty: 5418.417480 Iteration 45Q: 3 clusters Score -1.002925e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21834 members Mstep: Class 2 contains 33671 members Entering Unmasked Estep Score: -10029240.000000 Penalty: 5418.417480 Iteration 46Q: 3 clusters Score -1.002924e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21798 members Mstep: Class 2 contains 33707 members Entering Unmasked Estep Score: -10029264.000000 Penalty: 5418.417480 Iteration 47Q: 3 clusters Score -1.002926e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21752 members Mstep: Class 2 contains 33753 members Entering Unmasked Estep Score: -10029257.000000 Penalty: 5418.417480 Iteration 48Q: 3 clusters Score -1.002926e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21709 members Mstep: Class 2 contains 33796 members Entering Unmasked Estep Score: -10029259.000000 Penalty: 5418.417480 Iteration 49Q: 3 clusters Score -1.002926e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21664 members Mstep: Class 2 contains 33841 members Entering Unmasked Estep Score: -10029265.000000 Penalty: 5418.417480 Iteration 50Q: 3 clusters Score -1.002926e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21626 members Mstep: Class 2 contains 33879 members Entering Unmasked Estep Score: -10029295.000000 Penalty: 5418.417480 Iteration 51Q: 3 clusters Score -1.00293e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21576 members Mstep: Class 2 contains 33929 members Entering Unmasked Estep Score: -10029325.000000 Penalty: 5418.417480 Iteration 52Q: 3 clusters Score -1.002932e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21526 members Mstep: Class 2 contains 33979 members Entering Unmasked Estep Score: -10029343.000000 Penalty: 5418.417480 Iteration 53Q: 3 clusters Score -1.002934e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21470 members Mstep: Class 2 contains 34035 members Entering Unmasked Estep Score: -10029332.000000 Penalty: 5418.417480 Iteration 54Q: 3 clusters Score -1.002933e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21423 members Mstep: Class 2 contains 34082 members Entering Unmasked Estep Score: -10029326.000000 Penalty: 5418.417480 Iteration 55Q: 3 clusters Score -1.002933e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21373 members Mstep: Class 2 contains 34132 members Entering Unmasked Estep Score: -10029347.000000 Penalty: 5418.417480 Iteration 56Q: 3 clusters Score -1.002935e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21305 members Mstep: Class 2 contains 34200 members Entering Unmasked Estep Score: -10029372.000000 Penalty: 5418.417480 Iteration 57Q: 3 clusters Score -1.002937e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21238 members Mstep: Class 2 contains 34267 members Entering Unmasked Estep Score: -10029360.000000 Penalty: 5418.417480 Iteration 58Q: 3 clusters Score -1.002936e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21168 members Mstep: Class 2 contains 34337 members Entering Unmasked Estep Score: -10029368.000000 Penalty: 5418.417480 Iteration 59Q: 3 clusters Score -1.002937e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21089 members Mstep: Class 2 contains 34416 members Entering Unmasked Estep Score: -10029378.000000 Penalty: 5418.417480 Iteration 60F: 3 clusters Score -1.002938e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21005 members Mstep: Class 2 contains 34500 members Entering Unmasked Estep Score: -10029382.000000 Penalty: 5418.417480 Iteration 61Q: 3 clusters Score -1.002938e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20908 members Mstep: Class 2 contains 34597 members Entering Unmasked Estep Score: -10029408.000000 Penalty: 5418.417480 Iteration 62Q: 3 clusters Score -1.002941e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20803 members Mstep: Class 2 contains 34702 members Entering Unmasked Estep Score: -10029388.000000 Penalty: 5418.417480 Iteration 63Q: 3 clusters Score -1.002939e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20702 members Mstep: Class 2 contains 34803 members Entering Unmasked Estep Score: -10029413.000000 Penalty: 5418.417480 Iteration 64Q: 3 clusters Score -1.002941e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20599 members Mstep: Class 2 contains 34906 members Entering Unmasked Estep Score: -10029442.000000 Penalty: 5418.417480 Iteration 65Q: 3 clusters Score -1.002944e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20488 members Mstep: Class 2 contains 35017 members Entering Unmasked Estep Score: -10029487.000000 Penalty: 5418.417480 Iteration 66Q: 3 clusters Score -1.002949e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20359 members Mstep: Class 2 contains 35146 members Entering Unmasked Estep Score: -10029485.000000 Penalty: 5418.417480 Iteration 67Q: 3 clusters Score -1.002948e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20218 members Mstep: Class 2 contains 35287 members Entering Unmasked Estep Score: -10029524.000000 Penalty: 5418.417480 Iteration 68Q: 3 clusters Score -1.002952e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20061 members Mstep: Class 2 contains 35444 members Entering Unmasked Estep Score: -10029552.000000 Penalty: 5418.417480 Iteration 69Q: 3 clusters Score -1.002955e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19893 members Mstep: Class 2 contains 35612 members Entering Unmasked Estep Score: -10029553.000000 Penalty: 5418.417480 Iteration 70Q: 3 clusters Score -1.002955e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19714 members Mstep: Class 2 contains 35791 members Entering Unmasked Estep Score: -10029585.000000 Penalty: 5418.417480 Iteration 71Q: 3 clusters Score -1.002958e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19517 members Mstep: Class 2 contains 35988 members Entering Unmasked Estep Score: -10029658.000000 Penalty: 5418.417480 Iteration 72Q: 3 clusters Score -1.002966e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19299 members Mstep: Class 2 contains 36206 members Entering Unmasked Estep Score: -10029719.000000 Penalty: 5418.417480 Iteration 73Q: 3 clusters Score -1.002972e+07 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19061 members Mstep: Class 2 contains 36444 members Entering Unmasked Estep Score: -10029783.000000 Penalty: 5418.417480 Iteration 74Q: 3 clusters Score -1.002978e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18794 members Mstep: Class 2 contains 36711 members Entering Unmasked Estep Score: -10029821.000000 Penalty: 5418.417480 Iteration 75Q: 3 clusters Score -1.002982e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18527 members Mstep: Class 2 contains 36978 members Entering Unmasked Estep Score: -10029862.000000 Penalty: 5418.417480 Iteration 76Q: 3 clusters Score -1.002986e+07 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18245 members Mstep: Class 2 contains 37260 members Entering Unmasked Estep Score: -10029909.000000 Penalty: 5418.417480 Iteration 77Q: 3 clusters Score -1.002991e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17933 members Mstep: Class 2 contains 37572 members Entering Unmasked Estep Score: -10030005.000000 Penalty: 5418.417480 Iteration 78Q: 3 clusters Score -1.003e+07 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17605 members Mstep: Class 2 contains 37900 members Entering Unmasked Estep Score: -10030056.000000 Penalty: 5418.417480 Iteration 79Q: 3 clusters Score -1.003006e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17305 members Mstep: Class 2 contains 38200 members Entering Unmasked Estep Score: -10030094.000000 Penalty: 5418.417480 Iteration 80F: 3 clusters Score -1.003009e+07 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16984 members Mstep: Class 2 contains 38521 members Entering Unmasked Estep Score: -10030162.000000 Penalty: 5418.417480 Iteration 81Q: 3 clusters Score -1.003016e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16672 members Mstep: Class 2 contains 38833 members Entering Unmasked Estep Score: -10030222.000000 Penalty: 5418.417480 Iteration 82Q: 3 clusters Score -1.003022e+07 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16348 members Mstep: Class 2 contains 39157 members Entering Unmasked Estep Score: -10030292.000000 Penalty: 5418.417480 Iteration 83Q: 3 clusters Score -1.003029e+07 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16016 members Mstep: Class 2 contains 39489 members Entering Unmasked Estep Score: -10030373.000000 Penalty: 5418.417480 Iteration 84Q: 3 clusters Score -1.003037e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15667 members Mstep: Class 2 contains 39838 members Entering Unmasked Estep Score: -10030414.000000 Penalty: 5418.417480 Iteration 85Q: 3 clusters Score -1.003041e+07 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15291 members Mstep: Class 2 contains 40214 members Entering Unmasked Estep Score: -10030472.000000 Penalty: 5418.417480 Iteration 86Q: 3 clusters Score -1.003047e+07 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14890 members Mstep: Class 2 contains 40615 members Entering Unmasked Estep Score: -10030576.000000 Penalty: 5418.417480 Iteration 87Q: 3 clusters Score -1.003058e+07 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14476 members Mstep: Class 2 contains 41029 members Entering Unmasked Estep Score: -10030614.000000 Penalty: 5418.417480 Iteration 88Q: 3 clusters Score -1.003061e+07 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14000 members Mstep: Class 2 contains 41505 members Entering Unmasked Estep Score: -10030788.000000 Penalty: 5418.417480 Iteration 89Q: 3 clusters Score -1.003079e+07 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13475 members Mstep: Class 2 contains 42030 members Entering Unmasked Estep Score: -10030919.000000 Penalty: 5418.417480 Iteration 90Q: 3 clusters Score -1.003092e+07 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12923 members Mstep: Class 2 contains 42582 members Entering Unmasked Estep Score: -10031149.000000 Penalty: 5418.417480 Iteration 91Q: 3 clusters Score -1.003115e+07 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12357 members Mstep: Class 2 contains 43148 members Entering Unmasked Estep Score: -10031307.000000 Penalty: 5418.417480 Iteration 92Q: 3 clusters Score -1.003131e+07 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11762 members Mstep: Class 2 contains 43743 members Entering Unmasked Estep Score: -10031467.000000 Penalty: 5418.417480 Iteration 93Q: 3 clusters Score -1.003147e+07 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11145 members Mstep: Class 2 contains 44360 members Entering Unmasked Estep Score: -10031634.000000 Penalty: 5418.417480 Iteration 94Q: 3 clusters Score -1.003163e+07 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10470 members Mstep: Class 2 contains 45035 members Entering Unmasked Estep Score: -10031823.000000 Penalty: 5418.417480 Iteration 95Q: 3 clusters Score -1.003182e+07 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9763 members Mstep: Class 2 contains 45742 members Entering Unmasked Estep Score: -10032063.000000 Penalty: 5418.417480 Iteration 96Q: 3 clusters Score -1.003206e+07 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9001 members Mstep: Class 2 contains 46504 members Entering Unmasked Estep Score: -10032186.000000 Penalty: 5418.417480 Iteration 97Q: 3 clusters Score -1.003219e+07 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8233 members Mstep: Class 2 contains 47272 members Entering Unmasked Estep Score: -10032270.000000 Penalty: 5418.417480 Iteration 98Q: 3 clusters Score -1.003227e+07 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7485 members Mstep: Class 2 contains 48020 members Entering Unmasked Estep Score: -10032374.000000 Penalty: 5418.417480 Iteration 99Q: 3 clusters Score -1.003237e+07 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6784 members Mstep: Class 2 contains 48721 members Entering Unmasked Estep Score: -10032515.000000 Penalty: 5418.417480 Iteration 100F: 3 clusters Score -1.003252e+07 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6084 members Mstep: Class 2 contains 49421 members Entering Unmasked Estep Score: -10032606.000000 Penalty: 5418.417480 Iteration 101Q: 3 clusters Score -1.003261e+07 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 50036 members Entering Unmasked Estep Score: -10032649.000000 Penalty: 5418.417480 Iteration 102Q: 3 clusters Score -1.003265e+07 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 50634 members Entering Unmasked Estep Score: -10032750.000000 Penalty: 5418.417480 Iteration 103Q: 3 clusters Score -1.003275e+07 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 51138 members Entering Unmasked Estep Score: -10032812.000000 Penalty: 5418.417480 Iteration 104Q: 3 clusters Score -1.003281e+07 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 51590 members Entering Unmasked Estep Score: -10032876.000000 Penalty: 5418.417480 Iteration 105Q: 3 clusters Score -1.003288e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 51975 members Entering Unmasked Estep Score: 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53324 members Entering Unmasked Estep Score: -10033245.000000 Penalty: 5418.417480 Iteration 110Q: 3 clusters Score -1.003324e+07 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 53574 members Entering Unmasked Estep Score: -10033361.000000 Penalty: 5418.417480 Iteration 111Q: 3 clusters Score -1.003336e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 53777 members Entering Unmasked Estep Score: -10033390.000000 Penalty: 5418.417480 Iteration 112Q: 3 clusters Score -1.003339e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 53935 members Entering Unmasked Estep Score: -10033415.000000 Penalty: 5418.417480 Iteration 113Q: 3 clusters Score -1.003342e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 54078 members Entering Unmasked Estep Score: -10033458.000000 Penalty: 5418.417480 Iteration 114Q: 3 clusters Score -1.003346e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 54199 members Entering Unmasked Estep Score: -10033484.000000 Penalty: 5418.417480 Iteration 115Q: 3 clusters Score -1.003348e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 54306 members Entering Unmasked Estep Score: -10033500.000000 Penalty: 5418.417480 Iteration 116Q: 3 clusters Score -1.00335e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 54391 members Entering Unmasked Estep Score: -10033560.000000 Penalty: 5418.417480 Iteration 117Q: 3 clusters Score -1.003356e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 54467 members Entering Unmasked Estep Score: -10033616.000000 Penalty: 5418.417480 Iteration 118Q: 3 clusters Score -1.003362e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 54529 members Entering Unmasked Estep Score: -10033631.000000 Penalty: 5418.417480 Iteration 119Q: 3 clusters Score -1.003363e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 54576 members Entering Unmasked Estep Score: -10033644.000000 Penalty: 5418.417480 Iteration 120F: 3 clusters Score -1.003364e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 54614 members Entering Unmasked Estep Score: -10033673.000000 Penalty: 5418.417480 Iteration 121Q: 3 clusters Score 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5418.417480 Iteration 125Q: 3 clusters Score -1.00337e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 54703 members Entering Unmasked Estep Score: -10033718.000000 Penalty: 5418.417480 Iteration 126Q: 3 clusters Score -1.003372e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 54714 members Entering Unmasked Estep Score: -10033720.000000 Penalty: 5418.417480 Iteration 127Q: 3 clusters Score -1.003372e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 54721 members Entering Unmasked Estep Score: -10033726.000000 Penalty: 5418.417480 Iteration 128Q: 3 clusters Score -1.003373e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 54730 members Entering Unmasked 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Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 54801 members Entering Unmasked Estep Score: -10033773.000000 Penalty: 5418.417480 Iteration 145Q: 3 clusters Score -1.003377e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 54808 members Entering Unmasked Estep Score: -10033766.000000 Penalty: 5418.417480 Iteration 146Q: 3 clusters Score -1.003377e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 54813 members Entering Unmasked Estep Score: -10033774.000000 Penalty: 5418.417480 Iteration 147Q: 3 clusters Score -1.003377e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 54817 members Entering Unmasked Estep Score: -10033773.000000 Penalty: 5418.417480 Iteration 148Q: 3 clusters Score -1.003377e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 54820 members Entering Unmasked Estep Score: -10033775.000000 Penalty: 5418.417480 Iteration 149Q: 3 clusters Score -1.003378e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 54827 members Entering Unmasked Estep Score: -10033784.000000 Penalty: 5418.417480 Iteration 150Q: 3 clusters Score -1.003378e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 54834 members Entering Unmasked Estep Score: -10033778.000000 Penalty: 5418.417480 Iteration 151Q: 3 clusters Score -1.003378e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 54842 members Entering Unmasked Estep Score: -10033776.000000 Penalty: 5418.417480 Iteration 152Q: 3 clusters Score -1.003378e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 54846 members Entering Unmasked Estep Score: -10033782.000000 Penalty: 5418.417480 Iteration 153Q: 3 clusters Score -1.003378e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 54848 members Entering Unmasked Estep Score: -10033789.000000 Penalty: 5418.417480 Iteration 154Q: 3 clusters Score -1.003379e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 54851 members Entering Unmasked Estep Score: -10033781.000000 Penalty: 5418.417480 Iteration 155Q: 3 clusters Score -1.003378e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 54856 members Entering Unmasked Estep Score: -10033791.000000 Penalty: 5418.417480 Iteration 156Q: 3 clusters Score -1.003379e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 54865 members Entering Unmasked Estep Score: -10033791.000000 Penalty: 5418.417480 Iteration 157Q: 3 clusters Score -1.003379e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 54872 members Entering Unmasked Estep Score: -10033790.000000 Penalty: 5418.417480 Iteration 158Q: 3 clusters Score -1.003379e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 54875 members Entering Unmasked Estep Score: -10033805.000000 Penalty: 5418.417480 Iteration 159Q: 3 clusters Score -1.00338e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 54881 members Entering Unmasked Estep Score: -10033814.000000 Penalty: 5418.417480 Iteration 160F: 3 clusters Score -1.003381e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 54886 members Entering Unmasked Estep Score: -10033806.000000 Penalty: 5418.417480 Iteration 161Q: 3 clusters Score -1.003381e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 54893 members Entering Unmasked Estep Score: -10033814.000000 Penalty: 5418.417480 Iteration 162Q: 3 clusters Score -1.003381e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 54894 members Entering Unmasked Estep Score: -10033825.000000 Penalty: 5418.417480 Iteration 163Q: 3 clusters Score -1.003382e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 54895 members Entering Unmasked Estep Score: -10033823.000000 Penalty: 5418.417480 Iteration 164Q: 3 clusters Score -1.003382e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 54899 members Entering Unmasked Estep Score: -10033816.000000 Penalty: 5418.417480 Iteration 165Q: 3 clusters Score -1.003382e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 54900 members Entering Unmasked Estep Score: -10033818.000000 Penalty: 5418.417480 Iteration 166Q: 3 clusters Score -1.003382e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 54901 members Entering Unmasked Estep Score: -10033826.000000 Penalty: 5418.417480 Iteration 167Q: 3 clusters Score -1.003383e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 54902 members Entering Unmasked Estep Score: -10033826.000000 Penalty: 5418.417480 Iteration 168Q: 3 clusters Score -1.003383e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 54901 members Entering Unmasked Estep Score: -10033827.000000 Penalty: 5418.417480 Iteration 169Q: 3 clusters Score -1.003383e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 54902 members Entering Unmasked Estep Score: -10033824.000000 Penalty: 5418.417480 Iteration 170Q: 3 clusters Score -1.003382e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 54904 members Entering Unmasked Estep Score: -10033813.000000 Penalty: 5418.417480 Iteration 171Q: 3 clusters Score -1.003381e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 54907 members Entering Unmasked Estep Score: -10033819.000000 Penalty: 5418.417480 Iteration 172Q: 3 clusters Score -1.003382e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 54913 members Entering Unmasked Estep Score: -10033835.000000 Penalty: 5418.417480 Iteration 173Q: 3 clusters Score -1.003384e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 54916 members Entering Unmasked Estep Score: -10033829.000000 Penalty: 5418.417480 Iteration 174Q: 3 clusters Score -1.003383e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 54923 members Entering Unmasked Estep Score: -10033848.000000 Penalty: 5418.417480 Iteration 175Q: 3 clusters Score -1.003385e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 54929 members Entering Unmasked Estep Score: -10033847.000000 Penalty: 5418.417480 Iteration 176Q: 3 clusters Score -1.003385e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 54932 members Entering Unmasked Estep Score: -10033853.000000 Penalty: 5418.417480 Iteration 177Q: 3 clusters Score -1.003385e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 54934 members Entering Unmasked Estep Score: -10033858.000000 Penalty: 5418.417480 Iteration 178Q: 3 clusters Score -1.003386e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 54934 members Entering Unmasked Estep Score: -10033861.000000 Penalty: 5418.417480 Iteration 179Q: 3 clusters Score -1.003386e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 54940 members Entering Unmasked Estep Score: -10033852.000000 Penalty: 5418.417480 Iteration 180F: 3 clusters Score -1.003385e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 54944 members Entering Unmasked Estep Score: -10033867.000000 Penalty: 5418.417480 Iteration 181Q: 3 clusters Score -1.003387e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 54946 members Entering Unmasked Estep Score: -10033866.000000 Penalty: 5418.417480 Iteration 182Q: 3 clusters Score -1.003387e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 54947 members Entering Unmasked Estep Score: -10033861.000000 Penalty: 5418.417480 Iteration 183Q: 3 clusters Score -1.003386e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 54948 members Entering Unmasked Estep Score: -10033867.000000 Penalty: 5418.417480 Iteration 184Q: 3 clusters Score -1.003387e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 54948 members Entering Unmasked Estep Score: -10033867.000000 Penalty: 5418.417480 Iteration 185F: 3 clusters Score -1.003387e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Entering Unmasked Estep Score: -232166.187500 Penalty: 1782.913696 Iteration 0F: 2 clusters Score -232166.2 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 658 members Entering Unmasked Estep Score: -229982.562500 Penalty: 3565.827393 Iteration 0F: 3 clusters Score -229982.6 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -230320.281250 Penalty: 3565.827393 Iteration 1F: 3 clusters Score -230320.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -230436.765625 Penalty: 3565.827393 Iteration 2F: 3 clusters Score -230436.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -230522.531250 Penalty: 3565.827393 Iteration 3Q: 3 clusters Score -230522.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -230600.093750 Penalty: 3565.827393 Iteration 4Q: 3 clusters Score -230600.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -230667.109375 Penalty: 3565.827393 Iteration 5Q: 3 clusters Score -230667.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -230747.968750 Penalty: 3565.827393 Iteration 6Q: 3 clusters Score -230748 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -230816.375000 Penalty: 3565.827393 Iteration 7Q: 3 clusters Score -230816.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -230878.250000 Penalty: 3565.827393 Iteration 8Q: 3 clusters Score -230878.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -230948.968750 Penalty: 3565.827393 Iteration 9Q: 3 clusters Score -230949 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -231022.703125 Penalty: 3565.827393 Iteration 10Q: 3 clusters Score -231022.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -231083.515625 Penalty: 3565.827393 Iteration 11Q: 3 clusters Score -231083.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -231120.296875 Penalty: 3565.827393 Iteration 12Q: 3 clusters Score -231120.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -231149.828125 Penalty: 3565.827393 Iteration 13Q: 3 clusters Score -231149.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -231173.281250 Penalty: 3565.827393 Iteration 14Q: 3 clusters Score -231173.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -231195.453125 Penalty: 3565.827393 Iteration 15Q: 3 clusters Score -231195.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -231213.656250 Penalty: 3565.827393 Iteration 16Q: 3 clusters Score -231213.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -231238.359375 Penalty: 3565.827393 Iteration 17Q: 3 clusters Score -231238.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -231254.203125 Penalty: 3565.827393 Iteration 18Q: 3 clusters Score -231254.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -231262.468750 Penalty: 3565.827393 Iteration 19Q: 3 clusters Score -231262.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -231270.375000 Penalty: 3565.827393 Iteration 20F: 3 clusters Score -231270.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -231273.984375 Penalty: 3565.827393 Iteration 21Q: 3 clusters Score -231274 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -231276.343750 Penalty: 3565.827393 Iteration 22Q: 3 clusters Score -231276.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -231277.578125 Penalty: 3565.827393 Iteration 23Q: 3 clusters Score -231277.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -231279.546875 Penalty: 3565.827393 Iteration 24Q: 3 clusters Score -231279.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -231282.703125 Penalty: 3565.827393 Iteration 25Q: 3 clusters Score -231282.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -231284.359375 Penalty: 3565.827393 Iteration 26Q: 3 clusters Score -231284.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -231284.359375 Penalty: 3565.827393 Iteration 27F: 3 clusters Score -231284.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Entering Unmasked Estep Score: -434288.250000 Penalty: 1945.177124 Iteration 0F: 2 clusters Score -434288.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -431298.875000 Penalty: 3890.354248 Iteration 0F: 3 clusters Score -431298.9 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -431884.406250 Penalty: 3890.354248 Iteration 1F: 3 clusters Score -431884.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -432056.406250 Penalty: 3890.354248 Iteration 2F: 3 clusters Score -432056.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -432150.968750 Penalty: 3890.354248 Iteration 3F: 3 clusters Score -432151 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -432215.156250 Penalty: 3890.354248 Iteration 4Q: 3 clusters Score -432215.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -432271.968750 Penalty: 3890.354248 Iteration 5Q: 3 clusters Score -432272 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -432310.968750 Penalty: 3890.354248 Iteration 6Q: 3 clusters Score -432311 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -432339.656250 Penalty: 3890.354248 Iteration 7Q: 3 clusters Score -432339.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -432359.468750 Penalty: 3890.354248 Iteration 8Q: 3 clusters Score -432359.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -432373.906250 Penalty: 3890.354248 Iteration 9Q: 3 clusters Score -432373.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -432392.000000 Penalty: 3890.354248 Iteration 10Q: 3 clusters Score -432392 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -432408.843750 Penalty: 3890.354248 Iteration 11Q: 3 clusters Score -432408.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -432421.468750 Penalty: 3890.354248 Iteration 12Q: 3 clusters Score -432421.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -432432.437500 Penalty: 3890.354248 Iteration 13Q: 3 clusters Score -432432.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -432438.687500 Penalty: 3890.354248 Iteration 14Q: 3 clusters Score -432438.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -432444.000000 Penalty: 3890.354248 Iteration 15Q: 3 clusters Score -432444 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -432453.531250 Penalty: 3890.354248 Iteration 16Q: 3 clusters Score -432453.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -432456.875000 Penalty: 3890.354248 Iteration 17Q: 3 clusters Score -432456.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -432458.656250 Penalty: 3890.354248 Iteration 18Q: 3 clusters Score -432458.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -432461.468750 Penalty: 3890.354248 Iteration 19Q: 3 clusters Score -432461.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -432465.187500 Penalty: 3890.354248 Iteration 20F: 3 clusters Score -432465.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -432468.812500 Penalty: 3890.354248 Iteration 21Q: 3 clusters Score -432468.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -432472.406250 Penalty: 3890.354248 Iteration 22Q: 3 clusters Score -432472.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -432474.156250 Penalty: 3890.354248 Iteration 23Q: 3 clusters Score -432474.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -432474.156250 Penalty: 3890.354248 Iteration 24F: 3 clusters Score -432474.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (68190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68190 members Entering Unmasked Estep Score: -12548694.000000 Penalty: 2760.253174 Iteration 0F: 2 clusters Score -1.254869e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34036 members Mstep: Class 2 contains 34154 members Entering Unmasked Estep Score: -12506812.000000 Penalty: 5520.506348 Iteration 0F: 3 clusters Score -1.250681e+07 nChanged 31749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33039 members Mstep: Class 2 contains 35151 members Entering Unmasked Estep Score: -12525101.000000 Penalty: 5520.506348 Iteration 1F: 3 clusters Score -1.25251e+07 nChanged 3201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32208 members Mstep: Class 2 contains 35982 members Entering Unmasked Estep Score: -12526666.000000 Penalty: 5520.506348 Iteration 2Q: 3 clusters Score -1.252667e+07 nChanged 3805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30851 members Mstep: Class 2 contains 37339 members Entering Unmasked Estep Score: -12528857.000000 Penalty: 5520.506348 Iteration 3F: 3 clusters Score -1.252886e+07 nChanged 4546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28775 members Mstep: Class 2 contains 39415 members Entering Unmasked Estep Score: -12532088.000000 Penalty: 5520.506348 Iteration 4F: 3 clusters Score -1.253209e+07 nChanged 5158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26199 members Mstep: Class 2 contains 41991 members Entering Unmasked Estep Score: -12536055.000000 Penalty: 5520.506348 Iteration 5F: 3 clusters Score -1.253606e+07 nChanged 5073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23584 members Mstep: Class 2 contains 44606 members Entering Unmasked Estep Score: -12540657.000000 Penalty: 5520.506348 Iteration 6F: 3 clusters Score -1.254066e+07 nChanged 4170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21680 members Mstep: Class 2 contains 46510 members Entering Unmasked Estep Score: -12544332.000000 Penalty: 5520.506348 Iteration 7F: 3 clusters Score -1.254433e+07 nChanged 2876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20390 members Mstep: Class 2 contains 47800 members Entering Unmasked Estep Score: -12546244.000000 Penalty: 5520.506348 Iteration 8Q: 3 clusters Score -1.254624e+07 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19462 members Mstep: Class 2 contains 48728 members Entering Unmasked Estep Score: -12546884.000000 Penalty: 5520.506348 Iteration 9Q: 3 clusters Score -1.254688e+07 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18637 members Mstep: Class 2 contains 49553 members Entering Unmasked Estep Score: -12547263.000000 Penalty: 5520.506348 Iteration 10Q: 3 clusters Score -1.254726e+07 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17846 members Mstep: Class 2 contains 50344 members Entering Unmasked Estep Score: -12547439.000000 Penalty: 5520.506348 Iteration 11Q: 3 clusters Score -1.254744e+07 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17133 members Mstep: Class 2 contains 51057 members Entering Unmasked Estep Score: -12547527.000000 Penalty: 5520.506348 Iteration 12Q: 3 clusters Score -1.254753e+07 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16436 members Mstep: Class 2 contains 51754 members Entering Unmasked Estep Score: -12547694.000000 Penalty: 5520.506348 Iteration 13Q: 3 clusters Score -1.254769e+07 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15816 members Mstep: Class 2 contains 52374 members Entering Unmasked Estep Score: -12547734.000000 Penalty: 5520.506348 Iteration 14Q: 3 clusters Score -1.254773e+07 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15193 members Mstep: Class 2 contains 52997 members Entering Unmasked Estep Score: -12547730.000000 Penalty: 5520.506348 Iteration 15Q: 3 clusters Score -1.254773e+07 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14580 members Mstep: Class 2 contains 53610 members Entering Unmasked Estep Score: -12547725.000000 Penalty: 5520.506348 Iteration 16Q: 3 clusters Score -1.254772e+07 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13945 members Mstep: Class 2 contains 54245 members Entering Unmasked Estep Score: -12547720.000000 Penalty: 5520.506348 Iteration 17Q: 3 clusters Score -1.254772e+07 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13313 members Mstep: Class 2 contains 54877 members Entering Unmasked Estep Score: -12547677.000000 Penalty: 5520.506348 Iteration 18Q: 3 clusters Score -1.254768e+07 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12669 members Mstep: Class 2 contains 55521 members Entering Unmasked Estep Score: -12547626.000000 Penalty: 5520.506348 Iteration 19Q: 3 clusters Score -1.254763e+07 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12027 members Mstep: Class 2 contains 56163 members Entering Unmasked Estep Score: -12547651.000000 Penalty: 5520.506348 Iteration 20F: 3 clusters Score -1.254765e+07 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11326 members Mstep: Class 2 contains 56864 members Entering Unmasked Estep Score: -12547712.000000 Penalty: 5520.506348 Iteration 21Q: 3 clusters Score -1.254771e+07 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10682 members Mstep: Class 2 contains 57508 members Entering Unmasked Estep Score: -12547626.000000 Penalty: 5520.506348 Iteration 22Q: 3 clusters Score -1.254763e+07 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10002 members Mstep: Class 2 contains 58188 members Entering Unmasked Estep Score: -12547610.000000 Penalty: 5520.506348 Iteration 23Q: 3 clusters Score -1.254761e+07 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9387 members Mstep: Class 2 contains 58803 members Entering Unmasked Estep Score: -12547510.000000 Penalty: 5520.506348 Iteration 24Q: 3 clusters Score -1.254751e+07 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8799 members Mstep: Class 2 contains 59391 members Entering Unmasked Estep Score: -12547485.000000 Penalty: 5520.506348 Iteration 25Q: 3 clusters Score -1.254748e+07 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8284 members Mstep: Class 2 contains 59906 members Entering Unmasked Estep Score: -12547428.000000 Penalty: 5520.506348 Iteration 26Q: 3 clusters Score -1.254743e+07 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7825 members Mstep: Class 2 contains 60365 members Entering Unmasked Estep Score: -12547373.000000 Penalty: 5520.506348 Iteration 27Q: 3 clusters Score -1.254737e+07 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7404 members Mstep: Class 2 contains 60786 members Entering Unmasked Estep Score: -12547336.000000 Penalty: 5520.506348 Iteration 28Q: 3 clusters Score -1.254734e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7011 members Mstep: Class 2 contains 61179 members Entering Unmasked Estep Score: -12547282.000000 Penalty: 5520.506348 Iteration 29Q: 3 clusters Score -1.254728e+07 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 61527 members Entering Unmasked Estep Score: -12547251.000000 Penalty: 5520.506348 Iteration 30Q: 3 clusters Score -1.254725e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6329 members Mstep: Class 2 contains 61861 members Entering Unmasked Estep Score: -12547225.000000 Penalty: 5520.506348 Iteration 31Q: 3 clusters Score -1.254722e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 62166 members Entering Unmasked Estep Score: -12547206.000000 Penalty: 5520.506348 Iteration 32Q: 3 clusters Score -1.254721e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 62461 members Entering Unmasked Estep Score: -12547177.000000 Penalty: 5520.506348 Iteration 33Q: 3 clusters Score -1.254718e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5451 members Mstep: Class 2 contains 62739 members Entering Unmasked Estep Score: -12547131.000000 Penalty: 5520.506348 Iteration 34Q: 3 clusters Score -1.254713e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 63047 members Entering Unmasked Estep Score: -12547119.000000 Penalty: 5520.506348 Iteration 35Q: 3 clusters Score -1.254712e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 63326 members Entering Unmasked Estep Score: -12547105.000000 Penalty: 5520.506348 Iteration 36Q: 3 clusters Score -1.25471e+07 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 63603 members Entering Unmasked Estep Score: -12547102.000000 Penalty: 5520.506348 Iteration 37Q: 3 clusters Score -1.25471e+07 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 63875 members Entering Unmasked Estep Score: -12547041.000000 Penalty: 5520.506348 Iteration 38Q: 3 clusters Score -1.254704e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 64082 members Entering Unmasked Estep Score: -12547005.000000 Penalty: 5520.506348 Iteration 39Q: 3 clusters Score -1.2547e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 64292 members Entering Unmasked Estep Score: -12546993.000000 Penalty: 5520.506348 Iteration 40F: 3 clusters Score -1.254699e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 64471 members Entering Unmasked Estep Score: -12547018.000000 Penalty: 5520.506348 Iteration 41Q: 3 clusters Score -1.254702e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 64660 members Entering Unmasked Estep Score: -12546994.000000 Penalty: 5520.506348 Iteration 42Q: 3 clusters Score -1.254699e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 64839 members Entering Unmasked Estep Score: -12546999.000000 Penalty: 5520.506348 Iteration 43Q: 3 clusters Score -1.2547e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 65011 members Entering Unmasked Estep Score: -12546977.000000 Penalty: 5520.506348 Iteration 44Q: 3 clusters Score -1.254698e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 65188 members Entering Unmasked Estep Score: -12546989.000000 Penalty: 5520.506348 Iteration 45Q: 3 clusters Score -1.254699e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 65353 members Entering Unmasked Estep Score: -12546988.000000 Penalty: 5520.506348 Iteration 46Q: 3 clusters Score -1.254699e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 65486 members Entering Unmasked Estep Score: -12546999.000000 Penalty: 5520.506348 Iteration 47Q: 3 clusters Score -1.2547e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 65623 members Entering Unmasked Estep Score: -12546984.000000 Penalty: 5520.506348 Iteration 48Q: 3 clusters Score -1.254698e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 65748 members Entering Unmasked Estep Score: -12546943.000000 Penalty: 5520.506348 Iteration 49Q: 3 clusters Score -1.254694e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 65856 members Entering Unmasked Estep Score: -12546920.000000 Penalty: 5520.506348 Iteration 50Q: 3 clusters Score -1.254692e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 65980 members Entering Unmasked Estep Score: -12546900.000000 Penalty: 5520.506348 Iteration 51Q: 3 clusters Score -1.25469e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 66084 members Entering Unmasked Estep Score: -12546905.000000 Penalty: 5520.506348 Iteration 52Q: 3 clusters Score -1.25469e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 66175 members Entering Unmasked Estep Score: -12546892.000000 Penalty: 5520.506348 Iteration 53Q: 3 clusters Score -1.254689e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 66252 members Entering Unmasked Estep Score: -12546877.000000 Penalty: 5520.506348 Iteration 54Q: 3 clusters Score -1.254688e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 66332 members Entering Unmasked Estep Score: -12546887.000000 Penalty: 5520.506348 Iteration 55Q: 3 clusters Score -1.254689e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 66398 members Entering Unmasked Estep Score: -12546869.000000 Penalty: 5520.506348 Iteration 56Q: 3 clusters Score -1.254687e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 66462 members Entering Unmasked Estep Score: -12546882.000000 Penalty: 5520.506348 Iteration 57Q: 3 clusters Score -1.254688e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 66524 members Entering Unmasked Estep Score: -12546868.000000 Penalty: 5520.506348 Iteration 58Q: 3 clusters Score -1.254687e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 66579 members Entering Unmasked Estep Score: -12546868.000000 Penalty: 5520.506348 Iteration 59Q: 3 clusters Score -1.254687e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 66622 members Entering Unmasked Estep Score: -12546882.000000 Penalty: 5520.506348 Iteration 60F: 3 clusters Score -1.254688e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 66654 members Entering Unmasked Estep Score: -12546844.000000 Penalty: 5520.506348 Iteration 61Q: 3 clusters Score -1.254684e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 66680 members Entering Unmasked Estep Score: -12546832.000000 Penalty: 5520.506348 Iteration 62Q: 3 clusters Score -1.254683e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 66700 members Entering Unmasked Estep Score: -12546838.000000 Penalty: 5520.506348 Iteration 63Q: 3 clusters Score -1.254684e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 66717 members Entering Unmasked Estep Score: -12546830.000000 Penalty: 5520.506348 Iteration 64Q: 3 clusters Score -1.254683e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 66737 members Entering Unmasked Estep Score: -12546821.000000 Penalty: 5520.506348 Iteration 65Q: 3 clusters Score -1.254682e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 66759 members Entering Unmasked Estep Score: -12546834.000000 Penalty: 5520.506348 Iteration 66Q: 3 clusters Score -1.254683e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 66775 members Entering Unmasked Estep Score: -12546831.000000 Penalty: 5520.506348 Iteration 67Q: 3 clusters Score -1.254683e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 66787 members Entering Unmasked Estep Score: -12546816.000000 Penalty: 5520.506348 Iteration 68Q: 3 clusters Score -1.254682e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 66800 members Entering Unmasked Estep Score: -12546815.000000 Penalty: 5520.506348 Iteration 69Q: 3 clusters Score -1.254682e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 66808 members Entering Unmasked Estep Score: -12546808.000000 Penalty: 5520.506348 Iteration 70Q: 3 clusters Score -1.254681e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 66816 members Entering Unmasked Estep Score: -12546819.000000 Penalty: 5520.506348 Iteration 71Q: 3 clusters Score -1.254682e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 66826 members Entering Unmasked Estep Score: -12546824.000000 Penalty: 5520.506348 Iteration 72Q: 3 clusters Score -1.254682e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 66833 members Entering Unmasked Estep Score: -12546802.000000 Penalty: 5520.506348 Iteration 73Q: 3 clusters Score -1.25468e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 66838 members Entering Unmasked Estep Score: -12546815.000000 Penalty: 5520.506348 Iteration 74Q: 3 clusters Score -1.254682e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 66844 members Entering Unmasked Estep Score: -12546824.000000 Penalty: 5520.506348 Iteration 75Q: 3 clusters Score -1.254682e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 66849 members Entering Unmasked Estep Score: -12546827.000000 Penalty: 5520.506348 Iteration 76Q: 3 clusters Score -1.254683e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 66853 members Entering Unmasked Estep Score: -12546821.000000 Penalty: 5520.506348 Iteration 77Q: 3 clusters Score -1.254682e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 66860 members Entering Unmasked Estep Score: -12546826.000000 Penalty: 5520.506348 Iteration 78Q: 3 clusters Score -1.254683e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 66868 members Entering Unmasked Estep Score: -12546815.000000 Penalty: 5520.506348 Iteration 79Q: 3 clusters Score -1.254682e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 66879 members Entering Unmasked Estep Score: -12546803.000000 Penalty: 5520.506348 Iteration 80F: 3 clusters Score -1.25468e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 66886 members Entering Unmasked Estep Score: -12546811.000000 Penalty: 5520.506348 Iteration 81Q: 3 clusters Score -1.254681e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 66890 members Entering Unmasked Estep Score: -12546812.000000 Penalty: 5520.506348 Iteration 82Q: 3 clusters Score -1.254681e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 66895 members Entering Unmasked Estep Score: -12546821.000000 Penalty: 5520.506348 Iteration 83Q: 3 clusters Score -1.254682e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 66898 members Entering Unmasked Estep Score: -12546823.000000 Penalty: 5520.506348 Iteration 84Q: 3 clusters Score -1.254682e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 66899 members Entering Unmasked Estep Score: -12546815.000000 Penalty: 5520.506348 Iteration 85Q: 3 clusters Score -1.254682e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 66902 members Entering Unmasked Estep Score: -12546810.000000 Penalty: 5520.506348 Iteration 86Q: 3 clusters Score -1.254681e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 66904 members Entering Unmasked Estep Score: -12546809.000000 Penalty: 5520.506348 Iteration 87Q: 3 clusters Score -1.254681e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 66906 members Entering Unmasked Estep Score: -12546811.000000 Penalty: 5520.506348 Iteration 88Q: 3 clusters Score -1.254681e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 66911 members Entering Unmasked Estep Score: -12546797.000000 Penalty: 5520.506348 Iteration 89Q: 3 clusters Score -1.25468e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 66916 members Entering Unmasked Estep Score: -12546801.000000 Penalty: 5520.506348 Iteration 90Q: 3 clusters Score -1.25468e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 66923 members Entering Unmasked Estep Score: -12546802.000000 Penalty: 5520.506348 Iteration 91Q: 3 clusters Score -1.25468e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 66931 members Entering Unmasked Estep Score: -12546796.000000 Penalty: 5520.506348 Iteration 92Q: 3 clusters Score -1.25468e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 66937 members Entering Unmasked Estep Score: -12546811.000000 Penalty: 5520.506348 Iteration 93Q: 3 clusters Score -1.254681e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 66941 members Entering Unmasked Estep Score: -12546799.000000 Penalty: 5520.506348 Iteration 94Q: 3 clusters Score -1.25468e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 66946 members Entering Unmasked Estep Score: -12546790.000000 Penalty: 5520.506348 Iteration 95Q: 3 clusters Score -1.254679e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 66951 members Entering Unmasked Estep Score: -12546787.000000 Penalty: 5520.506348 Iteration 96Q: 3 clusters Score -1.254679e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 66953 members Entering Unmasked Estep Score: -12546773.000000 Penalty: 5520.506348 Iteration 97Q: 3 clusters Score -1.254677e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 66959 members Entering Unmasked Estep Score: -12546773.000000 Penalty: 5520.506348 Iteration 98Q: 3 clusters Score -1.254677e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 66961 members Entering Unmasked Estep Score: -12546761.000000 Penalty: 5520.506348 Iteration 99Q: 3 clusters Score -1.254676e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 66961 members Entering Unmasked Estep Score: -12546761.000000 Penalty: 5520.506348 Iteration 100F: 3 clusters Score -1.254676e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Entering Unmasked Estep Score: -172297.281250 Penalty: 1725.459351 Iteration 0F: 2 clusters Score -172297.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -170371.687500 Penalty: 3450.918701 Iteration 0F: 3 clusters Score -170371.7 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -170782.062500 Penalty: 3450.918701 Iteration 1F: 3 clusters Score -170782.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -170994.562500 Penalty: 3450.918701 Iteration 2F: 3 clusters Score -170994.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -171231.015625 Penalty: 3450.918701 Iteration 3F: 3 clusters Score -171231 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -171510.437500 Penalty: 3450.918701 Iteration 4F: 3 clusters Score -171510.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -171825.656250 Penalty: 3450.918701 Iteration 5F: 3 clusters Score -171825.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -172136.750000 Penalty: 3450.918701 Iteration 6F: 3 clusters Score -172136.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -172253.843750 Penalty: 3450.918701 Iteration 7Q: 3 clusters Score -172253.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -172297.218750 Penalty: 3450.918701 Iteration 8Q: 3 clusters Score -172297.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -172313.359375 Penalty: 3450.918701 Iteration 9Q: 3 clusters Score -172313.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -172326.937500 Penalty: 3450.918701 Iteration 10Q: 3 clusters Score -172326.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -172331.484375 Penalty: 3450.918701 Iteration 11Q: 3 clusters Score -172331.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -172331.484375 Penalty: 3450.918701 Iteration 12F: 3 clusters Score -172331.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55505 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2549 members Mstep: Class 5 contains 68190 members Mstep: Class 6 contains 418 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24469 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2253 members Mstep: Class 13 contains 21479 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62286 members Mstep: Class 16 contains 23266 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24611 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23210 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24765 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 633 members Entering Unmasked Estep Score: -63648432.000000 Penalty: 79136.750000 Splitting cluster 6 changes total score from -63649832.000000 to -63648432.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (7482 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7482 members Entering Unmasked Estep Score: -1357150.625000 Penalty: 2212.223389 Iteration 0F: 2 clusters Score -1357151 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -1351051.750000 Penalty: 4424.446777 Iteration 0F: 3 clusters Score -1351052 nChanged 3029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -1352717.375000 Penalty: 4424.446777 Iteration 1F: 3 clusters Score -1352717 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -1353008.500000 Penalty: 4424.446777 Iteration 2F: 3 clusters Score -1353008 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -1353222.125000 Penalty: 4424.446777 Iteration 3F: 3 clusters Score -1353222 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -1353377.250000 Penalty: 4424.446777 Iteration 4Q: 3 clusters Score -1353377 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -1353516.625000 Penalty: 4424.446777 Iteration 5Q: 3 clusters Score -1353517 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -1353611.500000 Penalty: 4424.446777 Iteration 6Q: 3 clusters Score -1353612 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -1353688.375000 Penalty: 4424.446777 Iteration 7Q: 3 clusters Score -1353688 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -1353742.000000 Penalty: 4424.446777 Iteration 8Q: 3 clusters Score -1353742 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -1353799.500000 Penalty: 4424.446777 Iteration 9Q: 3 clusters Score -1353800 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -1353843.125000 Penalty: 4424.446777 Iteration 10Q: 3 clusters Score -1353843 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -1353872.750000 Penalty: 4424.446777 Iteration 11Q: 3 clusters Score -1353873 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -1353891.125000 Penalty: 4424.446777 Iteration 12Q: 3 clusters Score -1353891 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -1353915.875000 Penalty: 4424.446777 Iteration 13Q: 3 clusters Score -1353916 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -1353927.750000 Penalty: 4424.446777 Iteration 14Q: 3 clusters Score -1353928 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -1353941.500000 Penalty: 4424.446777 Iteration 15Q: 3 clusters Score -1353942 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -1353953.625000 Penalty: 4424.446777 Iteration 16Q: 3 clusters Score -1353954 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -1353972.625000 Penalty: 4424.446777 Iteration 17Q: 3 clusters Score -1353973 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -1353989.125000 Penalty: 4424.446777 Iteration 18Q: 3 clusters Score -1353989 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -1354002.500000 Penalty: 4424.446777 Iteration 19Q: 3 clusters Score -1354002 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -1354021.375000 Penalty: 4424.446777 Iteration 20F: 3 clusters Score -1354021 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -1354041.250000 Penalty: 4424.446777 Iteration 21Q: 3 clusters Score -1354041 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -1354053.375000 Penalty: 4424.446777 Iteration 22Q: 3 clusters Score -1354053 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -1354066.375000 Penalty: 4424.446777 Iteration 23Q: 3 clusters Score -1354066 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -1354077.625000 Penalty: 4424.446777 Iteration 24Q: 3 clusters Score -1354078 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -1354087.500000 Penalty: 4424.446777 Iteration 25Q: 3 clusters Score -1354088 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -1354093.875000 Penalty: 4424.446777 Iteration 26Q: 3 clusters Score -1354094 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -1354107.000000 Penalty: 4424.446777 Iteration 27Q: 3 clusters Score -1354107 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -1354113.750000 Penalty: 4424.446777 Iteration 28Q: 3 clusters Score -1354114 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -1354120.875000 Penalty: 4424.446777 Iteration 29Q: 3 clusters Score -1354121 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -1354124.875000 Penalty: 4424.446777 Iteration 30Q: 3 clusters Score -1354125 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -1354132.000000 Penalty: 4424.446777 Iteration 31Q: 3 clusters Score -1354132 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -1354140.125000 Penalty: 4424.446777 Iteration 32Q: 3 clusters Score -1354140 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -1354144.125000 Penalty: 4424.446777 Iteration 33Q: 3 clusters Score -1354144 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -1354149.000000 Penalty: 4424.446777 Iteration 34Q: 3 clusters Score -1354149 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -1354159.875000 Penalty: 4424.446777 Iteration 35Q: 3 clusters Score -1354160 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -1354164.125000 Penalty: 4424.446777 Iteration 36Q: 3 clusters Score -1354164 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -1354169.625000 Penalty: 4424.446777 Iteration 37Q: 3 clusters Score -1354170 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -1354174.000000 Penalty: 4424.446777 Iteration 38Q: 3 clusters Score -1354174 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -1354182.250000 Penalty: 4424.446777 Iteration 39Q: 3 clusters Score -1354182 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -1354185.000000 Penalty: 4424.446777 Iteration 40F: 3 clusters Score -1354185 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -1354186.500000 Penalty: 4424.446777 Iteration 41Q: 3 clusters Score -1354186 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -1354191.000000 Penalty: 4424.446777 Iteration 42Q: 3 clusters Score -1354191 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -1354197.750000 Penalty: 4424.446777 Iteration 43Q: 3 clusters Score -1354198 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -1354204.125000 Penalty: 4424.446777 Iteration 44Q: 3 clusters Score -1354204 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -1354215.500000 Penalty: 4424.446777 Iteration 45Q: 3 clusters Score -1354216 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -1354225.750000 Penalty: 4424.446777 Iteration 46Q: 3 clusters Score -1354226 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -1354237.375000 Penalty: 4424.446777 Iteration 47Q: 3 clusters Score -1354237 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -1354246.875000 Penalty: 4424.446777 Iteration 48Q: 3 clusters Score -1354247 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -1354263.750000 Penalty: 4424.446777 Iteration 49Q: 3 clusters Score -1354264 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -1354274.625000 Penalty: 4424.446777 Iteration 50Q: 3 clusters Score -1354275 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -1354286.250000 Penalty: 4424.446777 Iteration 51Q: 3 clusters Score -1354286 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -1354302.500000 Penalty: 4424.446777 Iteration 52Q: 3 clusters Score -1354302 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -1354320.000000 Penalty: 4424.446777 Iteration 53Q: 3 clusters Score -1354320 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -1354343.250000 Penalty: 4424.446777 Iteration 54Q: 3 clusters Score -1354343 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -1354361.375000 Penalty: 4424.446777 Iteration 55Q: 3 clusters Score -1354361 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -1354386.250000 Penalty: 4424.446777 Iteration 56Q: 3 clusters Score -1354386 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 5126 members Entering Unmasked Estep Score: -1354404.875000 Penalty: 4424.446777 Iteration 57Q: 3 clusters Score -1354405 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 5176 members Entering Unmasked Estep Score: -1354420.125000 Penalty: 4424.446777 Iteration 58Q: 3 clusters Score -1354420 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 5237 members Entering Unmasked Estep Score: -1354443.625000 Penalty: 4424.446777 Iteration 59Q: 3 clusters Score -1354444 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -1354460.125000 Penalty: 4424.446777 Iteration 60F: 3 clusters Score -1354460 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -1354479.000000 Penalty: 4424.446777 Iteration 61Q: 3 clusters Score -1354479 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 5410 members Entering Unmasked Estep Score: -1354500.125000 Penalty: 4424.446777 Iteration 62Q: 3 clusters Score -1354500 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 5467 members Entering Unmasked Estep Score: -1354523.250000 Penalty: 4424.446777 Iteration 63Q: 3 clusters Score -1354523 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -1354543.000000 Penalty: 4424.446777 Iteration 64Q: 3 clusters Score -1354543 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -1354572.375000 Penalty: 4424.446777 Iteration 65Q: 3 clusters Score -1354572 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 5648 members Entering Unmasked Estep Score: -1354604.750000 Penalty: 4424.446777 Iteration 66Q: 3 clusters Score -1354605 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 5714 members Entering Unmasked Estep Score: -1354629.625000 Penalty: 4424.446777 Iteration 67Q: 3 clusters Score -1354630 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 5778 members Entering Unmasked Estep Score: -1354660.250000 Penalty: 4424.446777 Iteration 68Q: 3 clusters Score -1354660 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -1354684.750000 Penalty: 4424.446777 Iteration 69Q: 3 clusters Score -1354685 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -1354717.375000 Penalty: 4424.446777 Iteration 70Q: 3 clusters Score -1354717 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -1354739.625000 Penalty: 4424.446777 Iteration 71Q: 3 clusters Score -1354740 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 6025 members Entering Unmasked Estep Score: -1354771.500000 Penalty: 4424.446777 Iteration 72Q: 3 clusters Score -1354772 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 6095 members Entering Unmasked Estep Score: -1354804.000000 Penalty: 4424.446777 Iteration 73Q: 3 clusters Score -1354804 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -1354839.250000 Penalty: 4424.446777 Iteration 74Q: 3 clusters Score -1354839 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -1354884.875000 Penalty: 4424.446777 Iteration 75Q: 3 clusters Score -1354885 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 6327 members Entering Unmasked Estep Score: -1354938.375000 Penalty: 4424.446777 Iteration 76Q: 3 clusters Score -1354938 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 6409 members Entering Unmasked Estep Score: -1354992.375000 Penalty: 4424.446777 Iteration 77Q: 3 clusters Score -1354992 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 6471 members Entering Unmasked Estep Score: -1355036.375000 Penalty: 4424.446777 Iteration 78Q: 3 clusters Score -1355036 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 6532 members Entering Unmasked Estep Score: -1355074.500000 Penalty: 4424.446777 Iteration 79Q: 3 clusters Score -1355074 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 6575 members Entering Unmasked Estep Score: -1355102.125000 Penalty: 4424.446777 Iteration 80F: 3 clusters Score -1355102 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -1355117.625000 Penalty: 4424.446777 Iteration 81Q: 3 clusters Score -1355118 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 6630 members Entering Unmasked Estep Score: -1355133.875000 Penalty: 4424.446777 Iteration 82Q: 3 clusters Score -1355134 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -1355148.625000 Penalty: 4424.446777 Iteration 83Q: 3 clusters Score -1355149 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 6680 members Entering Unmasked Estep Score: -1355161.500000 Penalty: 4424.446777 Iteration 84Q: 3 clusters Score -1355162 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -1355171.625000 Penalty: 4424.446777 Iteration 85Q: 3 clusters Score -1355172 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -1355181.875000 Penalty: 4424.446777 Iteration 86Q: 3 clusters Score -1355182 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 6738 members Entering Unmasked Estep Score: -1355203.250000 Penalty: 4424.446777 Iteration 87Q: 3 clusters Score -1355203 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 6760 members Entering Unmasked Estep Score: -1355222.750000 Penalty: 4424.446777 Iteration 88Q: 3 clusters Score -1355223 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -1355234.125000 Penalty: 4424.446777 Iteration 89Q: 3 clusters Score -1355234 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -1355245.000000 Penalty: 4424.446777 Iteration 90Q: 3 clusters Score -1355245 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 6808 members Entering Unmasked Estep Score: -1355258.125000 Penalty: 4424.446777 Iteration 91Q: 3 clusters Score -1355258 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 6822 members Entering Unmasked Estep Score: -1355268.125000 Penalty: 4424.446777 Iteration 92Q: 3 clusters Score -1355268 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -1355278.000000 Penalty: 4424.446777 Iteration 93Q: 3 clusters Score -1355278 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -1355293.625000 Penalty: 4424.446777 Iteration 94Q: 3 clusters Score -1355294 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -1355300.625000 Penalty: 4424.446777 Iteration 95Q: 3 clusters Score -1355301 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -1355314.750000 Penalty: 4424.446777 Iteration 96Q: 3 clusters Score -1355315 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 6875 members Entering Unmasked Estep Score: -1355321.250000 Penalty: 4424.446777 Iteration 97Q: 3 clusters Score -1355321 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -1355326.750000 Penalty: 4424.446777 Iteration 98Q: 3 clusters Score -1355327 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -1355328.875000 Penalty: 4424.446777 Iteration 99Q: 3 clusters Score -1355329 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 6883 members Entering Unmasked Estep Score: -1355329.375000 Penalty: 4424.446777 Iteration 100F: 3 clusters Score -1355329 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Entering Unmasked Estep Score: -42030.753906 Penalty: 1390.238892 Iteration 0F: 2 clusters Score -42030.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -40828.621094 Penalty: 2780.477783 Iteration 0F: 3 clusters Score -40828.62 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -40977.152344 Penalty: 2780.477783 Iteration 1F: 3 clusters Score -40977.15 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -41054.238281 Penalty: 2780.477783 Iteration 2F: 3 clusters Score -41054.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -41103.714844 Penalty: 2780.477783 Iteration 3Q: 3 clusters Score -41103.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -41133.691406 Penalty: 2780.477783 Iteration 4Q: 3 clusters Score -41133.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -41135.269531 Penalty: 2780.477783 Iteration 5Q: 3 clusters Score -41135.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -41138.992188 Penalty: 2780.477783 Iteration 6Q: 3 clusters Score -41138.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -41138.992188 Penalty: 2780.477783 Iteration 7F: 3 clusters Score -41138.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Entering Unmasked Estep Score: -319411.000000 Penalty: 1870.074219 Iteration 0F: 2 clusters Score -319411 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -317048.406250 Penalty: 3740.148438 Iteration 0F: 3 clusters Score -317048.4 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -318099.875000 Penalty: 3740.148438 Iteration 1F: 3 clusters Score -318099.9 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -318850.750000 Penalty: 3740.148438 Iteration 2F: 3 clusters Score -318850.8 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -319354.281250 Penalty: 3740.148438 Iteration 3F: 3 clusters Score -319354.3 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -319766.062500 Penalty: 3740.148438 Iteration 4F: 3 clusters Score -319766.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -319987.218750 Penalty: 3740.148438 Iteration 5F: 3 clusters Score -319987.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -320113.500000 Penalty: 3740.148438 Iteration 6Q: 3 clusters Score -320113.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -320191.593750 Penalty: 3740.148438 Iteration 7Q: 3 clusters Score -320191.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -320263.437500 Penalty: 3740.148438 Iteration 8Q: 3 clusters Score -320263.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -320312.750000 Penalty: 3740.148438 Iteration 9Q: 3 clusters Score -320312.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -320346.593750 Penalty: 3740.148438 Iteration 10Q: 3 clusters Score -320346.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -320353.375000 Penalty: 3740.148438 Iteration 11Q: 3 clusters Score -320353.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -320356.562500 Penalty: 3740.148438 Iteration 12Q: 3 clusters Score -320356.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -320358.218750 Penalty: 3740.148438 Iteration 13Q: 3 clusters Score -320358.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -320360.125000 Penalty: 3740.148438 Iteration 14Q: 3 clusters Score -320360.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -320362.937500 Penalty: 3740.148438 Iteration 15Q: 3 clusters Score -320362.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -320362.812500 Penalty: 3740.148438 Iteration 16Q: 3 clusters Score -320362.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -320362.812500 Penalty: 3740.148438 Iteration 17F: 3 clusters Score -320362.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55505 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2549 members Mstep: Class 5 contains 68190 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1391 members Mstep: Class 10 contains 24469 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2253 members Mstep: Class 13 contains 21479 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62286 members Mstep: Class 16 contains 23266 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24611 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23210 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24765 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 492 members Entering Unmasked Estep Score: -63649540.000000 Penalty: 79136.750000 Splitting cluster 9 changes total score from -63649832.000000 to -63649540.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (24469 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24469 members Entering Unmasked Estep Score: -4525532.000000 Penalty: 2506.080322 Iteration 0F: 2 clusters Score -4525532 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12337 members Mstep: Class 2 contains 12132 members Entering Unmasked Estep Score: -4508860.000000 Penalty: 5012.160645 Iteration 0F: 3 clusters Score -4508860 nChanged 10805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12994 members Mstep: Class 2 contains 11475 members Entering Unmasked Estep Score: -4514664.000000 Penalty: 5012.160645 Iteration 1F: 3 clusters Score -4514664 nChanged 1348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13376 members Mstep: Class 2 contains 11093 members Entering Unmasked Estep Score: -4515195.500000 Penalty: 5012.160645 Iteration 2F: 3 clusters Score -4515196 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13903 members Mstep: Class 2 contains 10566 members Entering Unmasked Estep Score: -4515711.500000 Penalty: 5012.160645 Iteration 3Q: 3 clusters Score -4515712 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14556 members Mstep: Class 2 contains 9913 members Entering Unmasked Estep Score: -4516243.500000 Penalty: 5012.160645 Iteration 4Q: 3 clusters Score -4516244 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15439 members Mstep: Class 2 contains 9030 members Entering Unmasked Estep Score: -4516911.500000 Penalty: 5012.160645 Iteration 5Q: 3 clusters Score -4516912 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16491 members Mstep: Class 2 contains 7978 members Entering Unmasked Estep Score: -4517773.000000 Penalty: 5012.160645 Iteration 6F: 3 clusters Score -4517773 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17657 members Mstep: Class 2 contains 6812 members Entering Unmasked Estep Score: -4518738.500000 Penalty: 5012.160645 Iteration 7F: 3 clusters Score -4518738 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18908 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -4519843.000000 Penalty: 5012.160645 Iteration 8F: 3 clusters Score -4519843 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20083 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -4520847.000000 Penalty: 5012.160645 Iteration 9F: 3 clusters Score -4520847 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21076 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -4521655.500000 Penalty: 5012.160645 Iteration 10Q: 3 clusters Score -4521656 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21848 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -4522270.000000 Penalty: 5012.160645 Iteration 11Q: 3 clusters Score -4522270 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22459 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -4522735.500000 Penalty: 5012.160645 Iteration 12Q: 3 clusters Score -4522736 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22874 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -4523112.500000 Penalty: 5012.160645 Iteration 13Q: 3 clusters Score -4523112 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23156 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -4523365.000000 Penalty: 5012.160645 Iteration 14Q: 3 clusters Score -4523365 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23348 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -4523566.000000 Penalty: 5012.160645 Iteration 15Q: 3 clusters Score -4523566 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23500 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -4523741.000000 Penalty: 5012.160645 Iteration 16Q: 3 clusters Score -4523741 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23601 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -4523865.500000 Penalty: 5012.160645 Iteration 17Q: 3 clusters Score -4523866 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23693 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -4523984.500000 Penalty: 5012.160645 Iteration 18Q: 3 clusters Score -4523984 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23756 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -4524070.000000 Penalty: 5012.160645 Iteration 19Q: 3 clusters Score -4524070 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23803 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -4524142.000000 Penalty: 5012.160645 Iteration 20F: 3 clusters Score -4524142 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23824 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -4524160.000000 Penalty: 5012.160645 Iteration 21Q: 3 clusters Score -4524160 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23843 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -4524184.000000 Penalty: 5012.160645 Iteration 22Q: 3 clusters Score -4524184 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23861 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -4524195.000000 Penalty: 5012.160645 Iteration 23Q: 3 clusters Score -4524195 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23871 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -4524207.500000 Penalty: 5012.160645 Iteration 24Q: 3 clusters Score -4524208 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23880 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -4524208.500000 Penalty: 5012.160645 Iteration 25Q: 3 clusters Score -4524208 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23882 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -4524212.500000 Penalty: 5012.160645 Iteration 26Q: 3 clusters Score -4524212 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23884 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -4524215.000000 Penalty: 5012.160645 Iteration 27Q: 3 clusters Score -4524215 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23888 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -4524219.000000 Penalty: 5012.160645 Iteration 28Q: 3 clusters Score -4524219 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23894 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -4524224.500000 Penalty: 5012.160645 Iteration 29Q: 3 clusters Score -4524224 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23898 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -4524231.500000 Penalty: 5012.160645 Iteration 30Q: 3 clusters Score -4524232 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23902 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -4524232.500000 Penalty: 5012.160645 Iteration 31Q: 3 clusters Score -4524232 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23905 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -4524238.500000 Penalty: 5012.160645 Iteration 32Q: 3 clusters Score -4524238 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23908 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -4524235.000000 Penalty: 5012.160645 Iteration 33Q: 3 clusters Score -4524235 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23910 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -4524237.000000 Penalty: 5012.160645 Iteration 34Q: 3 clusters Score -4524237 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23911 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -4524235.000000 Penalty: 5012.160645 Iteration 35Q: 3 clusters Score -4524235 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23911 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -4524234.000000 Penalty: 5012.160645 Iteration 36Q: 3 clusters Score -4524234 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23911 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -4524234.000000 Penalty: 5012.160645 Iteration 37F: 3 clusters Score -4524234 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (240 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Entering Unmasked Estep Score: -24712.019531 Penalty: 1359.198486 Iteration 0F: 2 clusters Score -24712.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -23799.273438 Penalty: 2718.396973 Iteration 0F: 3 clusters Score -23799.27 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -24048.347656 Penalty: 2718.396973 Iteration 1F: 3 clusters Score -24048.35 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -24158.542969 Penalty: 2718.396973 Iteration 2F: 3 clusters Score -24158.54 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -24256.335938 Penalty: 2718.396973 Iteration 3F: 3 clusters Score -24256.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -24264.927734 Penalty: 2718.396973 Iteration 4Q: 3 clusters Score -24264.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -24267.125000 Penalty: 2718.396973 Iteration 5Q: 3 clusters Score -24267.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -24267.125000 Penalty: 2718.396973 Iteration 6F: 3 clusters Score -24267.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2253 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Entering Unmasked Estep Score: -399138.031250 Penalty: 1914.564453 Iteration 0F: 2 clusters Score -399138 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -396376.750000 Penalty: 3829.128906 Iteration 0F: 3 clusters Score -396376.8 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -396965.000000 Penalty: 3829.128906 Iteration 1F: 3 clusters Score -396965 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -397100.718750 Penalty: 3829.128906 Iteration 2F: 3 clusters Score -397100.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -397178.031250 Penalty: 3829.128906 Iteration 3Q: 3 clusters Score -397178 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -397252.062500 Penalty: 3829.128906 Iteration 4Q: 3 clusters Score -397252.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -397335.937500 Penalty: 3829.128906 Iteration 5Q: 3 clusters Score -397335.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -397414.406250 Penalty: 3829.128906 Iteration 6Q: 3 clusters Score -397414.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -397462.468750 Penalty: 3829.128906 Iteration 7Q: 3 clusters Score -397462.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -397500.125000 Penalty: 3829.128906 Iteration 8Q: 3 clusters Score -397500.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -397534.843750 Penalty: 3829.128906 Iteration 9Q: 3 clusters Score -397534.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -397561.437500 Penalty: 3829.128906 Iteration 10Q: 3 clusters Score -397561.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -397588.875000 Penalty: 3829.128906 Iteration 11Q: 3 clusters Score -397588.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -397607.406250 Penalty: 3829.128906 Iteration 12Q: 3 clusters Score -397607.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -397625.812500 Penalty: 3829.128906 Iteration 13Q: 3 clusters Score -397625.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -397639.218750 Penalty: 3829.128906 Iteration 14Q: 3 clusters Score -397639.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -397651.281250 Penalty: 3829.128906 Iteration 15Q: 3 clusters Score -397651.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -397662.093750 Penalty: 3829.128906 Iteration 16Q: 3 clusters Score -397662.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -397670.281250 Penalty: 3829.128906 Iteration 17Q: 3 clusters Score -397670.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -397675.031250 Penalty: 3829.128906 Iteration 18Q: 3 clusters Score -397675 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -397682.937500 Penalty: 3829.128906 Iteration 19Q: 3 clusters Score -397682.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -397691.562500 Penalty: 3829.128906 Iteration 20F: 3 clusters Score -397691.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -397696.375000 Penalty: 3829.128906 Iteration 21Q: 3 clusters Score -397696.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -397698.531250 Penalty: 3829.128906 Iteration 22Q: 3 clusters Score -397698.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -397699.781250 Penalty: 3829.128906 Iteration 23Q: 3 clusters Score -397699.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -397700.687500 Penalty: 3829.128906 Iteration 24Q: 3 clusters Score -397700.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -397701.656250 Penalty: 3829.128906 Iteration 25Q: 3 clusters Score -397701.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -397701.656250 Penalty: 3829.128906 Iteration 26F: 3 clusters Score -397701.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (21479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21479 members Entering Unmasked Estep Score: -3761124.500000 Penalty: 2473.758057 Iteration 0F: 2 clusters Score -3761124 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10722 members Mstep: Class 2 contains 10757 members Entering Unmasked Estep Score: -3746146.250000 Penalty: 4947.516113 Iteration 0F: 3 clusters Score -3746146 nChanged 9354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10602 members Mstep: Class 2 contains 10877 members Entering Unmasked Estep Score: -3751270.000000 Penalty: 4947.516113 Iteration 1F: 3 clusters Score -3751270 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10491 members Mstep: Class 2 contains 10988 members Entering Unmasked Estep Score: -3751600.250000 Penalty: 4947.516113 Iteration 2F: 3 clusters Score -3751600 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10314 members Mstep: Class 2 contains 11165 members Entering Unmasked Estep Score: -3751867.000000 Penalty: 4947.516113 Iteration 3Q: 3 clusters Score -3751867 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10106 members Mstep: Class 2 contains 11373 members Entering Unmasked Estep Score: -3752072.250000 Penalty: 4947.516113 Iteration 4Q: 3 clusters Score -3752072 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9854 members Mstep: Class 2 contains 11625 members Entering Unmasked Estep Score: -3752256.000000 Penalty: 4947.516113 Iteration 5Q: 3 clusters Score -3752256 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9571 members Mstep: Class 2 contains 11908 members Entering Unmasked Estep Score: -3752420.250000 Penalty: 4947.516113 Iteration 6Q: 3 clusters Score -3752420 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9211 members Mstep: Class 2 contains 12268 members Entering Unmasked Estep Score: -3752586.500000 Penalty: 4947.516113 Iteration 7Q: 3 clusters Score -3752586 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8765 members Mstep: Class 2 contains 12714 members Entering Unmasked Estep Score: -3752810.750000 Penalty: 4947.516113 Iteration 8Q: 3 clusters Score -3752811 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8199 members Mstep: Class 2 contains 13280 members Entering Unmasked Estep Score: -3753084.250000 Penalty: 4947.516113 Iteration 9Q: 3 clusters Score -3753084 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7524 members Mstep: Class 2 contains 13955 members Entering Unmasked Estep Score: -3753399.500000 Penalty: 4947.516113 Iteration 10Q: 3 clusters Score -3753400 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Mstep: Class 2 contains 14810 members Entering Unmasked Estep Score: -3753873.250000 Penalty: 4947.516113 Iteration 11Q: 3 clusters Score -3753873 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 15758 members Entering Unmasked Estep Score: -3754450.750000 Penalty: 4947.516113 Iteration 12Q: 3 clusters Score -3754451 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 16840 members Entering Unmasked Estep Score: -3755258.250000 Penalty: 4947.516113 Iteration 13F: 3 clusters Score -3755258 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 17965 members Entering Unmasked Estep Score: -3756137.250000 Penalty: 4947.516113 Iteration 14F: 3 clusters Score -3756137 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 18924 members Entering Unmasked Estep Score: -3756929.000000 Penalty: 4947.516113 Iteration 15Q: 3 clusters Score -3756929 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 19682 members Entering Unmasked Estep Score: -3757593.500000 Penalty: 4947.516113 Iteration 16Q: 3 clusters Score -3757594 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 20239 members Entering Unmasked Estep Score: -3758107.750000 Penalty: 4947.516113 Iteration 17Q: 3 clusters Score -3758108 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 20590 members Entering Unmasked Estep Score: -3758430.750000 Penalty: 4947.516113 Iteration 18Q: 3 clusters Score -3758431 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 20792 members Entering Unmasked Estep Score: -3758633.000000 Penalty: 4947.516113 Iteration 19Q: 3 clusters Score -3758633 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 20895 members Entering Unmasked Estep Score: -3758732.500000 Penalty: 4947.516113 Iteration 20F: 3 clusters Score -3758732 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 20966 members Entering Unmasked Estep Score: -3758806.750000 Penalty: 4947.516113 Iteration 21Q: 3 clusters Score -3758807 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 21017 members Entering Unmasked Estep Score: -3758862.750000 Penalty: 4947.516113 Iteration 22Q: 3 clusters Score -3758863 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 21041 members Entering Unmasked Estep Score: -3758896.750000 Penalty: 4947.516113 Iteration 23Q: 3 clusters Score -3758897 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 21056 members Entering Unmasked Estep Score: -3758913.250000 Penalty: 4947.516113 Iteration 24Q: 3 clusters Score -3758913 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 21063 members Entering Unmasked Estep Score: -3758923.000000 Penalty: 4947.516113 Iteration 25Q: 3 clusters Score -3758923 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 21072 members Entering Unmasked Estep Score: -3758942.250000 Penalty: 4947.516113 Iteration 26Q: 3 clusters Score -3758942 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 21074 members Entering Unmasked Estep Score: -3758944.250000 Penalty: 4947.516113 Iteration 27Q: 3 clusters Score -3758944 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 21079 members Entering Unmasked Estep Score: -3758955.000000 Penalty: 4947.516113 Iteration 28Q: 3 clusters Score -3758955 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 21078 members Entering Unmasked Estep Score: -3758956.000000 Penalty: 4947.516113 Iteration 29Q: 3 clusters Score -3758956 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 21080 members Entering Unmasked Estep Score: -3758957.250000 Penalty: 4947.516113 Iteration 30Q: 3 clusters Score -3758957 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 21084 members Entering Unmasked Estep Score: -3758963.000000 Penalty: 4947.516113 Iteration 31Q: 3 clusters Score -3758963 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 21086 members Entering Unmasked Estep Score: -3758963.000000 Penalty: 4947.516113 Iteration 32Q: 3 clusters Score -3758963 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 21087 members Entering Unmasked Estep Score: -3758963.250000 Penalty: 4947.516113 Iteration 33Q: 3 clusters Score -3758963 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 21088 members Entering Unmasked Estep Score: -3758964.000000 Penalty: 4947.516113 Iteration 34Q: 3 clusters Score -3758964 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 21089 members Entering Unmasked Estep Score: -3758967.250000 Penalty: 4947.516113 Iteration 35Q: 3 clusters Score -3758967 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 21091 members Entering Unmasked Estep Score: -3758967.250000 Penalty: 4947.516113 Iteration 36Q: 3 clusters Score -3758967 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 21093 members Entering Unmasked Estep Score: -3758971.500000 Penalty: 4947.516113 Iteration 37Q: 3 clusters Score -3758972 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 21095 members Entering Unmasked Estep Score: -3758970.000000 Penalty: 4947.516113 Iteration 38Q: 3 clusters Score -3758970 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 21097 members Entering Unmasked Estep Score: -3758972.750000 Penalty: 4947.516113 Iteration 39Q: 3 clusters Score -3758973 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 21097 members Entering Unmasked Estep Score: -3758972.750000 Penalty: 4947.516113 Iteration 40F: 3 clusters Score -3758973 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Entering Unmasked Estep Score: -215883.375000 Penalty: 1763.655029 Iteration 0F: 2 clusters Score -215883.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -213918.187500 Penalty: 3527.310059 Iteration 0F: 3 clusters Score -213918.2 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -214659.953125 Penalty: 3527.310059 Iteration 1F: 3 clusters Score -214660 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -215205.484375 Penalty: 3527.310059 Iteration 2F: 3 clusters Score -215205.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -215545.265625 Penalty: 3527.310059 Iteration 3F: 3 clusters Score -215545.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -215704.281250 Penalty: 3527.310059 Iteration 4F: 3 clusters Score -215704.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -215781.671875 Penalty: 3527.310059 Iteration 5Q: 3 clusters Score -215781.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -215822.875000 Penalty: 3527.310059 Iteration 6Q: 3 clusters Score -215822.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -215840.687500 Penalty: 3527.310059 Iteration 7Q: 3 clusters Score -215840.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -215846.546875 Penalty: 3527.310059 Iteration 8Q: 3 clusters Score -215846.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -215849.078125 Penalty: 3527.310059 Iteration 9Q: 3 clusters Score -215849.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -215852.156250 Penalty: 3527.310059 Iteration 10Q: 3 clusters Score -215852.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -215853.781250 Penalty: 3527.310059 Iteration 11Q: 3 clusters Score -215853.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -215855.390625 Penalty: 3527.310059 Iteration 12Q: 3 clusters Score -215855.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -215855.390625 Penalty: 3527.310059 Iteration 13F: 3 clusters Score -215855.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (62286 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62286 members Entering Unmasked Estep Score: -11475614.000000 Penalty: 2737.793945 Iteration 0F: 2 clusters Score -1.147561e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31311 members Mstep: Class 2 contains 30975 members Entering Unmasked Estep Score: -11436693.000000 Penalty: 5475.587891 Iteration 0F: 3 clusters Score -1.143669e+07 nChanged 29106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32509 members Mstep: Class 2 contains 29777 members Entering Unmasked Estep Score: -11453126.000000 Penalty: 5475.587891 Iteration 1F: 3 clusters Score -1.145313e+07 nChanged 2442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33303 members Mstep: Class 2 contains 28983 members Entering Unmasked Estep Score: -11453840.000000 Penalty: 5475.587891 Iteration 2Q: 3 clusters Score -1.145384e+07 nChanged 2608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34351 members Mstep: Class 2 contains 27935 members Entering Unmasked Estep Score: -11454856.000000 Penalty: 5475.587891 Iteration 3Q: 3 clusters Score -1.145486e+07 nChanged 2928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35791 members Mstep: Class 2 contains 26495 members Entering Unmasked Estep Score: -11456474.000000 Penalty: 5475.587891 Iteration 4Q: 3 clusters Score -1.145647e+07 nChanged 3242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37577 members Mstep: Class 2 contains 24709 members Entering Unmasked Estep Score: -11458602.000000 Penalty: 5475.587891 Iteration 5F: 3 clusters Score -1.14586e+07 nChanged 3489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39520 members Mstep: Class 2 contains 22766 members Entering Unmasked Estep Score: -11461316.000000 Penalty: 5475.587891 Iteration 6F: 3 clusters Score -1.146132e+07 nChanged 3722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41306 members Mstep: Class 2 contains 20980 members Entering Unmasked Estep Score: -11464116.000000 Penalty: 5475.587891 Iteration 7F: 3 clusters Score -1.146412e+07 nChanged 3536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42606 members Mstep: Class 2 contains 19680 members Entering Unmasked Estep Score: -11466538.000000 Penalty: 5475.587891 Iteration 8F: 3 clusters Score -1.146654e+07 nChanged 2946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43392 members Mstep: Class 2 contains 18894 members Entering Unmasked Estep Score: -11468311.000000 Penalty: 5475.587891 Iteration 9Q: 3 clusters Score -1.146831e+07 nChanged 2334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43860 members Mstep: Class 2 contains 18426 members Entering Unmasked Estep Score: -11469317.000000 Penalty: 5475.587891 Iteration 10Q: 3 clusters Score -1.146932e+07 nChanged 1658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44140 members Mstep: Class 2 contains 18146 members Entering Unmasked Estep Score: -11469844.000000 Penalty: 5475.587891 Iteration 11Q: 3 clusters Score -1.146984e+07 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44373 members Mstep: Class 2 contains 17913 members Entering Unmasked Estep Score: -11470185.000000 Penalty: 5475.587891 Iteration 12Q: 3 clusters Score -1.147018e+07 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44541 members Mstep: Class 2 contains 17745 members Entering Unmasked Estep Score: -11470478.000000 Penalty: 5475.587891 Iteration 13Q: 3 clusters Score -1.147048e+07 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44731 members Mstep: Class 2 contains 17555 members Entering Unmasked Estep Score: -11470657.000000 Penalty: 5475.587891 Iteration 14Q: 3 clusters Score -1.147066e+07 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44885 members Mstep: Class 2 contains 17401 members Entering Unmasked Estep Score: -11470837.000000 Penalty: 5475.587891 Iteration 15Q: 3 clusters Score -1.147084e+07 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45064 members Mstep: Class 2 contains 17222 members Entering Unmasked Estep Score: -11471001.000000 Penalty: 5475.587891 Iteration 16Q: 3 clusters Score -1.1471e+07 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45208 members Mstep: Class 2 contains 17078 members Entering Unmasked Estep Score: -11471130.000000 Penalty: 5475.587891 Iteration 17Q: 3 clusters Score -1.147113e+07 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45327 members Mstep: Class 2 contains 16959 members Entering Unmasked Estep Score: -11471280.000000 Penalty: 5475.587891 Iteration 18Q: 3 clusters Score -1.147128e+07 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45439 members Mstep: Class 2 contains 16847 members Entering Unmasked Estep Score: -11471372.000000 Penalty: 5475.587891 Iteration 19Q: 3 clusters Score -1.147137e+07 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45507 members Mstep: Class 2 contains 16779 members Entering Unmasked Estep Score: -11471430.000000 Penalty: 5475.587891 Iteration 20F: 3 clusters Score -1.147143e+07 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45567 members Mstep: Class 2 contains 16719 members Entering Unmasked Estep Score: -11471537.000000 Penalty: 5475.587891 Iteration 21Q: 3 clusters Score -1.147154e+07 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45670 members Mstep: Class 2 contains 16616 members Entering Unmasked Estep Score: -11471628.000000 Penalty: 5475.587891 Iteration 22Q: 3 clusters Score -1.147163e+07 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45782 members Mstep: Class 2 contains 16504 members Entering Unmasked Estep Score: -11471740.000000 Penalty: 5475.587891 Iteration 23Q: 3 clusters Score -1.147174e+07 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45855 members Mstep: Class 2 contains 16431 members Entering Unmasked Estep Score: -11471805.000000 Penalty: 5475.587891 Iteration 24Q: 3 clusters Score -1.14718e+07 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45913 members Mstep: Class 2 contains 16373 members Entering Unmasked Estep Score: -11471956.000000 Penalty: 5475.587891 Iteration 25Q: 3 clusters Score -1.147196e+07 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45994 members Mstep: Class 2 contains 16292 members Entering Unmasked Estep Score: -11472033.000000 Penalty: 5475.587891 Iteration 26Q: 3 clusters Score -1.147203e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46043 members Mstep: Class 2 contains 16243 members Entering Unmasked Estep Score: -11472107.000000 Penalty: 5475.587891 Iteration 27Q: 3 clusters Score -1.147211e+07 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46055 members Mstep: Class 2 contains 16231 members Entering Unmasked Estep Score: -11472140.000000 Penalty: 5475.587891 Iteration 28Q: 3 clusters Score -1.147214e+07 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46080 members Mstep: Class 2 contains 16206 members Entering Unmasked Estep Score: -11472180.000000 Penalty: 5475.587891 Iteration 29Q: 3 clusters Score -1.147218e+07 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46104 members Mstep: Class 2 contains 16182 members Entering Unmasked Estep Score: -11472230.000000 Penalty: 5475.587891 Iteration 30Q: 3 clusters Score -1.147223e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46096 members Mstep: Class 2 contains 16190 members Entering Unmasked Estep Score: -11472320.000000 Penalty: 5475.587891 Iteration 31Q: 3 clusters Score -1.147232e+07 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46132 members Mstep: Class 2 contains 16154 members Entering Unmasked Estep Score: -11472362.000000 Penalty: 5475.587891 Iteration 32Q: 3 clusters Score -1.147236e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46162 members Mstep: Class 2 contains 16124 members Entering Unmasked Estep Score: -11472413.000000 Penalty: 5475.587891 Iteration 33Q: 3 clusters Score -1.147241e+07 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46181 members Mstep: Class 2 contains 16105 members Entering Unmasked Estep Score: -11472459.000000 Penalty: 5475.587891 Iteration 34Q: 3 clusters Score -1.147246e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46189 members Mstep: Class 2 contains 16097 members Entering Unmasked Estep Score: -11472538.000000 Penalty: 5475.587891 Iteration 35Q: 3 clusters Score -1.147254e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46219 members Mstep: Class 2 contains 16067 members Entering Unmasked Estep Score: -11472577.000000 Penalty: 5475.587891 Iteration 36Q: 3 clusters Score -1.147258e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46221 members Mstep: Class 2 contains 16065 members Entering Unmasked Estep Score: -11472584.000000 Penalty: 5475.587891 Iteration 37Q: 3 clusters Score -1.147258e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46189 members Mstep: Class 2 contains 16097 members Entering Unmasked Estep Score: -11472598.000000 Penalty: 5475.587891 Iteration 38Q: 3 clusters Score -1.14726e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46207 members Mstep: Class 2 contains 16079 members Entering Unmasked Estep Score: -11472647.000000 Penalty: 5475.587891 Iteration 39Q: 3 clusters Score -1.147265e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46212 members Mstep: Class 2 contains 16074 members Entering Unmasked Estep Score: -11472686.000000 Penalty: 5475.587891 Iteration 40F: 3 clusters Score -1.147269e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46195 members Mstep: Class 2 contains 16091 members Entering Unmasked Estep Score: -11472694.000000 Penalty: 5475.587891 Iteration 41Q: 3 clusters Score -1.147269e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46181 members Mstep: Class 2 contains 16105 members Entering Unmasked Estep Score: -11472723.000000 Penalty: 5475.587891 Iteration 42Q: 3 clusters Score -1.147272e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46159 members Mstep: Class 2 contains 16127 members Entering Unmasked Estep Score: -11472763.000000 Penalty: 5475.587891 Iteration 43Q: 3 clusters Score -1.147276e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46158 members Mstep: Class 2 contains 16128 members Entering Unmasked Estep Score: -11472808.000000 Penalty: 5475.587891 Iteration 44Q: 3 clusters Score -1.147281e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46174 members Mstep: Class 2 contains 16112 members Entering Unmasked Estep Score: -11472826.000000 Penalty: 5475.587891 Iteration 45Q: 3 clusters Score -1.147283e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46175 members Mstep: Class 2 contains 16111 members Entering Unmasked Estep Score: -11472809.000000 Penalty: 5475.587891 Iteration 46Q: 3 clusters Score -1.147281e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46165 members Mstep: Class 2 contains 16121 members Entering Unmasked Estep Score: -11472848.000000 Penalty: 5475.587891 Iteration 47Q: 3 clusters Score -1.147285e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46169 members Mstep: Class 2 contains 16117 members Entering Unmasked Estep Score: -11472865.000000 Penalty: 5475.587891 Iteration 48Q: 3 clusters Score -1.147286e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46180 members Mstep: Class 2 contains 16106 members Entering Unmasked Estep Score: -11472845.000000 Penalty: 5475.587891 Iteration 49Q: 3 clusters Score -1.147284e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46196 members Mstep: Class 2 contains 16090 members Entering Unmasked Estep Score: -11472833.000000 Penalty: 5475.587891 Iteration 50Q: 3 clusters Score -1.147283e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46212 members Mstep: Class 2 contains 16074 members Entering Unmasked Estep Score: -11472842.000000 Penalty: 5475.587891 Iteration 51Q: 3 clusters Score -1.147284e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46256 members Mstep: Class 2 contains 16030 members Entering Unmasked Estep Score: -11472827.000000 Penalty: 5475.587891 Iteration 52Q: 3 clusters Score -1.147283e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46282 members Mstep: Class 2 contains 16004 members Entering Unmasked Estep Score: -11472858.000000 Penalty: 5475.587891 Iteration 53Q: 3 clusters Score -1.147286e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46301 members Mstep: Class 2 contains 15985 members Entering Unmasked Estep Score: -11472884.000000 Penalty: 5475.587891 Iteration 54Q: 3 clusters Score -1.147288e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46321 members Mstep: Class 2 contains 15965 members Entering Unmasked Estep Score: -11472893.000000 Penalty: 5475.587891 Iteration 55Q: 3 clusters Score -1.147289e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46341 members Mstep: Class 2 contains 15945 members Entering Unmasked Estep Score: -11472895.000000 Penalty: 5475.587891 Iteration 56Q: 3 clusters Score -1.14729e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46356 members Mstep: Class 2 contains 15930 members Entering Unmasked Estep Score: -11472890.000000 Penalty: 5475.587891 Iteration 57Q: 3 clusters Score -1.147289e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46365 members Mstep: Class 2 contains 15921 members Entering Unmasked Estep Score: -11472912.000000 Penalty: 5475.587891 Iteration 58Q: 3 clusters Score -1.147291e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46384 members Mstep: Class 2 contains 15902 members Entering Unmasked Estep Score: -11472946.000000 Penalty: 5475.587891 Iteration 59Q: 3 clusters Score -1.147295e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46394 members Mstep: Class 2 contains 15892 members Entering Unmasked Estep Score: -11472944.000000 Penalty: 5475.587891 Iteration 60F: 3 clusters Score -1.147294e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46403 members Mstep: Class 2 contains 15883 members Entering Unmasked Estep Score: -11472943.000000 Penalty: 5475.587891 Iteration 61Q: 3 clusters Score -1.147294e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46399 members Mstep: Class 2 contains 15887 members Entering Unmasked Estep Score: -11472949.000000 Penalty: 5475.587891 Iteration 62Q: 3 clusters Score -1.147295e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46394 members Mstep: Class 2 contains 15892 members Entering Unmasked Estep Score: -11472948.000000 Penalty: 5475.587891 Iteration 63Q: 3 clusters Score -1.147295e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46387 members Mstep: Class 2 contains 15899 members Entering Unmasked Estep Score: -11472953.000000 Penalty: 5475.587891 Iteration 64Q: 3 clusters Score -1.147295e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46390 members Mstep: Class 2 contains 15896 members Entering Unmasked Estep Score: -11472953.000000 Penalty: 5475.587891 Iteration 65Q: 3 clusters Score -1.147295e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46386 members Mstep: Class 2 contains 15900 members Entering Unmasked Estep Score: -11472978.000000 Penalty: 5475.587891 Iteration 66Q: 3 clusters Score -1.147298e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46385 members Mstep: Class 2 contains 15901 members Entering Unmasked Estep Score: -11472966.000000 Penalty: 5475.587891 Iteration 67Q: 3 clusters Score -1.147297e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46378 members Mstep: Class 2 contains 15908 members Entering Unmasked Estep Score: -11472959.000000 Penalty: 5475.587891 Iteration 68Q: 3 clusters Score -1.147296e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46374 members Mstep: Class 2 contains 15912 members Entering Unmasked Estep Score: -11472971.000000 Penalty: 5475.587891 Iteration 69Q: 3 clusters Score -1.147297e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46359 members Mstep: Class 2 contains 15927 members Entering Unmasked Estep Score: -11472970.000000 Penalty: 5475.587891 Iteration 70Q: 3 clusters Score -1.147297e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46353 members Mstep: Class 2 contains 15933 members Entering Unmasked Estep Score: -11472986.000000 Penalty: 5475.587891 Iteration 71Q: 3 clusters Score -1.147299e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46354 members Mstep: Class 2 contains 15932 members Entering Unmasked Estep Score: -11472991.000000 Penalty: 5475.587891 Iteration 72Q: 3 clusters Score -1.147299e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46363 members Mstep: Class 2 contains 15923 members Entering Unmasked Estep Score: -11472984.000000 Penalty: 5475.587891 Iteration 73Q: 3 clusters Score -1.147298e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46353 members Mstep: Class 2 contains 15933 members Entering Unmasked Estep Score: -11472984.000000 Penalty: 5475.587891 Iteration 74Q: 3 clusters Score -1.147298e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46360 members Mstep: Class 2 contains 15926 members Entering Unmasked Estep Score: -11472988.000000 Penalty: 5475.587891 Iteration 75Q: 3 clusters Score -1.147299e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46370 members Mstep: Class 2 contains 15916 members Entering Unmasked Estep Score: -11472997.000000 Penalty: 5475.587891 Iteration 76Q: 3 clusters Score -1.1473e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46383 members Mstep: Class 2 contains 15903 members Entering Unmasked Estep Score: -11473002.000000 Penalty: 5475.587891 Iteration 77Q: 3 clusters Score -1.1473e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46392 members Mstep: Class 2 contains 15894 members Entering Unmasked Estep Score: -11472993.000000 Penalty: 5475.587891 Iteration 78Q: 3 clusters Score -1.147299e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46409 members Mstep: Class 2 contains 15877 members Entering Unmasked Estep Score: -11472978.000000 Penalty: 5475.587891 Iteration 79Q: 3 clusters Score -1.147298e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46412 members Mstep: Class 2 contains 15874 members Entering Unmasked Estep Score: -11472997.000000 Penalty: 5475.587891 Iteration 80F: 3 clusters Score -1.1473e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46417 members Mstep: Class 2 contains 15869 members Entering Unmasked Estep Score: -11473002.000000 Penalty: 5475.587891 Iteration 81Q: 3 clusters Score -1.1473e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46421 members Mstep: Class 2 contains 15865 members Entering Unmasked Estep Score: -11473006.000000 Penalty: 5475.587891 Iteration 82Q: 3 clusters Score -1.147301e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46431 members Mstep: Class 2 contains 15855 members Entering Unmasked Estep Score: -11473004.000000 Penalty: 5475.587891 Iteration 83Q: 3 clusters Score -1.1473e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46433 members Mstep: Class 2 contains 15853 members Entering Unmasked Estep Score: -11472997.000000 Penalty: 5475.587891 Iteration 84Q: 3 clusters Score -1.1473e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46434 members Mstep: Class 2 contains 15852 members Entering Unmasked Estep Score: -11472988.000000 Penalty: 5475.587891 Iteration 85Q: 3 clusters Score -1.147299e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46442 members Mstep: Class 2 contains 15844 members Entering Unmasked Estep Score: -11472996.000000 Penalty: 5475.587891 Iteration 86Q: 3 clusters Score -1.1473e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46443 members Mstep: Class 2 contains 15843 members Entering Unmasked Estep Score: -11472998.000000 Penalty: 5475.587891 Iteration 87Q: 3 clusters Score -1.1473e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46444 members Mstep: Class 2 contains 15842 members Entering Unmasked Estep Score: -11473002.000000 Penalty: 5475.587891 Iteration 88Q: 3 clusters Score -1.1473e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46445 members Mstep: Class 2 contains 15841 members Entering Unmasked Estep Score: -11472995.000000 Penalty: 5475.587891 Iteration 89Q: 3 clusters Score -1.1473e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46443 members Mstep: Class 2 contains 15843 members Entering Unmasked Estep Score: -11472992.000000 Penalty: 5475.587891 Iteration 90Q: 3 clusters Score -1.147299e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46446 members Mstep: Class 2 contains 15840 members Entering Unmasked Estep Score: -11472993.000000 Penalty: 5475.587891 Iteration 91Q: 3 clusters Score -1.147299e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46450 members Mstep: Class 2 contains 15836 members Entering Unmasked Estep Score: -11472997.000000 Penalty: 5475.587891 Iteration 92Q: 3 clusters Score -1.1473e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46452 members Mstep: Class 2 contains 15834 members Entering Unmasked Estep Score: -11473003.000000 Penalty: 5475.587891 Iteration 93Q: 3 clusters Score -1.1473e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46453 members Mstep: Class 2 contains 15833 members Entering Unmasked Estep Score: -11473004.000000 Penalty: 5475.587891 Iteration 94Q: 3 clusters Score -1.1473e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46453 members Mstep: Class 2 contains 15833 members Entering Unmasked Estep Score: -11473004.000000 Penalty: 5475.587891 Iteration 95F: 3 clusters Score -1.1473e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (23266 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23266 members Entering Unmasked Estep Score: -4197644.000000 Penalty: 2493.577637 Iteration 0F: 2 clusters Score -4197644 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11608 members Mstep: Class 2 contains 11658 members Entering Unmasked Estep Score: -4181484.500000 Penalty: 4987.155273 Iteration 0F: 3 clusters Score -4181484 nChanged 10294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11446 members Mstep: Class 2 contains 11820 members Entering Unmasked Estep Score: -4186886.250000 Penalty: 4987.155273 Iteration 1F: 3 clusters Score -4186886 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11329 members Mstep: Class 2 contains 11937 members Entering Unmasked Estep Score: -4187383.250000 Penalty: 4987.155273 Iteration 2F: 3 clusters Score -4187383 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11102 members Mstep: Class 2 contains 12164 members Entering Unmasked Estep Score: -4188042.500000 Penalty: 4987.155273 Iteration 3Q: 3 clusters Score -4188042 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10699 members Mstep: Class 2 contains 12567 members Entering Unmasked Estep Score: -4189006.750000 Penalty: 4987.155273 Iteration 4F: 3 clusters Score -4189007 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10061 members Mstep: Class 2 contains 13205 members Entering Unmasked Estep Score: -4190167.250000 Penalty: 4987.155273 Iteration 5F: 3 clusters Score -4190167 nChanged 1707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9216 members Mstep: Class 2 contains 14050 members Entering Unmasked Estep Score: -4191300.000000 Penalty: 4987.155273 Iteration 6F: 3 clusters Score -4191300 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8236 members Mstep: Class 2 contains 15030 members Entering Unmasked Estep Score: -4192314.250000 Penalty: 4987.155273 Iteration 7F: 3 clusters Score -4192314 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7285 members Mstep: Class 2 contains 15981 members Entering Unmasked Estep Score: -4193094.250000 Penalty: 4987.155273 Iteration 8F: 3 clusters Score -4193094 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6426 members Mstep: Class 2 contains 16840 members Entering Unmasked Estep Score: -4193687.250000 Penalty: 4987.155273 Iteration 9Q: 3 clusters Score -4193687 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 17665 members Entering Unmasked Estep Score: -4194183.500000 Penalty: 4987.155273 Iteration 10Q: 3 clusters Score -4194184 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4874 members Mstep: Class 2 contains 18392 members Entering Unmasked Estep Score: -4194620.500000 Penalty: 4987.155273 Iteration 11Q: 3 clusters Score -4194620 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 19032 members Entering Unmasked Estep Score: -4195003.500000 Penalty: 4987.155273 Iteration 12Q: 3 clusters Score -4195004 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 19579 members Entering Unmasked Estep Score: -4195362.000000 Penalty: 4987.155273 Iteration 13Q: 3 clusters Score -4195362 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 20042 members Entering Unmasked Estep Score: -4195708.500000 Penalty: 4987.155273 Iteration 14Q: 3 clusters Score -4195708 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 20428 members Entering Unmasked Estep Score: -4196108.500000 Penalty: 4987.155273 Iteration 15Q: 3 clusters Score -4196108 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 20716 members Entering Unmasked Estep Score: -4196311.000000 Penalty: 4987.155273 Iteration 16Q: 3 clusters Score -4196311 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 20961 members Entering Unmasked Estep Score: -4196472.500000 Penalty: 4987.155273 Iteration 17Q: 3 clusters Score -4196472 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 21145 members Entering Unmasked Estep Score: -4196548.000000 Penalty: 4987.155273 Iteration 18Q: 3 clusters Score -4196548 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 21276 members Entering Unmasked Estep Score: -4196599.500000 Penalty: 4987.155273 Iteration 19Q: 3 clusters Score -4196600 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 21392 members Entering Unmasked Estep Score: -4196661.500000 Penalty: 4987.155273 Iteration 20F: 3 clusters Score -4196662 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 21482 members Entering Unmasked Estep Score: -4196691.500000 Penalty: 4987.155273 Iteration 21Q: 3 clusters Score -4196692 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 21545 members Entering Unmasked Estep Score: -4196717.000000 Penalty: 4987.155273 Iteration 22Q: 3 clusters Score -4196717 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 21599 members Entering Unmasked Estep Score: -4196731.000000 Penalty: 4987.155273 Iteration 23Q: 3 clusters Score -4196731 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 21641 members Entering Unmasked Estep Score: -4196745.000000 Penalty: 4987.155273 Iteration 24Q: 3 clusters Score -4196745 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 21682 members Entering Unmasked Estep Score: -4196765.000000 Penalty: 4987.155273 Iteration 25Q: 3 clusters Score -4196765 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 21705 members Entering Unmasked Estep Score: -4196762.500000 Penalty: 4987.155273 Iteration 26Q: 3 clusters Score -4196762 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 21723 members Entering Unmasked Estep Score: -4196764.000000 Penalty: 4987.155273 Iteration 27Q: 3 clusters Score -4196764 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 21740 members Entering Unmasked Estep Score: -4196766.000000 Penalty: 4987.155273 Iteration 28Q: 3 clusters Score -4196766 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 21751 members Entering Unmasked Estep Score: -4196777.500000 Penalty: 4987.155273 Iteration 29Q: 3 clusters Score -4196778 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 21761 members Entering Unmasked Estep Score: -4196781.500000 Penalty: 4987.155273 Iteration 30Q: 3 clusters Score -4196782 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 21765 members Entering Unmasked Estep Score: -4196780.500000 Penalty: 4987.155273 Iteration 31Q: 3 clusters Score -4196780 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 21767 members Entering Unmasked Estep Score: -4196784.500000 Penalty: 4987.155273 Iteration 32Q: 3 clusters Score -4196784 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 21768 members Entering Unmasked Estep Score: -4196786.500000 Penalty: 4987.155273 Iteration 33Q: 3 clusters Score -4196786 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 21768 members Entering Unmasked Estep Score: -4196786.500000 Penalty: 4987.155273 Iteration 34F: 3 clusters Score -4196786 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Entering Unmasked Estep Score: -20976.830078 Penalty: 1270.743042 Iteration 0F: 2 clusters Score -20976.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -20092.972656 Penalty: 2541.486084 Iteration 0F: 3 clusters Score -20092.97 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -20169.041016 Penalty: 2541.486084 Iteration 1F: 3 clusters Score -20169.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -20178.074219 Penalty: 2541.486084 Iteration 2Q: 3 clusters Score -20178.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -20184.998047 Penalty: 2541.486084 Iteration 3Q: 3 clusters Score -20185 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -20188.847656 Penalty: 2541.486084 Iteration 4Q: 3 clusters Score -20188.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -20188.847656 Penalty: 2541.486084 Iteration 5F: 3 clusters Score -20188.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (24611 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24611 members Entering Unmasked Estep Score: -4856501.000000 Penalty: 2507.515137 Iteration 0F: 2 clusters Score -4856501 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12376 members Mstep: Class 2 contains 12235 members Entering Unmasked Estep Score: -4840033.500000 Penalty: 5015.030273 Iteration 0F: 3 clusters Score -4840034 nChanged 10856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12750 members Mstep: Class 2 contains 11861 members Entering Unmasked Estep Score: -4845715.000000 Penalty: 5015.030273 Iteration 1F: 3 clusters Score -4845715 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13011 members Mstep: Class 2 contains 11600 members Entering Unmasked Estep Score: -4846107.500000 Penalty: 5015.030273 Iteration 2F: 3 clusters Score -4846108 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13382 members Mstep: Class 2 contains 11229 members Entering Unmasked Estep Score: -4846478.000000 Penalty: 5015.030273 Iteration 3Q: 3 clusters Score -4846478 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13880 members Mstep: Class 2 contains 10731 members Entering Unmasked Estep Score: -4846790.500000 Penalty: 5015.030273 Iteration 4Q: 3 clusters Score -4846790 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14516 members Mstep: Class 2 contains 10095 members Entering Unmasked Estep Score: -4847101.500000 Penalty: 5015.030273 Iteration 5Q: 3 clusters Score -4847102 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15378 members Mstep: Class 2 contains 9233 members Entering Unmasked Estep Score: -4847508.000000 Penalty: 5015.030273 Iteration 6Q: 3 clusters Score -4847508 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16510 members Mstep: Class 2 contains 8101 members Entering Unmasked Estep Score: -4848076.500000 Penalty: 5015.030273 Iteration 7Q: 3 clusters Score -4848076 nChanged 1393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17883 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -4848928.500000 Penalty: 5015.030273 Iteration 8F: 3 clusters Score -4848928 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19483 members Mstep: Class 2 contains 5128 members Entering Unmasked Estep Score: -4850054.500000 Penalty: 5015.030273 Iteration 9F: 3 clusters Score -4850054 nChanged 1606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21077 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -4851378.500000 Penalty: 5015.030273 Iteration 10F: 3 clusters Score -4851378 nChanged 1456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22533 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -4852651.500000 Penalty: 5015.030273 Iteration 11F: 3 clusters Score -4852652 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23506 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -4853508.000000 Penalty: 5015.030273 Iteration 12Q: 3 clusters Score -4853508 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23988 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -4853896.000000 Penalty: 5015.030273 Iteration 13Q: 3 clusters Score -4853896 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24196 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -4854073.000000 Penalty: 5015.030273 Iteration 14Q: 3 clusters Score -4854073 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24280 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -4854160.500000 Penalty: 5015.030273 Iteration 15Q: 3 clusters Score -4854160 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24328 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -4854230.000000 Penalty: 5015.030273 Iteration 16Q: 3 clusters Score -4854230 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24350 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -4854247.500000 Penalty: 5015.030273 Iteration 17Q: 3 clusters Score -4854248 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24358 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -4854254.500000 Penalty: 5015.030273 Iteration 18Q: 3 clusters Score -4854254 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24369 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -4854283.000000 Penalty: 5015.030273 Iteration 19Q: 3 clusters Score -4854283 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24373 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -4854286.000000 Penalty: 5015.030273 Iteration 20F: 3 clusters Score -4854286 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24374 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -4854288.500000 Penalty: 5015.030273 Iteration 21Q: 3 clusters Score -4854288 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24373 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -4854298.000000 Penalty: 5015.030273 Iteration 22Q: 3 clusters Score -4854298 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24376 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -4854304.500000 Penalty: 5015.030273 Iteration 23Q: 3 clusters Score -4854304 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24378 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -4854313.500000 Penalty: 5015.030273 Iteration 24Q: 3 clusters Score -4854314 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24382 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -4854316.500000 Penalty: 5015.030273 Iteration 25Q: 3 clusters Score -4854316 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24384 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -4854320.000000 Penalty: 5015.030273 Iteration 26Q: 3 clusters Score -4854320 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24384 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -4854324.500000 Penalty: 5015.030273 Iteration 27Q: 3 clusters Score -4854324 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24384 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -4854324.500000 Penalty: 5015.030273 Iteration 28F: 3 clusters Score -4854324 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Entering Unmasked Estep Score: -109081.992188 Penalty: 1611.947144 Iteration 0F: 2 clusters Score -109082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -107361.484375 Penalty: 3223.894287 Iteration 0F: 3 clusters Score -107361.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -107591.875000 Penalty: 3223.894287 Iteration 1F: 3 clusters Score -107591.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -107658.695312 Penalty: 3223.894287 Iteration 2F: 3 clusters Score -107658.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -107672.414062 Penalty: 3223.894287 Iteration 3Q: 3 clusters Score -107672.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -107681.929688 Penalty: 3223.894287 Iteration 4Q: 3 clusters Score -107681.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -107690.296875 Penalty: 3223.894287 Iteration 5Q: 3 clusters Score -107690.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -107694.460938 Penalty: 3223.894287 Iteration 6Q: 3 clusters Score -107694.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -107698.171875 Penalty: 3223.894287 Iteration 7Q: 3 clusters Score -107698.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -107698.171875 Penalty: 3223.894287 Iteration 8F: 3 clusters Score -107698.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Entering Unmasked Estep Score: -76120.398438 Penalty: 1535.198242 Iteration 0F: 2 clusters Score -76120.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -74645.968750 Penalty: 3070.396484 Iteration 0F: 3 clusters Score -74645.97 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -74825.070312 Penalty: 3070.396484 Iteration 1F: 3 clusters Score -74825.07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -74886.382812 Penalty: 3070.396484 Iteration 2F: 3 clusters Score -74886.38 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -74934.906250 Penalty: 3070.396484 Iteration 3Q: 3 clusters Score -74934.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -74976.742188 Penalty: 3070.396484 Iteration 4Q: 3 clusters Score -74976.74 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -75016.734375 Penalty: 3070.396484 Iteration 5Q: 3 clusters Score -75016.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -75036.679688 Penalty: 3070.396484 Iteration 6Q: 3 clusters Score -75036.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -75040.945312 Penalty: 3070.396484 Iteration 7Q: 3 clusters Score -75040.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -75047.218750 Penalty: 3070.396484 Iteration 8Q: 3 clusters Score -75047.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -75050.289062 Penalty: 3070.396484 Iteration 9Q: 3 clusters Score -75050.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -75055.726562 Penalty: 3070.396484 Iteration 10Q: 3 clusters Score -75055.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -75055.726562 Penalty: 3070.396484 Iteration 11F: 3 clusters Score -75055.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (23210 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23210 members Entering Unmasked Estep Score: -4507256.000000 Penalty: 2492.979980 Iteration 0F: 2 clusters Score -4507256 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11589 members Mstep: Class 2 contains 11621 members Entering Unmasked Estep Score: -4491074.000000 Penalty: 4985.959961 Iteration 0F: 3 clusters Score -4491074 nChanged 10338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11383 members Mstep: Class 2 contains 11827 members Entering Unmasked Estep Score: -4496431.000000 Penalty: 4985.959961 Iteration 1F: 3 clusters Score -4496431 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11298 members Mstep: Class 2 contains 11912 members Entering Unmasked Estep Score: -4496845.000000 Penalty: 4985.959961 Iteration 2F: 3 clusters Score -4496845 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11139 members Mstep: Class 2 contains 12071 members Entering Unmasked Estep Score: -4497179.000000 Penalty: 4985.959961 Iteration 3Q: 3 clusters Score -4497179 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10954 members Mstep: Class 2 contains 12256 members Entering Unmasked Estep Score: -4497540.000000 Penalty: 4985.959961 Iteration 4Q: 3 clusters Score -4497540 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10747 members Mstep: Class 2 contains 12463 members Entering Unmasked Estep Score: -4497831.500000 Penalty: 4985.959961 Iteration 5Q: 3 clusters Score -4497832 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10412 members Mstep: Class 2 contains 12798 members Entering Unmasked Estep Score: -4498205.500000 Penalty: 4985.959961 Iteration 6Q: 3 clusters Score -4498206 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9907 members Mstep: Class 2 contains 13303 members Entering Unmasked Estep Score: -4498660.500000 Penalty: 4985.959961 Iteration 7Q: 3 clusters Score -4498660 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9228 members Mstep: Class 2 contains 13982 members Entering Unmasked Estep Score: -4499202.000000 Penalty: 4985.959961 Iteration 8Q: 3 clusters Score -4499202 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8428 members Mstep: Class 2 contains 14782 members Entering Unmasked Estep Score: -4499870.000000 Penalty: 4985.959961 Iteration 9Q: 3 clusters Score -4499870 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7604 members Mstep: Class 2 contains 15606 members Entering Unmasked Estep Score: -4500646.500000 Penalty: 4985.959961 Iteration 10F: 3 clusters Score -4500646 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6787 members Mstep: Class 2 contains 16423 members Entering Unmasked Estep Score: -4501483.000000 Penalty: 4985.959961 Iteration 11Q: 3 clusters Score -4501483 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 17091 members Entering Unmasked Estep Score: -4502234.500000 Penalty: 4985.959961 Iteration 12Q: 3 clusters Score -4502234 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 17655 members Entering Unmasked Estep Score: -4502816.000000 Penalty: 4985.959961 Iteration 13Q: 3 clusters Score -4502816 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 18113 members Entering Unmasked Estep Score: -4503246.500000 Penalty: 4985.959961 Iteration 14Q: 3 clusters Score -4503246 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4712 members Mstep: Class 2 contains 18498 members Entering Unmasked Estep Score: -4503587.000000 Penalty: 4985.959961 Iteration 15Q: 3 clusters Score -4503587 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 18840 members Entering Unmasked Estep Score: -4503833.500000 Penalty: 4985.959961 Iteration 16Q: 3 clusters Score -4503834 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 19128 members Entering Unmasked Estep Score: -4504033.000000 Penalty: 4985.959961 Iteration 17Q: 3 clusters Score -4504033 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 19357 members Entering Unmasked Estep Score: -4504178.500000 Penalty: 4985.959961 Iteration 18Q: 3 clusters Score -4504178 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 19562 members Entering Unmasked Estep Score: -4504282.000000 Penalty: 4985.959961 Iteration 19Q: 3 clusters Score -4504282 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 19716 members Entering Unmasked Estep Score: -4504355.500000 Penalty: 4985.959961 Iteration 20F: 3 clusters Score -4504356 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 19864 members Entering Unmasked Estep Score: -4504410.500000 Penalty: 4985.959961 Iteration 21Q: 3 clusters Score -4504410 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 19988 members Entering Unmasked Estep Score: -4504459.000000 Penalty: 4985.959961 Iteration 22Q: 3 clusters Score -4504459 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 20106 members Entering Unmasked Estep Score: -4504512.000000 Penalty: 4985.959961 Iteration 23Q: 3 clusters Score -4504512 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 20206 members Entering Unmasked Estep Score: -4504539.500000 Penalty: 4985.959961 Iteration 24Q: 3 clusters Score -4504540 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 20297 members Entering Unmasked Estep Score: -4504574.000000 Penalty: 4985.959961 Iteration 25Q: 3 clusters Score -4504574 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 20379 members Entering Unmasked Estep Score: -4504599.000000 Penalty: 4985.959961 Iteration 26Q: 3 clusters Score -4504599 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 20462 members Entering Unmasked Estep Score: -4504622.500000 Penalty: 4985.959961 Iteration 27Q: 3 clusters Score -4504622 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 20537 members Entering Unmasked Estep Score: -4504649.000000 Penalty: 4985.959961 Iteration 28Q: 3 clusters Score -4504649 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 20598 members Entering Unmasked Estep Score: -4504684.000000 Penalty: 4985.959961 Iteration 29Q: 3 clusters Score -4504684 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 20662 members Entering Unmasked Estep Score: -4504704.000000 Penalty: 4985.959961 Iteration 30Q: 3 clusters Score -4504704 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 20728 members Entering Unmasked Estep Score: -4504727.500000 Penalty: 4985.959961 Iteration 31Q: 3 clusters Score -4504728 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 20785 members Entering Unmasked Estep Score: -4504742.500000 Penalty: 4985.959961 Iteration 32Q: 3 clusters Score -4504742 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 20827 members Entering Unmasked Estep Score: -4504754.000000 Penalty: 4985.959961 Iteration 33Q: 3 clusters Score -4504754 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 20878 members Entering Unmasked Estep Score: -4504771.000000 Penalty: 4985.959961 Iteration 34Q: 3 clusters Score -4504771 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 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Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 21026 members Entering Unmasked Estep Score: -4504825.000000 Penalty: 4985.959961 Iteration 39Q: 3 clusters Score -4504825 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 21055 members Entering Unmasked Estep Score: -4504846.000000 Penalty: 4985.959961 Iteration 40F: 3 clusters Score -4504846 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 21089 members Entering Unmasked Estep Score: -4504840.500000 Penalty: 4985.959961 Iteration 41Q: 3 clusters Score -4504840 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 21114 members Entering Unmasked Estep Score: -4504847.000000 Penalty: 4985.959961 Iteration 42Q: 3 clusters Score -4504847 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 21137 members Entering Unmasked Estep Score: -4504845.500000 Penalty: 4985.959961 Iteration 43Q: 3 clusters Score -4504846 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 21168 members Entering Unmasked Estep Score: -4504850.500000 Penalty: 4985.959961 Iteration 44Q: 3 clusters Score -4504850 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 21201 members Entering Unmasked Estep Score: -4504865.000000 Penalty: 4985.959961 Iteration 45Q: 3 clusters Score -4504865 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 21233 members Entering Unmasked Estep Score: -4504871.000000 Penalty: 4985.959961 Iteration 46Q: 3 clusters Score -4504871 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 21261 members Entering Unmasked Estep Score: -4504889.000000 Penalty: 4985.959961 Iteration 47Q: 3 clusters Score -4504889 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 21282 members Entering Unmasked Estep Score: -4504903.500000 Penalty: 4985.959961 Iteration 48Q: 3 clusters Score -4504904 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 21304 members Entering Unmasked Estep Score: -4504913.500000 Penalty: 4985.959961 Iteration 49Q: 3 clusters Score -4504914 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 21324 members Entering Unmasked Estep Score: -4504910.500000 Penalty: 4985.959961 Iteration 50Q: 3 clusters 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54Q: 3 clusters Score -4504948 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 21443 members Entering Unmasked Estep Score: -4504954.000000 Penalty: 4985.959961 Iteration 55Q: 3 clusters Score -4504954 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 21457 members Entering Unmasked Estep Score: -4504950.500000 Penalty: 4985.959961 Iteration 56Q: 3 clusters Score -4504950 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 21477 members Entering Unmasked Estep Score: -4504964.500000 Penalty: 4985.959961 Iteration 57Q: 3 clusters Score -4504964 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 21491 members Entering Unmasked Estep Score: -4504972.500000 Penalty: 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Unmasked Estep Score: -4504994.500000 Penalty: 4985.959961 Iteration 66Q: 3 clusters Score -4504994 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 21625 members Entering Unmasked Estep Score: -4505003.000000 Penalty: 4985.959961 Iteration 67Q: 3 clusters Score -4505003 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 21646 members Entering Unmasked Estep Score: -4505015.000000 Penalty: 4985.959961 Iteration 68Q: 3 clusters Score -4505015 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 21665 members Entering Unmasked Estep Score: -4505018.500000 Penalty: 4985.959961 Iteration 69Q: 3 clusters Score -4505018 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 21681 members Entering Unmasked Estep Score: -4505026.500000 Penalty: 4985.959961 Iteration 70Q: 3 clusters Score -4505026 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 21702 members Entering Unmasked Estep Score: -4505035.000000 Penalty: 4985.959961 Iteration 71Q: 3 clusters Score -4505035 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 21719 members Entering Unmasked Estep Score: -4505045.000000 Penalty: 4985.959961 Iteration 72Q: 3 clusters Score -4505045 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 21740 members Entering Unmasked Estep Score: -4505055.000000 Penalty: 4985.959961 Iteration 73Q: 3 clusters Score -4505055 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 21759 members Entering Unmasked Estep Score: -4505062.000000 Penalty: 4985.959961 Iteration 74Q: 3 clusters Score -4505062 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 21771 members Entering Unmasked Estep Score: -4505071.500000 Penalty: 4985.959961 Iteration 75Q: 3 clusters Score -4505072 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 21783 members Entering Unmasked Estep Score: -4505073.500000 Penalty: 4985.959961 Iteration 76Q: 3 clusters Score -4505074 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 21805 members Entering Unmasked Estep Score: -4505081.000000 Penalty: 4985.959961 Iteration 77Q: 3 clusters Score -4505081 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members 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contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 21949 members Entering Unmasked Estep Score: -4505116.000000 Penalty: 4985.959961 Iteration 90Q: 3 clusters Score -4505116 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 21960 members Entering Unmasked Estep Score: -4505126.000000 Penalty: 4985.959961 Iteration 91Q: 3 clusters Score -4505126 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 21965 members Entering Unmasked Estep Score: -4505133.000000 Penalty: 4985.959961 Iteration 92Q: 3 clusters Score -4505133 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 21972 members Entering Unmasked Estep Score: -4505130.000000 Penalty: 4985.959961 Iteration 93Q: 3 clusters Score -4505130 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 21979 members Entering Unmasked Estep Score: -4505138.500000 Penalty: 4985.959961 Iteration 94Q: 3 clusters Score -4505138 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 21983 members Entering Unmasked Estep Score: -4505137.000000 Penalty: 4985.959961 Iteration 95Q: 3 clusters Score -4505137 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 21986 members Entering Unmasked Estep Score: -4505131.000000 Penalty: 4985.959961 Iteration 96Q: 3 clusters Score -4505131 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 21985 members Entering Unmasked Estep Score: -4505134.500000 Penalty: 4985.959961 Iteration 97Q: 3 clusters Score -4505134 nChanged 1 Entering 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members Entering Unmasked Estep Score: -4505196.000000 Penalty: 4985.959961 Iteration 125Q: 3 clusters Score -4505196 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 22147 members Entering Unmasked Estep Score: -4505202.500000 Penalty: 4985.959961 Iteration 126Q: 3 clusters Score -4505202 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 22147 members Entering Unmasked Estep Score: -4505202.500000 Penalty: 4985.959961 Iteration 127F: 3 clusters Score -4505202 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Entering Unmasked Estep Score: -55875.523438 Penalty: 1467.885620 Iteration 0F: 2 clusters Score -55875.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -54568.039062 Penalty: 2935.771240 Iteration 0F: 3 clusters Score -54568.04 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -54751.847656 Penalty: 2935.771240 Iteration 1F: 3 clusters Score -54751.85 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -54830.367188 Penalty: 2935.771240 Iteration 2F: 3 clusters Score -54830.37 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -54874.828125 Penalty: 2935.771240 Iteration 3Q: 3 clusters Score -54874.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -54901.664062 Penalty: 2935.771240 Iteration 4Q: 3 clusters Score -54901.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -54918.492188 Penalty: 2935.771240 Iteration 5Q: 3 clusters Score -54918.49 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -54960.562500 Penalty: 2935.771240 Iteration 6Q: 3 clusters Score -54960.56 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -55055.054688 Penalty: 2935.771240 Iteration 7Q: 3 clusters Score -55055.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -55115.925781 Penalty: 2935.771240 Iteration 8Q: 3 clusters Score -55115.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -55130.976562 Penalty: 2935.771240 Iteration 9Q: 3 clusters Score -55130.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -55139.761719 Penalty: 2935.771240 Iteration 10Q: 3 clusters Score -55139.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -55139.761719 Penalty: 2935.771240 Iteration 11F: 3 clusters Score -55139.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (24765 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24765 members Entering Unmasked Estep Score: -4850255.000000 Penalty: 2509.062256 Iteration 0F: 2 clusters Score -4850255 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12340 members Mstep: Class 2 contains 12425 members Entering Unmasked Estep Score: -4833480.000000 Penalty: 5018.124512 Iteration 0F: 3 clusters Score -4833480 nChanged 10884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11894 members Mstep: Class 2 contains 12871 members Entering Unmasked Estep Score: -4839458.000000 Penalty: 5018.124512 Iteration 1F: 3 clusters Score -4839458 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11595 members Mstep: Class 2 contains 13170 members Entering Unmasked Estep Score: -4839852.500000 Penalty: 5018.124512 Iteration 2Q: 3 clusters Score -4839852 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11148 members Mstep: Class 2 contains 13617 members Entering Unmasked Estep Score: -4840367.000000 Penalty: 5018.124512 Iteration 3Q: 3 clusters Score -4840367 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10541 members Mstep: Class 2 contains 14224 members Entering Unmasked Estep Score: -4841105.000000 Penalty: 5018.124512 Iteration 4F: 3 clusters Score -4841105 nChanged 1532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9851 members Mstep: Class 2 contains 14914 members Entering Unmasked Estep Score: -4842077.500000 Penalty: 5018.124512 Iteration 5F: 3 clusters Score -4842078 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9096 members Mstep: Class 2 contains 15669 members Entering Unmasked Estep Score: -4843215.000000 Penalty: 5018.124512 Iteration 6F: 3 clusters Score -4843215 nChanged 1662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8392 members Mstep: Class 2 contains 16373 members Entering Unmasked Estep Score: -4844493.000000 Penalty: 5018.124512 Iteration 7F: 3 clusters Score -4844493 nChanged 1502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7876 members Mstep: Class 2 contains 16889 members Entering Unmasked Estep Score: -4845678.000000 Penalty: 5018.124512 Iteration 8F: 3 clusters Score -4845678 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7596 members Mstep: Class 2 contains 17169 members Entering Unmasked Estep Score: -4846448.500000 Penalty: 5018.124512 Iteration 9Q: 3 clusters Score -4846448 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7434 members Mstep: Class 2 contains 17331 members Entering Unmasked Estep Score: -4846890.000000 Penalty: 5018.124512 Iteration 10Q: 3 clusters Score -4846890 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7382 members Mstep: Class 2 contains 17383 members Entering Unmasked Estep Score: -4847151.000000 Penalty: 5018.124512 Iteration 11Q: 3 clusters Score -4847151 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 17421 members Entering Unmasked Estep Score: -4847290.500000 Penalty: 5018.124512 Iteration 12Q: 3 clusters Score -4847290 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7293 members Mstep: Class 2 contains 17472 members Entering Unmasked Estep Score: -4847396.500000 Penalty: 5018.124512 Iteration 13Q: 3 clusters Score -4847396 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7282 members Mstep: Class 2 contains 17483 members Entering Unmasked Estep Score: -4847471.500000 Penalty: 5018.124512 Iteration 14Q: 3 clusters Score -4847472 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7287 members Mstep: Class 2 contains 17478 members Entering Unmasked Estep Score: -4847533.000000 Penalty: 5018.124512 Iteration 15Q: 3 clusters Score -4847533 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7322 members Mstep: Class 2 contains 17443 members Entering Unmasked Estep Score: -4847564.000000 Penalty: 5018.124512 Iteration 16Q: 3 clusters Score -4847564 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7371 members Mstep: Class 2 contains 17394 members Entering Unmasked Estep Score: -4847598.500000 Penalty: 5018.124512 Iteration 17Q: 3 clusters Score -4847598 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7404 members Mstep: Class 2 contains 17361 members Entering Unmasked Estep Score: -4847609.500000 Penalty: 5018.124512 Iteration 18Q: 3 clusters Score -4847610 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7452 members Mstep: Class 2 contains 17313 members Entering Unmasked Estep Score: -4847599.000000 Penalty: 5018.124512 Iteration 19Q: 3 clusters Score -4847599 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7501 members Mstep: Class 2 contains 17264 members Entering Unmasked Estep Score: -4847596.500000 Penalty: 5018.124512 Iteration 20F: 3 clusters Score -4847596 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7556 members Mstep: Class 2 contains 17209 members Entering Unmasked Estep Score: -4847605.500000 Penalty: 5018.124512 Iteration 21Q: 3 clusters Score -4847606 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7600 members Mstep: Class 2 contains 17165 members Entering Unmasked Estep Score: -4847593.000000 Penalty: 5018.124512 Iteration 22Q: 3 clusters Score -4847593 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7648 members Mstep: Class 2 contains 17117 members Entering Unmasked Estep Score: -4847589.000000 Penalty: 5018.124512 Iteration 23Q: 3 clusters Score -4847589 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7698 members Mstep: Class 2 contains 17067 members Entering Unmasked Estep Score: -4847586.500000 Penalty: 5018.124512 Iteration 24Q: 3 clusters Score -4847586 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7735 members Mstep: Class 2 contains 17030 members Entering Unmasked Estep Score: -4847588.000000 Penalty: 5018.124512 Iteration 25Q: 3 clusters Score -4847588 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7766 members Mstep: Class 2 contains 16999 members Entering Unmasked Estep Score: -4847579.000000 Penalty: 5018.124512 Iteration 26Q: 3 clusters Score -4847579 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7796 members Mstep: Class 2 contains 16969 members Entering Unmasked Estep Score: -4847573.000000 Penalty: 5018.124512 Iteration 27Q: 3 clusters Score -4847573 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7824 members Mstep: Class 2 contains 16941 members Entering Unmasked Estep Score: -4847569.000000 Penalty: 5018.124512 Iteration 28Q: 3 clusters Score -4847569 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7855 members Mstep: Class 2 contains 16910 members Entering Unmasked Estep Score: -4847553.000000 Penalty: 5018.124512 Iteration 29Q: 3 clusters Score -4847553 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7899 members Mstep: Class 2 contains 16866 members Entering Unmasked Estep Score: -4847544.500000 Penalty: 5018.124512 Iteration 30Q: 3 clusters Score -4847544 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7943 members Mstep: Class 2 contains 16822 members Entering Unmasked Estep Score: -4847534.500000 Penalty: 5018.124512 Iteration 31Q: 3 clusters Score -4847534 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7993 members Mstep: Class 2 contains 16772 members Entering Unmasked Estep Score: -4847531.500000 Penalty: 5018.124512 Iteration 32Q: 3 clusters Score -4847532 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8038 members Mstep: Class 2 contains 16727 members Entering Unmasked Estep Score: -4847527.500000 Penalty: 5018.124512 Iteration 33Q: 3 clusters Score -4847528 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8076 members Mstep: Class 2 contains 16689 members Entering Unmasked Estep Score: -4847537.000000 Penalty: 5018.124512 Iteration 34Q: 3 clusters Score -4847537 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8124 members Mstep: Class 2 contains 16641 members Entering Unmasked Estep Score: -4847523.500000 Penalty: 5018.124512 Iteration 35Q: 3 clusters Score -4847524 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8171 members Mstep: Class 2 contains 16594 members Entering Unmasked Estep Score: -4847520.000000 Penalty: 5018.124512 Iteration 36Q: 3 clusters Score -4847520 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8215 members Mstep: Class 2 contains 16550 members Entering Unmasked Estep Score: -4847512.500000 Penalty: 5018.124512 Iteration 37Q: 3 clusters Score -4847512 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8250 members Mstep: Class 2 contains 16515 members Entering Unmasked Estep Score: -4847516.500000 Penalty: 5018.124512 Iteration 38Q: 3 clusters Score -4847516 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8281 members Mstep: Class 2 contains 16484 members Entering Unmasked Estep Score: -4847513.500000 Penalty: 5018.124512 Iteration 39Q: 3 clusters Score -4847514 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8310 members Mstep: Class 2 contains 16455 members Entering Unmasked Estep Score: -4847498.000000 Penalty: 5018.124512 Iteration 40F: 3 clusters Score -4847498 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8344 members Mstep: Class 2 contains 16421 members Entering Unmasked Estep Score: -4847494.000000 Penalty: 5018.124512 Iteration 41Q: 3 clusters Score -4847494 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8384 members Mstep: Class 2 contains 16381 members Entering Unmasked Estep Score: -4847484.500000 Penalty: 5018.124512 Iteration 42Q: 3 clusters Score -4847484 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8425 members Mstep: Class 2 contains 16340 members Entering Unmasked Estep Score: -4847480.500000 Penalty: 5018.124512 Iteration 43Q: 3 clusters Score -4847480 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8477 members Mstep: Class 2 contains 16288 members Entering Unmasked Estep Score: -4847476.500000 Penalty: 5018.124512 Iteration 44Q: 3 clusters Score -4847476 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8510 members Mstep: Class 2 contains 16255 members Entering Unmasked Estep Score: -4847475.000000 Penalty: 5018.124512 Iteration 45Q: 3 clusters Score -4847475 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8540 members Mstep: Class 2 contains 16225 members Entering Unmasked Estep Score: -4847464.000000 Penalty: 5018.124512 Iteration 46Q: 3 clusters Score -4847464 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8562 members Mstep: Class 2 contains 16203 members Entering Unmasked Estep Score: -4847460.500000 Penalty: 5018.124512 Iteration 47Q: 3 clusters Score -4847460 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8592 members Mstep: Class 2 contains 16173 members Entering Unmasked Estep Score: -4847462.500000 Penalty: 5018.124512 Iteration 48Q: 3 clusters Score -4847462 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8617 members Mstep: Class 2 contains 16148 members Entering Unmasked Estep Score: -4847450.000000 Penalty: 5018.124512 Iteration 49Q: 3 clusters Score -4847450 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8644 members Mstep: Class 2 contains 16121 members Entering Unmasked Estep Score: -4847440.500000 Penalty: 5018.124512 Iteration 50Q: 3 clusters Score -4847440 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8672 members Mstep: Class 2 contains 16093 members Entering Unmasked Estep Score: -4847445.000000 Penalty: 5018.124512 Iteration 51Q: 3 clusters Score -4847445 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8704 members Mstep: Class 2 contains 16061 members Entering Unmasked Estep Score: -4847441.500000 Penalty: 5018.124512 Iteration 52Q: 3 clusters Score -4847442 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8732 members Mstep: Class 2 contains 16033 members Entering Unmasked Estep Score: -4847433.000000 Penalty: 5018.124512 Iteration 53Q: 3 clusters Score -4847433 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8765 members Mstep: Class 2 contains 16000 members Entering Unmasked Estep Score: -4847427.000000 Penalty: 5018.124512 Iteration 54Q: 3 clusters Score -4847427 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8793 members Mstep: Class 2 contains 15972 members Entering Unmasked Estep Score: -4847416.500000 Penalty: 5018.124512 Iteration 55Q: 3 clusters Score -4847416 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8822 members Mstep: Class 2 contains 15943 members Entering Unmasked Estep Score: -4847423.500000 Penalty: 5018.124512 Iteration 56Q: 3 clusters Score -4847424 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8859 members Mstep: Class 2 contains 15906 members Entering Unmasked Estep Score: -4847417.000000 Penalty: 5018.124512 Iteration 57Q: 3 clusters Score -4847417 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8896 members Mstep: Class 2 contains 15869 members Entering Unmasked Estep Score: -4847416.000000 Penalty: 5018.124512 Iteration 58Q: 3 clusters Score -4847416 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8937 members Mstep: Class 2 contains 15828 members Entering Unmasked Estep Score: -4847398.500000 Penalty: 5018.124512 Iteration 59Q: 3 clusters Score -4847398 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8971 members Mstep: Class 2 contains 15794 members Entering Unmasked Estep Score: -4847393.000000 Penalty: 5018.124512 Iteration 60F: 3 clusters Score -4847393 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9007 members Mstep: Class 2 contains 15758 members Entering Unmasked Estep Score: -4847385.500000 Penalty: 5018.124512 Iteration 61Q: 3 clusters Score -4847386 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9031 members Mstep: Class 2 contains 15734 members Entering Unmasked Estep Score: -4847382.500000 Penalty: 5018.124512 Iteration 62Q: 3 clusters Score -4847382 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9054 members Mstep: Class 2 contains 15711 members Entering Unmasked Estep Score: -4847389.500000 Penalty: 5018.124512 Iteration 63Q: 3 clusters Score -4847390 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9078 members Mstep: Class 2 contains 15687 members Entering Unmasked Estep Score: -4847387.000000 Penalty: 5018.124512 Iteration 64Q: 3 clusters Score -4847387 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9101 members Mstep: Class 2 contains 15664 members Entering Unmasked Estep Score: -4847384.000000 Penalty: 5018.124512 Iteration 65Q: 3 clusters Score -4847384 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9119 members Mstep: Class 2 contains 15646 members Entering Unmasked Estep Score: -4847384.000000 Penalty: 5018.124512 Iteration 66Q: 3 clusters Score -4847384 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 15632 members Entering Unmasked Estep Score: -4847380.000000 Penalty: 5018.124512 Iteration 67Q: 3 clusters Score -4847380 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9148 members Mstep: Class 2 contains 15617 members Entering Unmasked Estep Score: -4847376.000000 Penalty: 5018.124512 Iteration 68Q: 3 clusters Score -4847376 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9162 members Mstep: Class 2 contains 15603 members Entering Unmasked Estep Score: -4847383.000000 Penalty: 5018.124512 Iteration 69Q: 3 clusters Score -4847383 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9171 members Mstep: Class 2 contains 15594 members Entering Unmasked Estep Score: -4847386.000000 Penalty: 5018.124512 Iteration 70Q: 3 clusters Score -4847386 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9178 members Mstep: Class 2 contains 15587 members Entering Unmasked Estep Score: -4847380.500000 Penalty: 5018.124512 Iteration 71Q: 3 clusters Score -4847380 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9185 members Mstep: Class 2 contains 15580 members Entering Unmasked Estep Score: -4847379.500000 Penalty: 5018.124512 Iteration 72Q: 3 clusters Score -4847380 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9187 members Mstep: Class 2 contains 15578 members Entering Unmasked Estep Score: -4847379.500000 Penalty: 5018.124512 Iteration 73Q: 3 clusters Score -4847380 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9188 members Mstep: Class 2 contains 15577 members Entering Unmasked Estep Score: -4847381.000000 Penalty: 5018.124512 Iteration 74Q: 3 clusters Score -4847381 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9189 members Mstep: Class 2 contains 15576 members Entering Unmasked Estep Score: -4847376.000000 Penalty: 5018.124512 Iteration 75Q: 3 clusters Score -4847376 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9191 members Mstep: Class 2 contains 15574 members Entering Unmasked Estep Score: -4847375.000000 Penalty: 5018.124512 Iteration 76Q: 3 clusters Score -4847375 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9194 members Mstep: Class 2 contains 15571 members Entering Unmasked Estep Score: -4847376.000000 Penalty: 5018.124512 Iteration 77Q: 3 clusters Score -4847376 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9198 members Mstep: Class 2 contains 15567 members Entering Unmasked Estep Score: -4847377.000000 Penalty: 5018.124512 Iteration 78Q: 3 clusters Score -4847377 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9200 members Mstep: Class 2 contains 15565 members Entering Unmasked Estep Score: -4847374.500000 Penalty: 5018.124512 Iteration 79Q: 3 clusters Score -4847374 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9200 members Mstep: Class 2 contains 15565 members Entering Unmasked Estep Score: -4847378.500000 Penalty: 5018.124512 Iteration 80F: 3 clusters Score -4847378 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Entering Unmasked Estep Score: -52452.648438 Penalty: 1425.849487 Iteration 0F: 2 clusters Score -52452.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -51155.148438 Penalty: 2851.698975 Iteration 0F: 3 clusters Score -51155.15 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -51271.074219 Penalty: 2851.698975 Iteration 1F: 3 clusters Score -51271.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -51326.371094 Penalty: 2851.698975 Iteration 2Q: 3 clusters Score -51326.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -51333.023438 Penalty: 2851.698975 Iteration 3Q: 3 clusters Score -51333.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -51336.386719 Penalty: 2851.698975 Iteration 4Q: 3 clusters Score -51336.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -51339.230469 Penalty: 2851.698975 Iteration 5Q: 3 clusters Score -51339.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -51339.230469 Penalty: 2851.698975 Iteration 6F: 3 clusters Score -51339.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55505 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2549 members Mstep: Class 5 contains 68190 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24469 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2253 members Mstep: Class 13 contains 21479 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62286 members Mstep: Class 16 contains 23266 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24611 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23210 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24765 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649848.000000 Penalty: 75971.281250 Iteration 159Q: 25 clusters Score -6.364985e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55507 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2548 members Mstep: Class 5 contains 68126 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7481 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24471 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2253 members Mstep: Class 13 contains 21481 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62332 members Mstep: Class 16 contains 23284 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24612 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23207 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24763 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649780.000000 Penalty: 75971.281250 Iteration 160F: 25 clusters Score -6.364978e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55510 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2548 members Mstep: Class 5 contains 68069 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7480 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24475 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2255 members Mstep: Class 13 contains 21480 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62370 members Mstep: Class 16 contains 23299 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24611 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23206 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24762 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649760.000000 Penalty: 75971.281250 Iteration 161Q: 25 clusters Score -6.364976e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55509 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2548 members Mstep: Class 5 contains 68033 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7480 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24477 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2257 members Mstep: Class 13 contains 21484 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62391 members Mstep: Class 16 contains 23306 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24611 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23208 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24761 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649736.000000 Penalty: 75971.281250 Iteration 162Q: 25 clusters Score -6.364974e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55509 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2548 members Mstep: Class 5 contains 67997 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7480 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24479 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2257 members Mstep: Class 13 contains 21485 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62408 members Mstep: Class 16 contains 23319 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24611 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23208 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24764 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649772.000000 Penalty: 75971.281250 Iteration 163Q: 25 clusters Score -6.364977e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55511 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2548 members Mstep: Class 5 contains 67954 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24479 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2258 members Mstep: Class 13 contains 21485 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62437 members Mstep: Class 16 contains 23329 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24613 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23206 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24763 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649676.000000 Penalty: 75971.281250 Iteration 164Q: 25 clusters Score -6.364968e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55514 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2548 members Mstep: Class 5 contains 67902 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24481 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2257 members Mstep: Class 13 contains 21486 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62471 members Mstep: Class 16 contains 23347 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24610 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23205 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24762 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649684.000000 Penalty: 75971.281250 Iteration 165Q: 25 clusters Score -6.364968e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55519 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2547 members Mstep: Class 5 contains 67846 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7481 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24481 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2256 members Mstep: Class 13 contains 21487 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62504 members Mstep: Class 16 contains 23367 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24611 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23204 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24762 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649672.000000 Penalty: 75971.281250 Iteration 166Q: 25 clusters Score -6.364967e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55519 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2545 members Mstep: Class 5 contains 67804 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7480 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24480 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2256 members Mstep: Class 13 contains 21488 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62533 members Mstep: Class 16 contains 23385 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24611 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23203 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24761 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649732.000000 Penalty: 75971.281250 Iteration 167Q: 25 clusters Score -6.364973e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55521 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2541 members Mstep: Class 5 contains 67767 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7479 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24478 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2253 members Mstep: Class 13 contains 21494 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62549 members Mstep: Class 16 contains 23407 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24609 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23206 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24761 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649672.000000 Penalty: 75971.281250 Iteration 168Q: 25 clusters Score -6.364967e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55528 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2539 members Mstep: Class 5 contains 67737 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7479 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24477 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2253 members Mstep: Class 13 contains 21500 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62558 members Mstep: Class 16 contains 23419 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24606 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23209 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24760 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649704.000000 Penalty: 75971.281250 Iteration 169Q: 25 clusters Score -6.36497e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55528 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2538 members Mstep: Class 5 contains 67692 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7479 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24476 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2252 members Mstep: Class 13 contains 21511 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62581 members Mstep: Class 16 contains 23434 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24604 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23212 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24758 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649680.000000 Penalty: 75971.281250 Iteration 170Q: 25 clusters Score -6.364968e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55534 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2537 members Mstep: Class 5 contains 67638 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7479 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24475 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2252 members Mstep: Class 13 contains 21519 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62609 members Mstep: Class 16 contains 23448 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24604 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23214 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24756 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649704.000000 Penalty: 75971.281250 Iteration 171Q: 25 clusters Score -6.36497e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55537 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2537 members Mstep: Class 5 contains 67580 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7479 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24477 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2251 members Mstep: Class 13 contains 21518 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62647 members Mstep: Class 16 contains 23468 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24605 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23211 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24755 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649680.000000 Penalty: 75971.281250 Iteration 172Q: 25 clusters Score -6.364968e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55541 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2536 members Mstep: Class 5 contains 67520 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7481 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24474 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2252 members Mstep: Class 13 contains 21517 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62682 members Mstep: Class 16 contains 23490 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24609 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23212 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24751 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649808.000000 Penalty: 75971.281250 Iteration 173Q: 25 clusters Score -6.364981e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55536 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2535 members Mstep: Class 5 contains 67467 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7481 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24473 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2254 members Mstep: Class 13 contains 21520 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62724 members Mstep: Class 16 contains 23504 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24605 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23213 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24753 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649844.000000 Penalty: 75971.281250 Iteration 174Q: 25 clusters Score -6.364984e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55535 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2535 members Mstep: Class 5 contains 67401 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7481 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24477 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2254 members Mstep: Class 13 contains 21520 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62773 members Mstep: Class 16 contains 23519 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24605 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23213 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24752 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649828.000000 Penalty: 75971.281250 Iteration 175Q: 25 clusters Score -6.364983e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55535 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2534 members Mstep: Class 5 contains 67358 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24480 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2256 members Mstep: Class 13 contains 21521 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62794 members Mstep: Class 16 contains 23536 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24606 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23211 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24752 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649876.000000 Penalty: 75971.281250 Iteration 176Q: 25 clusters Score -6.364988e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55537 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2531 members Mstep: Class 5 contains 67313 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7483 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24481 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2259 members Mstep: Class 13 contains 21523 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62823 members Mstep: Class 16 contains 23547 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24607 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 23208 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24753 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649952.000000 Penalty: 75971.281250 Iteration 177Q: 25 clusters Score -6.364995e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55540 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2529 members Mstep: Class 5 contains 67261 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24480 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2259 members Mstep: Class 13 contains 21523 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62860 members Mstep: Class 16 contains 23565 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24604 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23206 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24755 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649872.000000 Penalty: 75971.281250 Iteration 178Q: 25 clusters Score -6.364987e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55540 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2529 members Mstep: Class 5 contains 67209 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7481 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24477 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2260 members Mstep: Class 13 contains 21519 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62908 members Mstep: Class 16 contains 23577 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24600 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23206 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24758 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649896.000000 Penalty: 75971.281250 Iteration 179Q: 25 clusters Score -6.36499e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55543 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2529 members Mstep: Class 5 contains 67166 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7479 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24469 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2261 members Mstep: Class 13 contains 21519 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62948 members Mstep: Class 16 contains 23588 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24600 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23204 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24758 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649880.000000 Penalty: 75971.281250 Iteration 180F: 25 clusters Score -6.364988e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55545 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2529 members Mstep: Class 5 contains 67145 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7480 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24463 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2264 members Mstep: Class 13 contains 21516 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62958 members Mstep: Class 16 contains 23601 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24601 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23204 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24758 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649848.000000 Penalty: 75971.281250 Iteration 181Q: 25 clusters Score -6.364985e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55547 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2529 members Mstep: Class 5 contains 67130 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7480 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24465 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2265 members Mstep: Class 13 contains 21517 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62961 members Mstep: Class 16 contains 23612 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24600 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23200 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24758 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649808.000000 Penalty: 75971.281250 Iteration 182Q: 25 clusters Score -6.364981e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55550 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2529 members Mstep: Class 5 contains 67111 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7481 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24466 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2267 members Mstep: Class 13 contains 21516 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62980 members Mstep: Class 16 contains 23613 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24596 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23200 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24755 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649820.000000 Penalty: 75971.281250 Iteration 183Q: 25 clusters Score -6.364982e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55555 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2529 members Mstep: Class 5 contains 67085 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24464 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21515 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62997 members Mstep: Class 16 contains 23618 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24594 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23204 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24752 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649748.000000 Penalty: 75971.281250 Iteration 184Q: 25 clusters Score -6.364975e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55553 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2529 members Mstep: Class 5 contains 67076 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7483 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24463 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21517 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62995 members Mstep: Class 16 contains 23628 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24595 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23209 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24746 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649828.000000 Penalty: 75971.281250 Iteration 185Q: 25 clusters Score -6.364983e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55550 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2529 members Mstep: Class 5 contains 67077 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7483 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24463 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21516 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62988 members Mstep: Class 16 contains 23638 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24597 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23210 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24743 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649820.000000 Penalty: 75971.281250 Iteration 186Q: 25 clusters Score -6.364982e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55551 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67071 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24464 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21523 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62977 members Mstep: Class 16 contains 23650 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24585 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23214 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24750 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649796.000000 Penalty: 75971.281250 Iteration 187Q: 25 clusters Score -6.36498e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55552 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67071 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24459 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21530 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62964 members Mstep: Class 16 contains 23657 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24587 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23217 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24748 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649764.000000 Penalty: 75971.281250 Iteration 188Q: 25 clusters Score -6.364976e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55549 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67064 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24458 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21531 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62963 members Mstep: Class 16 contains 23666 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24588 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23217 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24749 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649844.000000 Penalty: 75971.281250 Iteration 189Q: 25 clusters Score -6.364984e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55549 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67062 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7481 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24456 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21528 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62967 members Mstep: Class 16 contains 23672 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24587 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23217 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24748 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649812.000000 Penalty: 75971.281250 Iteration 190Q: 25 clusters Score -6.364981e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55554 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67067 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7481 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24456 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21525 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62954 members Mstep: Class 16 contains 23679 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24584 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23217 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24750 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649836.000000 Penalty: 75971.281250 Iteration 191Q: 25 clusters Score -6.364984e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55558 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67069 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24455 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21523 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62948 members Mstep: Class 16 contains 23683 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24583 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23218 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24749 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649836.000000 Penalty: 75971.281250 Iteration 192Q: 25 clusters Score -6.364984e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55560 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67073 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24453 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21525 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62936 members Mstep: Class 16 contains 23690 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24583 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23219 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24747 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649888.000000 Penalty: 75971.281250 Iteration 193Q: 25 clusters Score -6.364989e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55555 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67091 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7481 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24454 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21523 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62922 members Mstep: Class 16 contains 23692 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24581 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23218 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24751 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649808.000000 Penalty: 75971.281250 Iteration 194Q: 25 clusters Score -6.364981e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55556 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67102 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24456 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21522 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62904 members Mstep: Class 16 contains 23693 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24581 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23220 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24751 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649808.000000 Penalty: 75971.281250 Iteration 195Q: 25 clusters Score -6.364981e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55557 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67097 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24454 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21520 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62906 members Mstep: Class 16 contains 23699 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24582 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23219 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24751 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649784.000000 Penalty: 75971.281250 Iteration 196Q: 25 clusters Score -6.364978e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55557 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67100 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24454 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21516 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62904 members Mstep: Class 16 contains 23701 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24582 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23218 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24752 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649820.000000 Penalty: 75971.281250 Iteration 197Q: 25 clusters Score -6.364982e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55558 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67103 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24454 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21514 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62898 members Mstep: Class 16 contains 23705 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24582 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23218 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24752 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649828.000000 Penalty: 75971.281250 Iteration 198Q: 25 clusters Score -6.364983e+07 nChanged 54 Entering ConstructFrom: Score: -63649828.000000 Penalty: 75971.281250 Entering ConstructFrom: Trying to split cluster 1 (1233 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Entering Unmasked Estep Score: -217193.078125 Penalty: 1765.067017 Iteration 0F: 2 clusters Score -217193.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -215086.078125 Penalty: 3530.134033 Iteration 0F: 3 clusters Score -215086.1 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -215379.000000 Penalty: 3530.134033 Iteration 1F: 3 clusters Score -215379 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -215473.046875 Penalty: 3530.134033 Iteration 2F: 3 clusters Score -215473 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -215513.031250 Penalty: 3530.134033 Iteration 3Q: 3 clusters Score -215513 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -215547.781250 Penalty: 3530.134033 Iteration 4Q: 3 clusters Score -215547.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -215571.937500 Penalty: 3530.134033 Iteration 5Q: 3 clusters Score -215571.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -215602.500000 Penalty: 3530.134033 Iteration 6Q: 3 clusters Score -215602.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -215618.578125 Penalty: 3530.134033 Iteration 7Q: 3 clusters Score -215618.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -215635.265625 Penalty: 3530.134033 Iteration 8Q: 3 clusters Score -215635.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -215657.375000 Penalty: 3530.134033 Iteration 9Q: 3 clusters Score -215657.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -215683.265625 Penalty: 3530.134033 Iteration 10Q: 3 clusters Score -215683.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -215703.921875 Penalty: 3530.134033 Iteration 11Q: 3 clusters Score -215703.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -215742.140625 Penalty: 3530.134033 Iteration 12Q: 3 clusters Score -215742.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -215847.906250 Penalty: 3530.134033 Iteration 13Q: 3 clusters Score -215847.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -215961.734375 Penalty: 3530.134033 Iteration 14Q: 3 clusters Score -215961.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -216070.906250 Penalty: 3530.134033 Iteration 15Q: 3 clusters Score -216070.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -216176.968750 Penalty: 3530.134033 Iteration 16Q: 3 clusters Score -216177 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -216271.093750 Penalty: 3530.134033 Iteration 17Q: 3 clusters Score -216271.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -216323.671875 Penalty: 3530.134033 Iteration 18Q: 3 clusters Score -216323.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -216355.484375 Penalty: 3530.134033 Iteration 19Q: 3 clusters Score -216355.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -216379.781250 Penalty: 3530.134033 Iteration 20F: 3 clusters Score -216379.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -216391.906250 Penalty: 3530.134033 Iteration 21Q: 3 clusters Score -216391.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -216399.140625 Penalty: 3530.134033 Iteration 22Q: 3 clusters Score -216399.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -216404.406250 Penalty: 3530.134033 Iteration 23Q: 3 clusters Score -216404.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -216406.703125 Penalty: 3530.134033 Iteration 24Q: 3 clusters Score -216406.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -216410.109375 Penalty: 3530.134033 Iteration 25Q: 3 clusters Score -216410.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -216411.390625 Penalty: 3530.134033 Iteration 26Q: 3 clusters Score -216411.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -216412.171875 Penalty: 3530.134033 Iteration 27Q: 3 clusters Score -216412.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -216414.890625 Penalty: 3530.134033 Iteration 28Q: 3 clusters Score -216414.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -216416.187500 Penalty: 3530.134033 Iteration 29Q: 3 clusters Score -216416.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -216417.515625 Penalty: 3530.134033 Iteration 30Q: 3 clusters Score -216417.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -216417.515625 Penalty: 3530.134033 Iteration 31F: 3 clusters Score -216417.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (55560 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55560 members Entering Unmasked Estep Score: -10045874.000000 Penalty: 2709.454102 Iteration 0F: 2 clusters Score -1.004587e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27666 members Mstep: Class 2 contains 27894 members Entering Unmasked Estep Score: -10013318.000000 Penalty: 5418.908203 Iteration 0F: 3 clusters Score -1.001332e+07 nChanged 25863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26565 members Mstep: Class 2 contains 28995 members Entering Unmasked Estep Score: -10027810.000000 Penalty: 5418.908203 Iteration 1F: 3 clusters Score -1.002781e+07 nChanged 2081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25828 members Mstep: Class 2 contains 29732 members Entering Unmasked Estep Score: -10028307.000000 Penalty: 5418.908203 Iteration 2Q: 3 clusters Score -1.002831e+07 nChanged 1971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24757 members Mstep: Class 2 contains 30803 members Entering Unmasked Estep Score: -10028899.000000 Penalty: 5418.908203 Iteration 3Q: 3 clusters Score -1.00289e+07 nChanged 2110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23209 members Mstep: Class 2 contains 32351 members Entering Unmasked Estep Score: -10029571.000000 Penalty: 5418.908203 Iteration 4Q: 3 clusters Score -1.002957e+07 nChanged 2537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20972 members Mstep: Class 2 contains 34588 members Entering Unmasked Estep Score: -10030679.000000 Penalty: 5418.908203 Iteration 5Q: 3 clusters Score -1.003068e+07 nChanged 3166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17942 members Mstep: Class 2 contains 37618 members Entering Unmasked Estep Score: -10032418.000000 Penalty: 5418.908203 Iteration 6F: 3 clusters Score -1.003242e+07 nChanged 3980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14014 members Mstep: Class 2 contains 41546 members Entering Unmasked Estep Score: -10035149.000000 Penalty: 5418.908203 Iteration 7F: 3 clusters Score -1.003515e+07 nChanged 4647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9375 members Mstep: Class 2 contains 46185 members Entering Unmasked Estep Score: -10038732.000000 Penalty: 5418.908203 Iteration 8F: 3 clusters Score -1.003873e+07 nChanged 4212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5167 members Mstep: Class 2 contains 50393 members Entering Unmasked Estep Score: -10041175.000000 Penalty: 5418.908203 Iteration 9F: 3 clusters Score -1.004118e+07 nChanged 2841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 53230 members Entering Unmasked Estep Score: -10042535.000000 Penalty: 5418.908203 Iteration 10F: 3 clusters Score -1.004254e+07 nChanged 1385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 54615 members Entering Unmasked Estep Score: -10043037.000000 Penalty: 5418.908203 Iteration 11Q: 3 clusters Score -1.004304e+07 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 55103 members Entering Unmasked Estep Score: -10043303.000000 Penalty: 5418.908203 Iteration 12Q: 3 clusters Score -1.00433e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 55259 members Entering Unmasked Estep Score: -10043419.000000 Penalty: 5418.908203 Iteration 13Q: 3 clusters Score -1.004342e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 55303 members Entering Unmasked Estep Score: -10043493.000000 Penalty: 5418.908203 Iteration 14Q: 3 clusters Score -1.004349e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 55328 members Entering Unmasked Estep Score: -10043513.000000 Penalty: 5418.908203 Iteration 15Q: 3 clusters Score -1.004351e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 55337 members Entering Unmasked Estep Score: -10043530.000000 Penalty: 5418.908203 Iteration 16Q: 3 clusters Score -1.004353e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 55346 members Entering Unmasked Estep Score: -10043524.000000 Penalty: 5418.908203 Iteration 17Q: 3 clusters Score -1.004352e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 55346 members Entering Unmasked Estep Score: -10043532.000000 Penalty: 5418.908203 Iteration 18Q: 3 clusters Score -1.004353e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 55348 members Entering Unmasked Estep Score: -10043533.000000 Penalty: 5418.908203 Iteration 19Q: 3 clusters Score -1.004353e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 55351 members Entering Unmasked Estep Score: -10043547.000000 Penalty: 5418.908203 Iteration 20F: 3 clusters Score -1.004355e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 55353 members Entering Unmasked Estep Score: -10043549.000000 Penalty: 5418.908203 Iteration 21Q: 3 clusters Score -1.004355e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 55354 members Entering Unmasked Estep Score: -10043543.000000 Penalty: 5418.908203 Iteration 22Q: 3 clusters Score -1.004354e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 55354 members Entering Unmasked Estep Score: -10043552.000000 Penalty: 5418.908203 Iteration 23Q: 3 clusters Score -1.004355e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 55354 members Entering Unmasked Estep Score: -10043554.000000 Penalty: 5418.908203 Iteration 24Q: 3 clusters Score -1.004355e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 55354 members Entering Unmasked Estep Score: -10043554.000000 Penalty: 5418.908203 Iteration 25F: 3 clusters Score -1.004355e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Entering Unmasked Estep Score: -232166.187500 Penalty: 1782.913696 Iteration 0F: 2 clusters Score -232166.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -230047.468750 Penalty: 3565.827393 Iteration 0F: 3 clusters Score -230047.5 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -230555.390625 Penalty: 3565.827393 Iteration 1F: 3 clusters Score -230555.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -230801.203125 Penalty: 3565.827393 Iteration 2F: 3 clusters Score -230801.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -230981.656250 Penalty: 3565.827393 Iteration 3F: 3 clusters Score -230981.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -231122.171875 Penalty: 3565.827393 Iteration 4F: 3 clusters Score -231122.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -231204.546875 Penalty: 3565.827393 Iteration 5Q: 3 clusters Score -231204.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -231244.078125 Penalty: 3565.827393 Iteration 6Q: 3 clusters Score -231244.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -231256.375000 Penalty: 3565.827393 Iteration 7Q: 3 clusters Score -231256.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -231261.484375 Penalty: 3565.827393 Iteration 8Q: 3 clusters Score -231261.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -231269.250000 Penalty: 3565.827393 Iteration 9Q: 3 clusters Score -231269.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -231274.875000 Penalty: 3565.827393 Iteration 10Q: 3 clusters Score -231274.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -231275.765625 Penalty: 3565.827393 Iteration 11Q: 3 clusters Score -231275.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -231275.765625 Penalty: 3565.827393 Iteration 12F: 3 clusters Score -231275.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2528 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Entering Unmasked Estep Score: -430698.531250 Penalty: 1943.125488 Iteration 0F: 2 clusters Score -430698.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -427758.843750 Penalty: 3886.250977 Iteration 0F: 3 clusters Score -427758.8 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -428360.562500 Penalty: 3886.250977 Iteration 1F: 3 clusters Score -428360.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -428526.437500 Penalty: 3886.250977 Iteration 2F: 3 clusters Score -428526.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -428622.875000 Penalty: 3886.250977 Iteration 3Q: 3 clusters Score -428622.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -428688.125000 Penalty: 3886.250977 Iteration 4Q: 3 clusters Score -428688.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -428728.656250 Penalty: 3886.250977 Iteration 5Q: 3 clusters Score -428728.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -428751.187500 Penalty: 3886.250977 Iteration 6Q: 3 clusters Score -428751.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -428767.718750 Penalty: 3886.250977 Iteration 7Q: 3 clusters Score -428767.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -428781.375000 Penalty: 3886.250977 Iteration 8Q: 3 clusters Score -428781.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -428792.500000 Penalty: 3886.250977 Iteration 9Q: 3 clusters Score -428792.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -428804.437500 Penalty: 3886.250977 Iteration 10Q: 3 clusters Score -428804.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -428816.093750 Penalty: 3886.250977 Iteration 11Q: 3 clusters Score -428816.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -428827.406250 Penalty: 3886.250977 Iteration 12Q: 3 clusters Score -428827.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -428839.000000 Penalty: 3886.250977 Iteration 13Q: 3 clusters Score -428839 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -428845.718750 Penalty: 3886.250977 Iteration 14Q: 3 clusters Score -428845.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -428852.656250 Penalty: 3886.250977 Iteration 15Q: 3 clusters Score -428852.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -428858.125000 Penalty: 3886.250977 Iteration 16Q: 3 clusters Score -428858.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -428863.906250 Penalty: 3886.250977 Iteration 17Q: 3 clusters Score -428863.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -428869.750000 Penalty: 3886.250977 Iteration 18Q: 3 clusters Score -428869.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -428873.750000 Penalty: 3886.250977 Iteration 19Q: 3 clusters Score -428873.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -428877.187500 Penalty: 3886.250977 Iteration 20F: 3 clusters Score -428877.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -428882.625000 Penalty: 3886.250977 Iteration 21Q: 3 clusters Score -428882.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -428886.687500 Penalty: 3886.250977 Iteration 22Q: 3 clusters Score -428886.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -428891.062500 Penalty: 3886.250977 Iteration 23Q: 3 clusters Score -428891.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -428893.875000 Penalty: 3886.250977 Iteration 24Q: 3 clusters Score -428893.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -428895.218750 Penalty: 3886.250977 Iteration 25Q: 3 clusters Score -428895.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -428896.375000 Penalty: 3886.250977 Iteration 26Q: 3 clusters Score -428896.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -428896.375000 Penalty: 3886.250977 Iteration 27F: 3 clusters Score -428896.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (67108 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67108 members Entering Unmasked Estep Score: -12352171.000000 Penalty: 2756.286621 Iteration 0F: 2 clusters Score -1.235217e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33585 members Mstep: Class 2 contains 33523 members Entering Unmasked Estep Score: -12310746.000000 Penalty: 5512.573242 Iteration 0F: 3 clusters Score -1.231075e+07 nChanged 31314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33963 members Mstep: Class 2 contains 33145 members Entering Unmasked Estep Score: -12328150.000000 Penalty: 5512.573242 Iteration 1F: 3 clusters Score -1.232815e+07 nChanged 2311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34086 members Mstep: Class 2 contains 33022 members Entering Unmasked Estep Score: -12328639.000000 Penalty: 5512.573242 Iteration 2Q: 3 clusters Score -1.232864e+07 nChanged 2223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34289 members Mstep: Class 2 contains 32819 members Entering Unmasked Estep Score: -12329147.000000 Penalty: 5512.573242 Iteration 3Q: 3 clusters Score -1.232915e+07 nChanged 2172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34497 members Mstep: Class 2 contains 32611 members Entering Unmasked Estep Score: -12329734.000000 Penalty: 5512.573242 Iteration 4Q: 3 clusters Score -1.232973e+07 nChanged 2318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34809 members Mstep: Class 2 contains 32299 members Entering Unmasked Estep Score: -12330593.000000 Penalty: 5512.573242 Iteration 5Q: 3 clusters Score -1.233059e+07 nChanged 2686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35369 members Mstep: Class 2 contains 31739 members Entering Unmasked Estep Score: -12331776.000000 Penalty: 5512.573242 Iteration 6Q: 3 clusters Score -1.233178e+07 nChanged 3354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36305 members Mstep: Class 2 contains 30803 members Entering Unmasked Estep Score: -12333727.000000 Penalty: 5512.573242 Iteration 7Q: 3 clusters Score -1.233373e+07 nChanged 4100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37771 members Mstep: Class 2 contains 29337 members Entering Unmasked Estep Score: -12336852.000000 Penalty: 5512.573242 Iteration 8F: 3 clusters Score -1.233685e+07 nChanged 4662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39491 members Mstep: Class 2 contains 27617 members Entering Unmasked Estep Score: -12340652.000000 Penalty: 5512.573242 Iteration 9F: 3 clusters Score -1.234065e+07 nChanged 4613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41008 members Mstep: Class 2 contains 26100 members Entering Unmasked Estep Score: -12344254.000000 Penalty: 5512.573242 Iteration 10F: 3 clusters Score -1.234425e+07 nChanged 3490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42014 members Mstep: Class 2 contains 25094 members Entering Unmasked Estep Score: -12346217.000000 Penalty: 5512.573242 Iteration 11F: 3 clusters Score -1.234622e+07 nChanged 2175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42731 members Mstep: Class 2 contains 24377 members Entering Unmasked Estep Score: -12347125.000000 Penalty: 5512.573242 Iteration 12Q: 3 clusters Score -1.234712e+07 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43501 members Mstep: Class 2 contains 23607 members Entering Unmasked Estep Score: -12347741.000000 Penalty: 5512.573242 Iteration 13Q: 3 clusters Score -1.234774e+07 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44288 members Mstep: Class 2 contains 22820 members Entering Unmasked Estep Score: -12348366.000000 Penalty: 5512.573242 Iteration 14Q: 3 clusters Score -1.234837e+07 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45116 members Mstep: Class 2 contains 21992 members Entering Unmasked Estep Score: -12348914.000000 Penalty: 5512.573242 Iteration 15Q: 3 clusters Score -1.234891e+07 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45886 members Mstep: Class 2 contains 21222 members Entering Unmasked Estep Score: -12349412.000000 Penalty: 5512.573242 Iteration 16Q: 3 clusters Score -1.234941e+07 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46633 members Mstep: Class 2 contains 20475 members Entering Unmasked Estep Score: -12349931.000000 Penalty: 5512.573242 Iteration 17Q: 3 clusters Score -1.234993e+07 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47341 members Mstep: Class 2 contains 19767 members Entering Unmasked Estep Score: -12350305.000000 Penalty: 5512.573242 Iteration 18Q: 3 clusters Score -1.23503e+07 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47978 members Mstep: Class 2 contains 19130 members Entering Unmasked Estep Score: -12350572.000000 Penalty: 5512.573242 Iteration 19Q: 3 clusters Score -1.235057e+07 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48587 members Mstep: Class 2 contains 18521 members Entering Unmasked Estep Score: -12350813.000000 Penalty: 5512.573242 Iteration 20F: 3 clusters Score -1.235081e+07 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49183 members Mstep: Class 2 contains 17925 members Entering Unmasked Estep Score: -12350912.000000 Penalty: 5512.573242 Iteration 21Q: 3 clusters Score -1.235091e+07 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49772 members Mstep: Class 2 contains 17336 members Entering Unmasked Estep Score: -12350945.000000 Penalty: 5512.573242 Iteration 22Q: 3 clusters Score -1.235094e+07 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50359 members Mstep: Class 2 contains 16749 members Entering Unmasked Estep Score: -12351023.000000 Penalty: 5512.573242 Iteration 23Q: 3 clusters Score -1.235102e+07 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50880 members Mstep: Class 2 contains 16228 members Entering Unmasked Estep Score: -12351047.000000 Penalty: 5512.573242 Iteration 24Q: 3 clusters Score -1.235105e+07 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51446 members Mstep: Class 2 contains 15662 members Entering Unmasked Estep Score: -12351109.000000 Penalty: 5512.573242 Iteration 25Q: 3 clusters Score -1.235111e+07 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52000 members Mstep: Class 2 contains 15108 members Entering Unmasked Estep Score: -12351129.000000 Penalty: 5512.573242 Iteration 26Q: 3 clusters Score -1.235113e+07 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52538 members Mstep: Class 2 contains 14570 members Entering Unmasked Estep Score: -12351138.000000 Penalty: 5512.573242 Iteration 27Q: 3 clusters Score -1.235114e+07 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53087 members Mstep: Class 2 contains 14021 members Entering Unmasked Estep Score: -12351164.000000 Penalty: 5512.573242 Iteration 28Q: 3 clusters Score -1.235116e+07 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53655 members Mstep: Class 2 contains 13453 members Entering Unmasked Estep Score: -12351149.000000 Penalty: 5512.573242 Iteration 29Q: 3 clusters Score -1.235115e+07 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54228 members Mstep: Class 2 contains 12880 members Entering Unmasked Estep Score: -12351194.000000 Penalty: 5512.573242 Iteration 30Q: 3 clusters Score -1.235119e+07 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54744 members Mstep: Class 2 contains 12364 members Entering Unmasked Estep Score: -12351088.000000 Penalty: 5512.573242 Iteration 31Q: 3 clusters Score -1.235109e+07 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55302 members Mstep: Class 2 contains 11806 members Entering Unmasked Estep Score: -12351080.000000 Penalty: 5512.573242 Iteration 32Q: 3 clusters Score -1.235108e+07 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55879 members Mstep: Class 2 contains 11229 members Entering Unmasked Estep Score: -12351039.000000 Penalty: 5512.573242 Iteration 33Q: 3 clusters Score -1.235104e+07 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56459 members Mstep: Class 2 contains 10649 members Entering Unmasked Estep Score: -12351055.000000 Penalty: 5512.573242 Iteration 34Q: 3 clusters Score -1.235106e+07 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57049 members Mstep: Class 2 contains 10059 members Entering Unmasked Estep Score: -12351041.000000 Penalty: 5512.573242 Iteration 35Q: 3 clusters Score -1.235104e+07 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57608 members Mstep: Class 2 contains 9500 members Entering Unmasked Estep Score: -12350931.000000 Penalty: 5512.573242 Iteration 36Q: 3 clusters Score -1.235093e+07 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58170 members Mstep: Class 2 contains 8938 members Entering Unmasked Estep Score: -12350973.000000 Penalty: 5512.573242 Iteration 37Q: 3 clusters Score -1.235097e+07 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58674 members Mstep: Class 2 contains 8434 members Entering Unmasked Estep Score: -12350945.000000 Penalty: 5512.573242 Iteration 38Q: 3 clusters Score -1.235094e+07 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59130 members Mstep: Class 2 contains 7978 members Entering Unmasked Estep Score: -12350866.000000 Penalty: 5512.573242 Iteration 39Q: 3 clusters Score -1.235087e+07 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59543 members Mstep: Class 2 contains 7565 members Entering Unmasked Estep Score: -12350910.000000 Penalty: 5512.573242 Iteration 40F: 3 clusters Score -1.235091e+07 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59932 members Mstep: Class 2 contains 7176 members Entering Unmasked Estep Score: -12350857.000000 Penalty: 5512.573242 Iteration 41Q: 3 clusters Score -1.235086e+07 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60261 members Mstep: Class 2 contains 6847 members Entering Unmasked Estep Score: -12350815.000000 Penalty: 5512.573242 Iteration 42Q: 3 clusters Score -1.235082e+07 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60605 members Mstep: Class 2 contains 6503 members Entering Unmasked Estep Score: -12350748.000000 Penalty: 5512.573242 Iteration 43Q: 3 clusters Score -1.235075e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60947 members Mstep: Class 2 contains 6161 members Entering Unmasked Estep Score: -12350742.000000 Penalty: 5512.573242 Iteration 44Q: 3 clusters Score -1.235074e+07 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61256 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -12350703.000000 Penalty: 5512.573242 Iteration 45Q: 3 clusters Score -1.23507e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61535 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -12350685.000000 Penalty: 5512.573242 Iteration 46Q: 3 clusters Score -1.235068e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61798 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -12350672.000000 Penalty: 5512.573242 Iteration 47Q: 3 clusters Score -1.235067e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62048 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -12350680.000000 Penalty: 5512.573242 Iteration 48Q: 3 clusters Score -1.235068e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62292 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -12350698.000000 Penalty: 5512.573242 Iteration 49Q: 3 clusters Score -1.23507e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62542 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -12350673.000000 Penalty: 5512.573242 Iteration 50Q: 3 clusters Score -1.235067e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62758 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -12350665.000000 Penalty: 5512.573242 Iteration 51Q: 3 clusters Score -1.235066e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62986 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -12350663.000000 Penalty: 5512.573242 Iteration 52Q: 3 clusters Score -1.235066e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63212 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -12350621.000000 Penalty: 5512.573242 Iteration 53Q: 3 clusters Score -1.235062e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63433 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -12350629.000000 Penalty: 5512.573242 Iteration 54Q: 3 clusters Score -1.235063e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63630 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -12350621.000000 Penalty: 5512.573242 Iteration 55Q: 3 clusters Score -1.235062e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63829 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -12350557.000000 Penalty: 5512.573242 Iteration 56Q: 3 clusters Score -1.235056e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64012 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -12350619.000000 Penalty: 5512.573242 Iteration 57Q: 3 clusters Score -1.235062e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64170 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -12350589.000000 Penalty: 5512.573242 Iteration 58Q: 3 clusters Score -1.235059e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64308 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -12350550.000000 Penalty: 5512.573242 Iteration 59Q: 3 clusters Score -1.235055e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64446 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -12350567.000000 Penalty: 5512.573242 Iteration 60F: 3 clusters Score -1.235057e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64582 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -12350552.000000 Penalty: 5512.573242 Iteration 61Q: 3 clusters Score -1.235055e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64689 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -12350517.000000 Penalty: 5512.573242 Iteration 62Q: 3 clusters Score -1.235052e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64773 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -12350510.000000 Penalty: 5512.573242 Iteration 63Q: 3 clusters Score -1.235051e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64864 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -12350497.000000 Penalty: 5512.573242 Iteration 64Q: 3 clusters Score -1.23505e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64941 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -12350484.000000 Penalty: 5512.573242 Iteration 65Q: 3 clusters Score -1.235048e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65008 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -12350461.000000 Penalty: 5512.573242 Iteration 66Q: 3 clusters Score -1.235046e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65065 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -12350446.000000 Penalty: 5512.573242 Iteration 67Q: 3 clusters Score -1.235045e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65118 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -12350460.000000 Penalty: 5512.573242 Iteration 68Q: 3 clusters Score -1.235046e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65176 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -12350465.000000 Penalty: 5512.573242 Iteration 69Q: 3 clusters Score -1.235046e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65227 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -12350460.000000 Penalty: 5512.573242 Iteration 70Q: 3 clusters Score -1.235046e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65258 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -12350463.000000 Penalty: 5512.573242 Iteration 71Q: 3 clusters Score -1.235046e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65289 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -12350433.000000 Penalty: 5512.573242 Iteration 72Q: 3 clusters Score -1.235043e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65316 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -12350418.000000 Penalty: 5512.573242 Iteration 73Q: 3 clusters Score -1.235042e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65340 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -12350398.000000 Penalty: 5512.573242 Iteration 74Q: 3 clusters Score -1.23504e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65364 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -12350404.000000 Penalty: 5512.573242 Iteration 75Q: 3 clusters Score -1.23504e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65392 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -12350397.000000 Penalty: 5512.573242 Iteration 76Q: 3 clusters Score -1.23504e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65418 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -12350410.000000 Penalty: 5512.573242 Iteration 77Q: 3 clusters Score -1.235041e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65444 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -12350404.000000 Penalty: 5512.573242 Iteration 78Q: 3 clusters Score -1.23504e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65472 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -12350413.000000 Penalty: 5512.573242 Iteration 79Q: 3 clusters Score -1.235041e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65496 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -12350398.000000 Penalty: 5512.573242 Iteration 80F: 3 clusters Score -1.23504e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65518 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -12350416.000000 Penalty: 5512.573242 Iteration 81Q: 3 clusters Score -1.235042e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65534 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -12350398.000000 Penalty: 5512.573242 Iteration 82Q: 3 clusters Score -1.23504e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65548 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -12350401.000000 Penalty: 5512.573242 Iteration 83Q: 3 clusters Score -1.23504e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65565 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -12350381.000000 Penalty: 5512.573242 Iteration 84Q: 3 clusters Score -1.235038e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65589 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -12350390.000000 Penalty: 5512.573242 Iteration 85Q: 3 clusters Score -1.235039e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65619 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -12350381.000000 Penalty: 5512.573242 Iteration 86Q: 3 clusters Score -1.235038e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65644 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -12350382.000000 Penalty: 5512.573242 Iteration 87Q: 3 clusters Score -1.235038e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65667 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -12350383.000000 Penalty: 5512.573242 Iteration 88Q: 3 clusters Score -1.235038e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65680 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -12350362.000000 Penalty: 5512.573242 Iteration 89Q: 3 clusters Score -1.235036e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65687 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -12350362.000000 Penalty: 5512.573242 Iteration 90Q: 3 clusters Score -1.235036e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65698 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -12350356.000000 Penalty: 5512.573242 Iteration 91Q: 3 clusters Score -1.235036e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65713 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -12350359.000000 Penalty: 5512.573242 Iteration 92Q: 3 clusters Score -1.235036e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65733 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -12350355.000000 Penalty: 5512.573242 Iteration 93Q: 3 clusters Score -1.235036e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65748 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -12350371.000000 Penalty: 5512.573242 Iteration 94Q: 3 clusters Score -1.235037e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65759 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -12350359.000000 Penalty: 5512.573242 Iteration 95Q: 3 clusters Score -1.235036e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65773 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -12350368.000000 Penalty: 5512.573242 Iteration 96Q: 3 clusters Score -1.235037e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65783 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -12350381.000000 Penalty: 5512.573242 Iteration 97Q: 3 clusters Score -1.235038e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65792 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -12350375.000000 Penalty: 5512.573242 Iteration 98Q: 3 clusters Score -1.235038e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65802 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -12350391.000000 Penalty: 5512.573242 Iteration 99Q: 3 clusters Score -1.235039e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65813 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -12350379.000000 Penalty: 5512.573242 Iteration 100F: 3 clusters Score -1.235038e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65821 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -12350368.000000 Penalty: 5512.573242 Iteration 101Q: 3 clusters Score -1.235037e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65826 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -12350379.000000 Penalty: 5512.573242 Iteration 102Q: 3 clusters Score -1.235038e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65831 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -12350363.000000 Penalty: 5512.573242 Iteration 103Q: 3 clusters Score -1.235036e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65834 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -12350363.000000 Penalty: 5512.573242 Iteration 104Q: 3 clusters Score -1.235036e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65835 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -12350367.000000 Penalty: 5512.573242 Iteration 105Q: 3 clusters Score -1.235037e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65835 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -12350367.000000 Penalty: 5512.573242 Iteration 106F: 3 clusters Score -1.235037e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Entering Unmasked Estep Score: -172297.281250 Penalty: 1725.459351 Iteration 0F: 2 clusters Score -172297.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -170343.796875 Penalty: 3450.918701 Iteration 0F: 3 clusters Score -170343.8 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -170705.906250 Penalty: 3450.918701 Iteration 1F: 3 clusters Score -170705.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -170896.609375 Penalty: 3450.918701 Iteration 2F: 3 clusters Score -170896.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -171041.781250 Penalty: 3450.918701 Iteration 3F: 3 clusters Score -171041.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -171181.875000 Penalty: 3450.918701 Iteration 4F: 3 clusters Score -171181.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -171382.515625 Penalty: 3450.918701 Iteration 5F: 3 clusters Score -171382.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -171696.609375 Penalty: 3450.918701 Iteration 6F: 3 clusters Score -171696.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -172036.031250 Penalty: 3450.918701 Iteration 7F: 3 clusters Score -172036 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -172255.328125 Penalty: 3450.918701 Iteration 8F: 3 clusters Score -172255.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -172388.343750 Penalty: 3450.918701 Iteration 9Q: 3 clusters Score -172388.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -172470.531250 Penalty: 3450.918701 Iteration 10Q: 3 clusters Score -172470.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -172505.937500 Penalty: 3450.918701 Iteration 11Q: 3 clusters Score -172505.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -172540.765625 Penalty: 3450.918701 Iteration 12Q: 3 clusters Score -172540.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -172567.218750 Penalty: 3450.918701 Iteration 13Q: 3 clusters Score -172567.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -172590.593750 Penalty: 3450.918701 Iteration 14Q: 3 clusters Score -172590.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -172598.343750 Penalty: 3450.918701 Iteration 15Q: 3 clusters Score -172598.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -172606.046875 Penalty: 3450.918701 Iteration 16Q: 3 clusters Score -172606 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -172623.953125 Penalty: 3450.918701 Iteration 17Q: 3 clusters Score -172624 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -172657.718750 Penalty: 3450.918701 Iteration 18Q: 3 clusters Score -172657.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -172666.921875 Penalty: 3450.918701 Iteration 19Q: 3 clusters Score -172666.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -172673.343750 Penalty: 3450.918701 Iteration 20F: 3 clusters Score -172673.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55560 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67108 members Mstep: Class 6 contains 321 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24448 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21517 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62895 members Mstep: Class 16 contains 23704 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24582 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23217 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24753 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 730 members Entering Unmasked Estep Score: -63648808.000000 Penalty: 79136.750000 Splitting cluster 6 changes total score from -63649828.000000 to -63648808.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (7482 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7482 members Entering Unmasked Estep Score: -1357159.625000 Penalty: 2212.223389 Iteration 0F: 2 clusters Score -1357160 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -1351100.250000 Penalty: 4424.446777 Iteration 0F: 3 clusters Score -1351100 nChanged 2998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -1352663.125000 Penalty: 4424.446777 Iteration 1F: 3 clusters Score -1352663 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -1352903.125000 Penalty: 4424.446777 Iteration 2F: 3 clusters Score -1352903 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -1353083.250000 Penalty: 4424.446777 Iteration 3Q: 3 clusters Score -1353083 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -1353228.250000 Penalty: 4424.446777 Iteration 4Q: 3 clusters Score -1353228 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -1353335.625000 Penalty: 4424.446777 Iteration 5Q: 3 clusters Score -1353336 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -1353412.250000 Penalty: 4424.446777 Iteration 6Q: 3 clusters Score -1353412 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -1353477.625000 Penalty: 4424.446777 Iteration 7Q: 3 clusters Score -1353478 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -1353528.875000 Penalty: 4424.446777 Iteration 8Q: 3 clusters Score -1353529 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -1353568.500000 Penalty: 4424.446777 Iteration 9Q: 3 clusters Score -1353568 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -1353607.875000 Penalty: 4424.446777 Iteration 10Q: 3 clusters Score -1353608 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -1353630.000000 Penalty: 4424.446777 Iteration 11Q: 3 clusters Score -1353630 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -1353657.250000 Penalty: 4424.446777 Iteration 12Q: 3 clusters Score -1353657 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -1353676.750000 Penalty: 4424.446777 Iteration 13Q: 3 clusters Score -1353677 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -1353698.625000 Penalty: 4424.446777 Iteration 14Q: 3 clusters Score -1353699 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -1353713.750000 Penalty: 4424.446777 Iteration 15Q: 3 clusters Score -1353714 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -1353729.000000 Penalty: 4424.446777 Iteration 16Q: 3 clusters Score -1353729 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -1353745.625000 Penalty: 4424.446777 Iteration 17Q: 3 clusters Score -1353746 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -1353757.750000 Penalty: 4424.446777 Iteration 18Q: 3 clusters Score -1353758 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -1353775.250000 Penalty: 4424.446777 Iteration 19Q: 3 clusters Score -1353775 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -1353791.375000 Penalty: 4424.446777 Iteration 20F: 3 clusters Score -1353791 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -1353808.000000 Penalty: 4424.446777 Iteration 21Q: 3 clusters Score -1353808 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -1353830.875000 Penalty: 4424.446777 Iteration 22Q: 3 clusters Score -1353831 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -1353850.375000 Penalty: 4424.446777 Iteration 23Q: 3 clusters Score -1353850 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -1353864.000000 Penalty: 4424.446777 Iteration 24Q: 3 clusters Score -1353864 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -1353879.875000 Penalty: 4424.446777 Iteration 25Q: 3 clusters Score -1353880 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -1353889.250000 Penalty: 4424.446777 Iteration 26Q: 3 clusters Score -1353889 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -1353900.875000 Penalty: 4424.446777 Iteration 27Q: 3 clusters Score -1353901 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -1353908.750000 Penalty: 4424.446777 Iteration 28Q: 3 clusters Score -1353909 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -1353919.625000 Penalty: 4424.446777 Iteration 29Q: 3 clusters Score -1353920 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -1353927.750000 Penalty: 4424.446777 Iteration 30Q: 3 clusters Score -1353928 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -1353933.500000 Penalty: 4424.446777 Iteration 31Q: 3 clusters Score -1353934 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -1353936.750000 Penalty: 4424.446777 Iteration 32Q: 3 clusters Score -1353937 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -1353944.750000 Penalty: 4424.446777 Iteration 33Q: 3 clusters Score -1353945 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -1353955.250000 Penalty: 4424.446777 Iteration 34Q: 3 clusters Score -1353955 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -1353966.000000 Penalty: 4424.446777 Iteration 35Q: 3 clusters Score -1353966 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -1353977.625000 Penalty: 4424.446777 Iteration 36Q: 3 clusters Score -1353978 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -1353990.625000 Penalty: 4424.446777 Iteration 37Q: 3 clusters Score -1353991 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -1354003.125000 Penalty: 4424.446777 Iteration 38Q: 3 clusters Score -1354003 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -1354024.250000 Penalty: 4424.446777 Iteration 39Q: 3 clusters Score -1354024 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -1354044.625000 Penalty: 4424.446777 Iteration 40F: 3 clusters Score -1354045 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -1354072.500000 Penalty: 4424.446777 Iteration 41Q: 3 clusters Score -1354072 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -1354112.875000 Penalty: 4424.446777 Iteration 42Q: 3 clusters Score -1354113 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -1354161.750000 Penalty: 4424.446777 Iteration 43Q: 3 clusters Score -1354162 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -1354220.000000 Penalty: 4424.446777 Iteration 44Q: 3 clusters Score -1354220 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -1354285.500000 Penalty: 4424.446777 Iteration 45Q: 3 clusters Score -1354286 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -1354341.000000 Penalty: 4424.446777 Iteration 46Q: 3 clusters Score -1354341 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -1354395.500000 Penalty: 4424.446777 Iteration 47Q: 3 clusters Score -1354396 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -1354450.750000 Penalty: 4424.446777 Iteration 48Q: 3 clusters Score -1354451 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -1354501.500000 Penalty: 4424.446777 Iteration 49Q: 3 clusters Score -1354502 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5170 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -1354556.000000 Penalty: 4424.446777 Iteration 50Q: 3 clusters Score -1354556 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5274 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -1354604.625000 Penalty: 4424.446777 Iteration 51Q: 3 clusters Score -1354605 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -1354639.000000 Penalty: 4424.446777 Iteration 52Q: 3 clusters Score -1354639 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -1354667.750000 Penalty: 4424.446777 Iteration 53Q: 3 clusters Score -1354668 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -1354699.625000 Penalty: 4424.446777 Iteration 54Q: 3 clusters Score -1354700 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5550 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -1354719.375000 Penalty: 4424.446777 Iteration 55Q: 3 clusters Score -1354719 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -1354752.000000 Penalty: 4424.446777 Iteration 56Q: 3 clusters Score -1354752 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -1354775.500000 Penalty: 4424.446777 Iteration 57Q: 3 clusters Score -1354776 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -1354813.750000 Penalty: 4424.446777 Iteration 58Q: 3 clusters Score -1354814 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5813 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -1354853.500000 Penalty: 4424.446777 Iteration 59Q: 3 clusters Score -1354854 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5893 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -1354895.375000 Penalty: 4424.446777 Iteration 60F: 3 clusters Score -1354895 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -1354932.125000 Penalty: 4424.446777 Iteration 61Q: 3 clusters Score -1354932 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -1354970.125000 Penalty: 4424.446777 Iteration 62Q: 3 clusters Score -1354970 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6100 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -1354996.000000 Penalty: 4424.446777 Iteration 63Q: 3 clusters Score -1354996 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6157 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -1355027.000000 Penalty: 4424.446777 Iteration 64Q: 3 clusters Score -1355027 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -1355050.750000 Penalty: 4424.446777 Iteration 65Q: 3 clusters Score -1355051 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6250 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -1355069.750000 Penalty: 4424.446777 Iteration 66Q: 3 clusters Score -1355070 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -1355091.625000 Penalty: 4424.446777 Iteration 67Q: 3 clusters Score -1355092 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6322 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -1355107.625000 Penalty: 4424.446777 Iteration 68Q: 3 clusters Score -1355108 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6352 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -1355124.875000 Penalty: 4424.446777 Iteration 69Q: 3 clusters Score -1355125 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -1355132.625000 Penalty: 4424.446777 Iteration 70Q: 3 clusters Score -1355133 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -1355137.250000 Penalty: 4424.446777 Iteration 71Q: 3 clusters Score -1355137 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6411 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -1355143.625000 Penalty: 4424.446777 Iteration 72Q: 3 clusters Score -1355144 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -1355148.625000 Penalty: 4424.446777 Iteration 73Q: 3 clusters Score -1355149 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6433 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -1355150.000000 Penalty: 4424.446777 Iteration 74Q: 3 clusters Score -1355150 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6443 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -1355157.375000 Penalty: 4424.446777 Iteration 75Q: 3 clusters Score -1355157 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -1355165.625000 Penalty: 4424.446777 Iteration 76Q: 3 clusters Score -1355166 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6469 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -1355172.125000 Penalty: 4424.446777 Iteration 77Q: 3 clusters Score -1355172 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6481 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -1355178.125000 Penalty: 4424.446777 Iteration 78Q: 3 clusters Score -1355178 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -1355179.250000 Penalty: 4424.446777 Iteration 79Q: 3 clusters Score -1355179 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6490 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -1355181.000000 Penalty: 4424.446777 Iteration 80F: 3 clusters Score -1355181 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -1355180.375000 Penalty: 4424.446777 Iteration 81Q: 3 clusters Score -1355180 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6495 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -1355182.125000 Penalty: 4424.446777 Iteration 82Q: 3 clusters Score -1355182 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6496 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -1355183.250000 Penalty: 4424.446777 Iteration 83Q: 3 clusters Score -1355183 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -1355181.125000 Penalty: 4424.446777 Iteration 84Q: 3 clusters Score -1355181 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6502 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -1355182.250000 Penalty: 4424.446777 Iteration 85Q: 3 clusters Score -1355182 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -1355186.250000 Penalty: 4424.446777 Iteration 86Q: 3 clusters Score -1355186 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6510 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -1355188.500000 Penalty: 4424.446777 Iteration 87Q: 3 clusters Score -1355188 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6514 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -1355191.875000 Penalty: 4424.446777 Iteration 88Q: 3 clusters Score -1355192 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6517 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -1355193.500000 Penalty: 4424.446777 Iteration 89Q: 3 clusters Score -1355194 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6521 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: 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Score: -1355202.125000 Penalty: 4424.446777 Iteration 94Q: 3 clusters Score -1355202 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6544 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -1355205.375000 Penalty: 4424.446777 Iteration 95Q: 3 clusters Score -1355205 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -1355207.125000 Penalty: 4424.446777 Iteration 96Q: 3 clusters Score -1355207 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -1355212.125000 Penalty: 4424.446777 Iteration 97Q: 3 clusters Score -1355212 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6555 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -1355210.375000 Penalty: 4424.446777 Iteration 98Q: 3 clusters Score -1355210 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -1355211.750000 Penalty: 4424.446777 Iteration 99Q: 3 clusters Score -1355212 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6559 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -1355210.875000 Penalty: 4424.446777 Iteration 100F: 3 clusters Score -1355211 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -1355211.250000 Penalty: 4424.446777 Iteration 101Q: 3 clusters Score -1355211 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -1355214.625000 Penalty: 4424.446777 Iteration 102Q: 3 clusters Score -1355215 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6567 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -1355216.000000 Penalty: 4424.446777 Iteration 103Q: 3 clusters Score -1355216 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6567 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -1355215.625000 Penalty: 4424.446777 Iteration 104Q: 3 clusters Score -1355216 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -1355215.125000 Penalty: 4424.446777 Iteration 105Q: 3 clusters Score -1355215 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6570 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -1355214.875000 Penalty: 4424.446777 Iteration 106Q: 3 clusters Score -1355215 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -1355216.750000 Penalty: 4424.446777 Iteration 107Q: 3 clusters Score -1355217 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -1355217.250000 Penalty: 4424.446777 Iteration 108Q: 3 clusters Score -1355217 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6573 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -1355217.750000 Penalty: 4424.446777 Iteration 109Q: 3 clusters Score -1355218 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6573 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -1355217.750000 Penalty: 4424.446777 Iteration 110F: 3 clusters Score -1355218 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Entering Unmasked Estep Score: -42030.753906 Penalty: 1390.238892 Iteration 0F: 2 clusters Score -42030.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -40853.398438 Penalty: 2780.477783 Iteration 0F: 3 clusters Score -40853.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -40957.445312 Penalty: 2780.477783 Iteration 1F: 3 clusters Score -40957.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -40984.546875 Penalty: 2780.477783 Iteration 2Q: 3 clusters Score -40984.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -40993.492188 Penalty: 2780.477783 Iteration 3Q: 3 clusters Score -40993.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -41007.968750 Penalty: 2780.477783 Iteration 4Q: 3 clusters Score -41007.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -41007.968750 Penalty: 2780.477783 Iteration 5F: 3 clusters Score -41007.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Entering Unmasked Estep Score: -319411.000000 Penalty: 1870.074219 Iteration 0F: 2 clusters Score -319411 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -317001.375000 Penalty: 3740.148438 Iteration 0F: 3 clusters Score -317001.4 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -318183.625000 Penalty: 3740.148438 Iteration 1F: 3 clusters Score -318183.6 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -319161.468750 Penalty: 3740.148438 Iteration 2F: 3 clusters Score -319161.5 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -319964.468750 Penalty: 3740.148438 Iteration 3F: 3 clusters Score -319964.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -320218.906250 Penalty: 3740.148438 Iteration 4F: 3 clusters Score -320218.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -320303.187500 Penalty: 3740.148438 Iteration 5Q: 3 clusters Score -320303.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -320338.437500 Penalty: 3740.148438 Iteration 6Q: 3 clusters Score -320338.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -320355.000000 Penalty: 3740.148438 Iteration 7Q: 3 clusters Score -320355 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -320363.125000 Penalty: 3740.148438 Iteration 8Q: 3 clusters Score -320363.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -320366.406250 Penalty: 3740.148438 Iteration 9Q: 3 clusters Score -320366.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -320366.406250 Penalty: 3740.148438 Iteration 10F: 3 clusters Score -320366.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55560 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67108 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1379 members Mstep: Class 10 contains 24448 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21517 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62895 members Mstep: Class 16 contains 23704 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24582 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23217 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24753 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 504 members Entering Unmasked Estep Score: -63649628.000000 Penalty: 79136.750000 Splitting cluster 9 changes total score from -63649828.000000 to -63649628.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (24448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24448 members Entering Unmasked Estep Score: -4521657.500000 Penalty: 2505.867188 Iteration 0F: 2 clusters Score -4521658 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12262 members Mstep: Class 2 contains 12186 members Entering Unmasked Estep Score: -4504869.500000 Penalty: 5011.734375 Iteration 0F: 3 clusters Score -4504870 nChanged 10778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12306 members Mstep: Class 2 contains 12142 members Entering Unmasked Estep Score: -4510820.500000 Penalty: 5011.734375 Iteration 1F: 3 clusters Score -4510820 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12357 members Mstep: Class 2 contains 12091 members Entering Unmasked Estep Score: -4511462.500000 Penalty: 5011.734375 Iteration 2F: 3 clusters Score -4511462 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12400 members Mstep: Class 2 contains 12048 members Entering Unmasked Estep Score: -4512129.000000 Penalty: 5011.734375 Iteration 3F: 3 clusters Score -4512129 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12425 members Mstep: Class 2 contains 12023 members Entering Unmasked Estep Score: -4512868.500000 Penalty: 5011.734375 Iteration 4F: 3 clusters Score -4512868 nChanged 1358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12375 members Mstep: Class 2 contains 12073 members Entering Unmasked Estep Score: -4513586.500000 Penalty: 5011.734375 Iteration 5F: 3 clusters Score -4513586 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12247 members Mstep: Class 2 contains 12201 members Entering Unmasked Estep Score: -4514200.500000 Penalty: 5011.734375 Iteration 6F: 3 clusters Score -4514200 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12102 members Mstep: Class 2 contains 12346 members Entering Unmasked Estep Score: -4514740.500000 Penalty: 5011.734375 Iteration 7Q: 3 clusters Score -4514740 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11977 members Mstep: Class 2 contains 12471 members Entering Unmasked Estep Score: -4515222.500000 Penalty: 5011.734375 Iteration 8Q: 3 clusters Score -4515222 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11841 members Mstep: Class 2 contains 12607 members Entering Unmasked Estep Score: -4515637.500000 Penalty: 5011.734375 Iteration 9Q: 3 clusters Score -4515638 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11677 members Mstep: Class 2 contains 12771 members Entering Unmasked Estep Score: -4515994.500000 Penalty: 5011.734375 Iteration 10Q: 3 clusters Score -4515994 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11537 members Mstep: Class 2 contains 12911 members Entering Unmasked Estep Score: -4516321.000000 Penalty: 5011.734375 Iteration 11Q: 3 clusters Score -4516321 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11336 members Mstep: Class 2 contains 13112 members Entering Unmasked Estep Score: -4516633.000000 Penalty: 5011.734375 Iteration 12Q: 3 clusters Score -4516633 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11132 members Mstep: Class 2 contains 13316 members Entering Unmasked Estep Score: -4516902.500000 Penalty: 5011.734375 Iteration 13Q: 3 clusters Score -4516902 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10928 members Mstep: Class 2 contains 13520 members Entering Unmasked Estep Score: -4517106.500000 Penalty: 5011.734375 Iteration 14Q: 3 clusters Score -4517106 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10733 members Mstep: Class 2 contains 13715 members Entering Unmasked Estep Score: -4517232.500000 Penalty: 5011.734375 Iteration 15Q: 3 clusters Score -4517232 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10573 members Mstep: Class 2 contains 13875 members Entering Unmasked Estep Score: -4517363.000000 Penalty: 5011.734375 Iteration 16Q: 3 clusters Score -4517363 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10461 members Mstep: Class 2 contains 13987 members Entering Unmasked Estep Score: -4517447.500000 Penalty: 5011.734375 Iteration 17Q: 3 clusters Score -4517448 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10377 members Mstep: Class 2 contains 14071 members Entering Unmasked Estep Score: -4517502.000000 Penalty: 5011.734375 Iteration 18Q: 3 clusters Score -4517502 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10309 members Mstep: Class 2 contains 14139 members Entering Unmasked Estep Score: -4517537.000000 Penalty: 5011.734375 Iteration 19Q: 3 clusters Score -4517537 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10231 members Mstep: Class 2 contains 14217 members Entering Unmasked Estep Score: -4517556.000000 Penalty: 5011.734375 Iteration 20F: 3 clusters Score -4517556 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10158 members Mstep: Class 2 contains 14290 members Entering Unmasked Estep Score: -4517578.000000 Penalty: 5011.734375 Iteration 21Q: 3 clusters Score -4517578 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10098 members Mstep: Class 2 contains 14350 members Entering Unmasked Estep Score: -4517597.000000 Penalty: 5011.734375 Iteration 22Q: 3 clusters Score -4517597 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10048 members Mstep: Class 2 contains 14400 members Entering Unmasked Estep Score: -4517592.000000 Penalty: 5011.734375 Iteration 23Q: 3 clusters Score -4517592 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10015 members Mstep: Class 2 contains 14433 members Entering Unmasked Estep Score: -4517596.000000 Penalty: 5011.734375 Iteration 24Q: 3 clusters Score -4517596 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9971 members Mstep: Class 2 contains 14477 members Entering Unmasked Estep Score: -4517609.000000 Penalty: 5011.734375 Iteration 25Q: 3 clusters Score -4517609 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9939 members Mstep: Class 2 contains 14509 members Entering Unmasked Estep Score: -4517617.000000 Penalty: 5011.734375 Iteration 26Q: 3 clusters Score -4517617 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9895 members Mstep: Class 2 contains 14553 members Entering Unmasked Estep Score: -4517613.500000 Penalty: 5011.734375 Iteration 27Q: 3 clusters Score -4517614 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9858 members Mstep: Class 2 contains 14590 members Entering Unmasked Estep Score: -4517627.000000 Penalty: 5011.734375 Iteration 28Q: 3 clusters Score -4517627 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9819 members Mstep: Class 2 contains 14629 members Entering Unmasked Estep Score: -4517631.500000 Penalty: 5011.734375 Iteration 29Q: 3 clusters Score -4517632 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9767 members Mstep: Class 2 contains 14681 members Entering Unmasked Estep Score: -4517630.500000 Penalty: 5011.734375 Iteration 30Q: 3 clusters Score -4517630 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9710 members Mstep: Class 2 contains 14738 members Entering Unmasked Estep Score: -4517645.000000 Penalty: 5011.734375 Iteration 31Q: 3 clusters Score -4517645 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9665 members Mstep: Class 2 contains 14783 members Entering Unmasked Estep Score: -4517649.000000 Penalty: 5011.734375 Iteration 32Q: 3 clusters Score -4517649 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9612 members Mstep: Class 2 contains 14836 members Entering Unmasked Estep Score: -4517661.000000 Penalty: 5011.734375 Iteration 33Q: 3 clusters Score -4517661 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9555 members Mstep: Class 2 contains 14893 members Entering Unmasked Estep Score: -4517667.000000 Penalty: 5011.734375 Iteration 34Q: 3 clusters Score -4517667 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9488 members Mstep: Class 2 contains 14960 members Entering Unmasked Estep Score: -4517673.500000 Penalty: 5011.734375 Iteration 35Q: 3 clusters Score -4517674 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9409 members Mstep: Class 2 contains 15039 members Entering Unmasked Estep Score: -4517691.500000 Penalty: 5011.734375 Iteration 36Q: 3 clusters Score -4517692 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9327 members Mstep: Class 2 contains 15121 members Entering Unmasked Estep Score: -4517704.000000 Penalty: 5011.734375 Iteration 37Q: 3 clusters Score -4517704 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9249 members Mstep: Class 2 contains 15199 members Entering Unmasked Estep Score: -4517703.000000 Penalty: 5011.734375 Iteration 38Q: 3 clusters Score -4517703 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9177 members Mstep: Class 2 contains 15271 members Entering Unmasked Estep Score: -4517699.500000 Penalty: 5011.734375 Iteration 39Q: 3 clusters Score -4517700 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9095 members Mstep: Class 2 contains 15353 members Entering Unmasked Estep Score: -4517710.500000 Penalty: 5011.734375 Iteration 40F: 3 clusters Score -4517710 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9016 members Mstep: Class 2 contains 15432 members Entering Unmasked Estep Score: -4517709.500000 Penalty: 5011.734375 Iteration 41Q: 3 clusters Score -4517710 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8938 members Mstep: Class 2 contains 15510 members Entering Unmasked Estep Score: -4517720.500000 Penalty: 5011.734375 Iteration 42Q: 3 clusters Score -4517720 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8863 members Mstep: Class 2 contains 15585 members Entering Unmasked Estep Score: -4517738.000000 Penalty: 5011.734375 Iteration 43Q: 3 clusters Score -4517738 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8781 members Mstep: Class 2 contains 15667 members Entering Unmasked Estep Score: -4517738.500000 Penalty: 5011.734375 Iteration 44Q: 3 clusters Score -4517738 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8719 members Mstep: Class 2 contains 15729 members Entering Unmasked Estep Score: -4517758.500000 Penalty: 5011.734375 Iteration 45Q: 3 clusters Score -4517758 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8670 members Mstep: Class 2 contains 15778 members Entering Unmasked Estep Score: -4517764.000000 Penalty: 5011.734375 Iteration 46Q: 3 clusters Score -4517764 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8615 members Mstep: Class 2 contains 15833 members Entering Unmasked Estep Score: -4517781.000000 Penalty: 5011.734375 Iteration 47Q: 3 clusters Score -4517781 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8555 members Mstep: Class 2 contains 15893 members Entering Unmasked Estep Score: -4517785.500000 Penalty: 5011.734375 Iteration 48Q: 3 clusters Score -4517786 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8496 members Mstep: Class 2 contains 15952 members Entering Unmasked Estep Score: -4517797.000000 Penalty: 5011.734375 Iteration 49Q: 3 clusters Score -4517797 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8441 members Mstep: Class 2 contains 16007 members Entering Unmasked Estep Score: -4517802.500000 Penalty: 5011.734375 Iteration 50Q: 3 clusters Score -4517802 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8372 members Mstep: Class 2 contains 16076 members Entering Unmasked Estep Score: -4517808.000000 Penalty: 5011.734375 Iteration 51Q: 3 clusters Score -4517808 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 16159 members Entering Unmasked Estep Score: -4517815.500000 Penalty: 5011.734375 Iteration 52Q: 3 clusters Score -4517816 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8189 members Mstep: Class 2 contains 16259 members Entering Unmasked Estep Score: -4517824.500000 Penalty: 5011.734375 Iteration 53Q: 3 clusters Score -4517824 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8085 members Mstep: Class 2 contains 16363 members Entering Unmasked Estep Score: -4517836.000000 Penalty: 5011.734375 Iteration 54Q: 3 clusters Score -4517836 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7980 members Mstep: Class 2 contains 16468 members Entering Unmasked Estep Score: -4517860.500000 Penalty: 5011.734375 Iteration 55Q: 3 clusters Score -4517860 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7859 members Mstep: Class 2 contains 16589 members Entering Unmasked Estep Score: -4517886.000000 Penalty: 5011.734375 Iteration 56Q: 3 clusters Score -4517886 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7727 members Mstep: Class 2 contains 16721 members Entering Unmasked Estep Score: -4517893.000000 Penalty: 5011.734375 Iteration 57Q: 3 clusters Score -4517893 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7559 members Mstep: Class 2 contains 16889 members Entering Unmasked Estep Score: -4517937.500000 Penalty: 5011.734375 Iteration 58Q: 3 clusters Score -4517938 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7369 members Mstep: Class 2 contains 17079 members Entering Unmasked Estep Score: -4517989.000000 Penalty: 5011.734375 Iteration 59Q: 3 clusters Score -4517989 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7155 members Mstep: Class 2 contains 17293 members Entering Unmasked Estep Score: -4518059.000000 Penalty: 5011.734375 Iteration 60F: 3 clusters Score -4518059 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6936 members Mstep: Class 2 contains 17512 members Entering Unmasked Estep Score: -4518103.000000 Penalty: 5011.734375 Iteration 61Q: 3 clusters Score -4518103 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 17733 members Entering Unmasked Estep Score: -4518170.000000 Penalty: 5011.734375 Iteration 62Q: 3 clusters Score -4518170 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6485 members Mstep: Class 2 contains 17963 members Entering Unmasked Estep Score: -4518227.000000 Penalty: 5011.734375 Iteration 63Q: 3 clusters Score -4518227 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6247 members Mstep: Class 2 contains 18201 members Entering Unmasked Estep Score: -4518281.500000 Penalty: 5011.734375 Iteration 64Q: 3 clusters Score -4518282 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 18453 members Entering Unmasked Estep Score: -4518348.500000 Penalty: 5011.734375 Iteration 65Q: 3 clusters Score -4518348 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 18689 members Entering Unmasked Estep Score: -4518399.500000 Penalty: 5011.734375 Iteration 66Q: 3 clusters Score -4518400 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5496 members Mstep: Class 2 contains 18952 members Entering Unmasked Estep Score: -4518486.500000 Penalty: 5011.734375 Iteration 67Q: 3 clusters Score -4518486 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 19223 members Entering Unmasked Estep Score: -4518557.500000 Penalty: 5011.734375 Iteration 68Q: 3 clusters Score -4518558 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 19497 members Entering Unmasked Estep Score: -4518679.000000 Penalty: 5011.734375 Iteration 69Q: 3 clusters Score -4518679 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 19808 members Entering Unmasked Estep Score: -4518760.500000 Penalty: 5011.734375 Iteration 70Q: 3 clusters Score -4518760 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 20109 members Entering Unmasked Estep Score: -4518884.500000 Penalty: 5011.734375 Iteration 71Q: 3 clusters Score -4518884 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 20404 members Entering Unmasked Estep Score: -4518992.000000 Penalty: 5011.734375 Iteration 72Q: 3 clusters Score -4518992 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 20715 members Entering Unmasked Estep Score: -4519098.000000 Penalty: 5011.734375 Iteration 73Q: 3 clusters Score -4519098 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 21028 members Entering Unmasked Estep Score: -4519243.000000 Penalty: 5011.734375 Iteration 74Q: 3 clusters Score -4519243 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 21332 members Entering Unmasked Estep Score: -4519384.000000 Penalty: 5011.734375 Iteration 75Q: 3 clusters Score -4519384 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 21641 members Entering Unmasked Estep Score: -4519536.000000 Penalty: 5011.734375 Iteration 76Q: 3 clusters Score -4519536 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 21894 members Entering Unmasked Estep Score: -4519647.000000 Penalty: 5011.734375 Iteration 77Q: 3 clusters Score -4519647 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 22126 members Entering Unmasked Estep Score: -4519758.500000 Penalty: 5011.734375 Iteration 78Q: 3 clusters Score -4519758 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 22344 members Entering Unmasked Estep Score: -4519843.000000 Penalty: 5011.734375 Iteration 79Q: 3 clusters Score -4519843 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 22521 members Entering Unmasked Estep Score: -4519933.500000 Penalty: 5011.734375 Iteration 80F: 3 clusters Score -4519934 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 22681 members Entering Unmasked Estep Score: -4520015.000000 Penalty: 5011.734375 Iteration 81Q: 3 clusters Score -4520015 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 22824 members Entering Unmasked Estep Score: -4520088.500000 Penalty: 5011.734375 Iteration 82Q: 3 clusters Score -4520088 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 22949 members Entering Unmasked Estep Score: -4520146.000000 Penalty: 5011.734375 Iteration 83Q: 3 clusters Score -4520146 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 23039 members Entering Unmasked Estep Score: -4520191.000000 Penalty: 5011.734375 Iteration 84Q: 3 clusters Score -4520191 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 23118 members Entering Unmasked Estep Score: -4520231.000000 Penalty: 5011.734375 Iteration 85Q: 3 clusters Score -4520231 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 23196 members Entering Unmasked Estep Score: -4520277.000000 Penalty: 5011.734375 Iteration 86Q: 3 clusters Score -4520277 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 23256 members Entering Unmasked Estep Score: -4520320.500000 Penalty: 5011.734375 Iteration 87Q: 3 clusters Score -4520320 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 23312 members Entering Unmasked Estep Score: -4520371.500000 Penalty: 5011.734375 Iteration 88Q: 3 clusters Score -4520372 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 23368 members Entering Unmasked Estep Score: -4520396.000000 Penalty: 5011.734375 Iteration 89Q: 3 clusters Score -4520396 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 23408 members Entering Unmasked Estep Score: -4520420.500000 Penalty: 5011.734375 Iteration 90Q: 3 clusters Score -4520420 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 23434 members Entering Unmasked Estep Score: -4520433.000000 Penalty: 5011.734375 Iteration 91Q: 3 clusters Score -4520433 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 23457 members Entering Unmasked Estep Score: -4520454.000000 Penalty: 5011.734375 Iteration 92Q: 3 clusters Score -4520454 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 23482 members Entering Unmasked Estep Score: -4520475.500000 Penalty: 5011.734375 Iteration 93Q: 3 clusters Score -4520476 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 23519 members Entering Unmasked Estep Score: -4520526.500000 Penalty: 5011.734375 Iteration 94Q: 3 clusters Score -4520526 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 23549 members Entering Unmasked Estep Score: -4520574.500000 Penalty: 5011.734375 Iteration 95Q: 3 clusters Score -4520574 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 23576 members Entering Unmasked Estep Score: -4520619.500000 Penalty: 5011.734375 Iteration 96Q: 3 clusters Score -4520620 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 23604 members Entering Unmasked Estep Score: -4520666.000000 Penalty: 5011.734375 Iteration 97Q: 3 clusters Score -4520666 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 23627 members Entering Unmasked Estep Score: -4520710.500000 Penalty: 5011.734375 Iteration 98Q: 3 clusters Score -4520710 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 23646 members Entering Unmasked Estep Score: -4520735.500000 Penalty: 5011.734375 Iteration 99Q: 3 clusters Score -4520736 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 23663 members Entering Unmasked Estep Score: -4520745.000000 Penalty: 5011.734375 Iteration 100F: 3 clusters Score -4520745 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 23675 members Entering Unmasked Estep Score: -4520760.000000 Penalty: 5011.734375 Iteration 101Q: 3 clusters Score -4520760 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 23680 members Entering Unmasked Estep Score: -4520761.000000 Penalty: 5011.734375 Iteration 102Q: 3 clusters Score -4520761 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 23682 members Entering Unmasked Estep Score: -4520764.000000 Penalty: 5011.734375 Iteration 103Q: 3 clusters Score -4520764 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 23686 members Entering Unmasked Estep Score: -4520766.500000 Penalty: 5011.734375 Iteration 104Q: 3 clusters Score -4520766 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 23686 members Entering Unmasked Estep Score: -4520766.000000 Penalty: 5011.734375 Iteration 105Q: 3 clusters Score -4520766 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 23686 members Entering Unmasked Estep Score: -4520768.500000 Penalty: 5011.734375 Iteration 106Q: 3 clusters Score -4520768 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 23687 members Entering Unmasked Estep Score: -4520763.000000 Penalty: 5011.734375 Iteration 107Q: 3 clusters Score -4520763 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 23689 members Entering Unmasked Estep Score: -4520767.000000 Penalty: 5011.734375 Iteration 108Q: 3 clusters Score -4520767 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 23689 members Entering Unmasked Estep Score: -4520767.000000 Penalty: 5011.734375 Iteration 109F: 3 clusters Score -4520767 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (240 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Entering Unmasked Estep Score: -24712.019531 Penalty: 1359.198486 Iteration 0F: 2 clusters Score -24712.02 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 129 members Entering Unmasked Estep Score: -23834.718750 Penalty: 2718.396973 Iteration 0F: 3 clusters Score -23834.72 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -24075.017578 Penalty: 2718.396973 Iteration 1F: 3 clusters Score -24075.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -24163.496094 Penalty: 2718.396973 Iteration 2F: 3 clusters Score -24163.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -24175.802734 Penalty: 2718.396973 Iteration 3Q: 3 clusters Score -24175.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -24194.232422 Penalty: 2718.396973 Iteration 4Q: 3 clusters Score -24194.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -24207.783203 Penalty: 2718.396973 Iteration 5Q: 3 clusters Score -24207.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -24212.197266 Penalty: 2718.396973 Iteration 6Q: 3 clusters Score -24212.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -24213.224609 Penalty: 2718.396973 Iteration 7Q: 3 clusters Score -24213.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -24214.755859 Penalty: 2718.396973 Iteration 8F: 3 clusters Score -24214.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -24235.365234 Penalty: 2718.396973 Iteration 9Q: 3 clusters Score -24235.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -24236.380859 Penalty: 2718.396973 Iteration 10Q: 3 clusters Score -24236.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -24236.380859 Penalty: 2718.396973 Iteration 11F: 3 clusters Score -24236.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Entering Unmasked Estep Score: -402196.687500 Penalty: 1916.428711 Iteration 0F: 2 clusters Score -402196.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -399381.968750 Penalty: 3832.857422 Iteration 0F: 3 clusters Score -399382 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -399952.156250 Penalty: 3832.857422 Iteration 1F: 3 clusters Score -399952.2 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -400118.750000 Penalty: 3832.857422 Iteration 2F: 3 clusters Score -400118.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -400210.187500 Penalty: 3832.857422 Iteration 3Q: 3 clusters Score -400210.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -400267.437500 Penalty: 3832.857422 Iteration 4Q: 3 clusters Score -400267.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -400299.687500 Penalty: 3832.857422 Iteration 5Q: 3 clusters Score -400299.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -400334.500000 Penalty: 3832.857422 Iteration 6Q: 3 clusters Score -400334.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -400358.218750 Penalty: 3832.857422 Iteration 7Q: 3 clusters Score -400358.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -400370.625000 Penalty: 3832.857422 Iteration 8Q: 3 clusters Score -400370.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -400386.062500 Penalty: 3832.857422 Iteration 9Q: 3 clusters Score -400386.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -400404.343750 Penalty: 3832.857422 Iteration 10Q: 3 clusters Score -400404.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -400428.125000 Penalty: 3832.857422 Iteration 11Q: 3 clusters Score -400428.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -400448.906250 Penalty: 3832.857422 Iteration 12Q: 3 clusters Score -400448.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -400461.593750 Penalty: 3832.857422 Iteration 13Q: 3 clusters Score -400461.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -400469.875000 Penalty: 3832.857422 Iteration 14Q: 3 clusters Score -400469.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -400483.375000 Penalty: 3832.857422 Iteration 15Q: 3 clusters Score -400483.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -400491.531250 Penalty: 3832.857422 Iteration 16Q: 3 clusters Score -400491.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -400498.468750 Penalty: 3832.857422 Iteration 17Q: 3 clusters Score -400498.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -400501.468750 Penalty: 3832.857422 Iteration 18Q: 3 clusters Score -400501.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -400502.468750 Penalty: 3832.857422 Iteration 19Q: 3 clusters Score -400502.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -400502.468750 Penalty: 3832.857422 Iteration 20F: 3 clusters Score -400502.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -400502.656250 Penalty: 3832.857422 Iteration 21Q: 3 clusters Score -400502.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -400503.406250 Penalty: 3832.857422 Iteration 22Q: 3 clusters Score -400503.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -400503.406250 Penalty: 3832.857422 Iteration 23F: 3 clusters Score -400503.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (21517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21517 members Entering Unmasked Estep Score: -3767564.000000 Penalty: 2474.196533 Iteration 0F: 2 clusters Score -3767564 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10792 members Mstep: Class 2 contains 10725 members Entering Unmasked Estep Score: -3752553.500000 Penalty: 4948.393066 Iteration 0F: 3 clusters Score -3752554 nChanged 9471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11053 members Mstep: Class 2 contains 10464 members Entering Unmasked Estep Score: -3757568.000000 Penalty: 4948.393066 Iteration 1F: 3 clusters Score -3757568 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11247 members Mstep: Class 2 contains 10270 members Entering Unmasked Estep Score: -3757897.250000 Penalty: 4948.393066 Iteration 2Q: 3 clusters Score -3757897 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11485 members Mstep: Class 2 contains 10032 members Entering Unmasked Estep Score: -3758184.750000 Penalty: 4948.393066 Iteration 3Q: 3 clusters Score -3758185 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11799 members Mstep: Class 2 contains 9718 members Entering Unmasked Estep Score: -3758411.000000 Penalty: 4948.393066 Iteration 4Q: 3 clusters Score -3758411 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12199 members Mstep: Class 2 contains 9318 members Entering Unmasked Estep Score: -3758631.500000 Penalty: 4948.393066 Iteration 5Q: 3 clusters Score -3758632 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12695 members Mstep: Class 2 contains 8822 members Entering Unmasked Estep Score: -3758845.500000 Penalty: 4948.393066 Iteration 6Q: 3 clusters Score -3758846 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13291 members Mstep: Class 2 contains 8226 members Entering Unmasked Estep Score: -3759124.000000 Penalty: 4948.393066 Iteration 7Q: 3 clusters Score -3759124 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14074 members Mstep: Class 2 contains 7443 members Entering Unmasked Estep Score: -3759504.500000 Penalty: 4948.393066 Iteration 8Q: 3 clusters Score -3759504 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15008 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -3760021.750000 Penalty: 4948.393066 Iteration 9Q: 3 clusters Score -3760022 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16138 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -3760775.500000 Penalty: 4948.393066 Iteration 10F: 3 clusters Score -3760776 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17376 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -3761710.750000 Penalty: 4948.393066 Iteration 11F: 3 clusters Score -3761711 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18600 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -3762737.000000 Penalty: 4948.393066 Iteration 12F: 3 clusters Score -3762737 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19674 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -3763723.500000 Penalty: 4948.393066 Iteration 13F: 3 clusters Score -3763724 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20468 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -3764476.750000 Penalty: 4948.393066 Iteration 14Q: 3 clusters Score -3764477 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20863 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -3764856.000000 Penalty: 4948.393066 Iteration 15Q: 3 clusters Score -3764856 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21028 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -3765056.500000 Penalty: 4948.393066 Iteration 16Q: 3 clusters Score -3765056 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21125 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -3765161.750000 Penalty: 4948.393066 Iteration 17Q: 3 clusters Score -3765162 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21180 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -3765235.000000 Penalty: 4948.393066 Iteration 18Q: 3 clusters Score -3765235 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21209 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -3765275.750000 Penalty: 4948.393066 Iteration 19Q: 3 clusters Score -3765276 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21229 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -3765308.250000 Penalty: 4948.393066 Iteration 20F: 3 clusters Score -3765308 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21238 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -3765323.750000 Penalty: 4948.393066 Iteration 21Q: 3 clusters Score -3765324 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21244 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -3765338.000000 Penalty: 4948.393066 Iteration 22Q: 3 clusters Score -3765338 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21248 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -3765341.750000 Penalty: 4948.393066 Iteration 23Q: 3 clusters Score -3765342 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21251 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -3765347.500000 Penalty: 4948.393066 Iteration 24Q: 3 clusters Score -3765348 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21255 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -3765350.750000 Penalty: 4948.393066 Iteration 25Q: 3 clusters Score -3765351 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21261 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -3765359.000000 Penalty: 4948.393066 Iteration 26Q: 3 clusters Score -3765359 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21263 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -3765366.000000 Penalty: 4948.393066 Iteration 27Q: 3 clusters Score -3765366 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21268 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -3765372.750000 Penalty: 4948.393066 Iteration 28Q: 3 clusters Score -3765373 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21267 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -3765376.250000 Penalty: 4948.393066 Iteration 29Q: 3 clusters Score -3765376 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21268 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -3765378.000000 Penalty: 4948.393066 Iteration 30Q: 3 clusters Score -3765378 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21269 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -3765379.250000 Penalty: 4948.393066 Iteration 31Q: 3 clusters Score -3765379 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21269 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -3765379.250000 Penalty: 4948.393066 Iteration 32F: 3 clusters Score -3765379 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Entering Unmasked Estep Score: -215883.375000 Penalty: 1763.655029 Iteration 0F: 2 clusters Score -215883.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -213899.546875 Penalty: 3527.310059 Iteration 0F: 3 clusters Score -213899.5 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -214439.718750 Penalty: 3527.310059 Iteration 1F: 3 clusters Score -214439.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -214654.703125 Penalty: 3527.310059 Iteration 2F: 3 clusters Score -214654.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -214754.765625 Penalty: 3527.310059 Iteration 3F: 3 clusters Score -214754.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -214832.296875 Penalty: 3527.310059 Iteration 4Q: 3 clusters Score -214832.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -214917.593750 Penalty: 3527.310059 Iteration 5Q: 3 clusters Score -214917.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -215030.656250 Penalty: 3527.310059 Iteration 6Q: 3 clusters Score -215030.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -215089.531250 Penalty: 3527.310059 Iteration 7Q: 3 clusters Score -215089.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -215138.875000 Penalty: 3527.310059 Iteration 8Q: 3 clusters Score -215138.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -215192.046875 Penalty: 3527.310059 Iteration 9Q: 3 clusters Score -215192 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -215285.781250 Penalty: 3527.310059 Iteration 10Q: 3 clusters Score -215285.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -215349.281250 Penalty: 3527.310059 Iteration 11Q: 3 clusters Score -215349.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -215394.546875 Penalty: 3527.310059 Iteration 12Q: 3 clusters Score -215394.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -215416.546875 Penalty: 3527.310059 Iteration 13Q: 3 clusters Score -215416.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -215434.968750 Penalty: 3527.310059 Iteration 14Q: 3 clusters Score -215435 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -215442.906250 Penalty: 3527.310059 Iteration 15Q: 3 clusters Score -215442.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -215447.312500 Penalty: 3527.310059 Iteration 16Q: 3 clusters Score -215447.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -215453.328125 Penalty: 3527.310059 Iteration 17Q: 3 clusters Score -215453.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -215476.406250 Penalty: 3527.310059 Iteration 18Q: 3 clusters Score -215476.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -215540.625000 Penalty: 3527.310059 Iteration 19Q: 3 clusters Score -215540.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -215650.578125 Penalty: 3527.310059 Iteration 20F: 3 clusters Score -215650.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -215789.562500 Penalty: 3527.310059 Iteration 21Q: 3 clusters Score -215789.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -215845.500000 Penalty: 3527.310059 Iteration 22Q: 3 clusters Score -215845.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -215877.890625 Penalty: 3527.310059 Iteration 23Q: 3 clusters Score -215877.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -215884.906250 Penalty: 3527.310059 Iteration 24Q: 3 clusters Score -215884.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -215887.671875 Penalty: 3527.310059 Iteration 25Q: 3 clusters Score -215887.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -215889.406250 Penalty: 3527.310059 Iteration 26Q: 3 clusters Score -215889.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -215889.578125 Penalty: 3527.310059 Iteration 27Q: 3 clusters Score -215889.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -215891.046875 Penalty: 3527.310059 Iteration 28F: 3 clusters Score -215891 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -215900.593750 Penalty: 3527.310059 Iteration 29Q: 3 clusters Score -215900.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -215902.390625 Penalty: 3527.310059 Iteration 30Q: 3 clusters Score -215902.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -215904.781250 Penalty: 3527.310059 Iteration 31Q: 3 clusters Score -215904.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -215905.750000 Penalty: 3527.310059 Iteration 32Q: 3 clusters Score -215905.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -215905.750000 Penalty: 3527.310059 Iteration 33F: 3 clusters Score -215905.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55560 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67108 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24448 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21517 members Mstep: Class 14 contains 357 members Mstep: Class 15 contains 62895 members Mstep: Class 16 contains 23704 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24582 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23217 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24753 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 869 members Entering Unmasked Estep Score: -63648472.000000 Penalty: 79136.750000 Splitting cluster 14 changes total score from -63649828.000000 to -63648472.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (62895 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62895 members Entering Unmasked Estep Score: -11587491.000000 Penalty: 2740.207031 Iteration 0F: 2 clusters Score -1.158749e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31476 members Mstep: Class 2 contains 31419 members Entering Unmasked Estep Score: -11548336.000000 Penalty: 5480.414062 Iteration 0F: 3 clusters Score -1.154834e+07 nChanged 29275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31675 members Mstep: Class 2 contains 31220 members Entering Unmasked Estep Score: -11564671.000000 Penalty: 5480.414062 Iteration 1F: 3 clusters Score -1.156467e+07 nChanged 2087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31738 members Mstep: Class 2 contains 31157 members Entering Unmasked Estep Score: -11565156.000000 Penalty: 5480.414062 Iteration 2Q: 3 clusters Score -1.156516e+07 nChanged 1991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31821 members Mstep: Class 2 contains 31074 members Entering Unmasked Estep Score: -11565602.000000 Penalty: 5480.414062 Iteration 3Q: 3 clusters Score -1.15656e+07 nChanged 1911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31932 members Mstep: Class 2 contains 30963 members Entering Unmasked Estep Score: -11565998.000000 Penalty: 5480.414062 Iteration 4Q: 3 clusters Score -1.1566e+07 nChanged 1908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32106 members Mstep: Class 2 contains 30789 members Entering Unmasked Estep Score: -11566481.000000 Penalty: 5480.414062 Iteration 5Q: 3 clusters Score -1.156648e+07 nChanged 1930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32336 members Mstep: Class 2 contains 30559 members Entering Unmasked Estep Score: -11567044.000000 Penalty: 5480.414062 Iteration 6Q: 3 clusters Score -1.156704e+07 nChanged 2076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32574 members Mstep: Class 2 contains 30321 members Entering Unmasked Estep Score: -11567679.000000 Penalty: 5480.414062 Iteration 7Q: 3 clusters Score -1.156768e+07 nChanged 2161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32797 members Mstep: Class 2 contains 30098 members Entering Unmasked Estep Score: -11568404.000000 Penalty: 5480.414062 Iteration 8Q: 3 clusters Score -1.15684e+07 nChanged 2465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33088 members Mstep: Class 2 contains 29807 members Entering Unmasked Estep Score: -11569620.000000 Penalty: 5480.414062 Iteration 9Q: 3 clusters Score -1.156962e+07 nChanged 2974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33374 members Mstep: Class 2 contains 29521 members Entering Unmasked Estep Score: -11571379.000000 Penalty: 5480.414062 Iteration 10Q: 3 clusters Score -1.157138e+07 nChanged 3412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33596 members Mstep: Class 2 contains 29299 members Entering Unmasked Estep Score: -11573746.000000 Penalty: 5480.414062 Iteration 11F: 3 clusters Score -1.157375e+07 nChanged 3505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33723 members Mstep: Class 2 contains 29172 members Entering Unmasked Estep Score: -11576276.000000 Penalty: 5480.414062 Iteration 12F: 3 clusters Score -1.157628e+07 nChanged 3235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33834 members Mstep: Class 2 contains 29061 members Entering Unmasked Estep Score: -11578035.000000 Penalty: 5480.414062 Iteration 13F: 3 clusters Score -1.157804e+07 nChanged 2421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33945 members Mstep: Class 2 contains 28950 members Entering Unmasked Estep Score: -11578952.000000 Penalty: 5480.414062 Iteration 14Q: 3 clusters Score -1.157895e+07 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34054 members Mstep: Class 2 contains 28841 members Entering Unmasked Estep Score: -11579322.000000 Penalty: 5480.414062 Iteration 15Q: 3 clusters Score -1.157932e+07 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34181 members Mstep: Class 2 contains 28714 members Entering Unmasked Estep Score: -11579659.000000 Penalty: 5480.414062 Iteration 16Q: 3 clusters Score -1.157966e+07 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34273 members Mstep: Class 2 contains 28622 members Entering Unmasked Estep Score: -11579896.000000 Penalty: 5480.414062 Iteration 17Q: 3 clusters Score -1.15799e+07 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34359 members Mstep: Class 2 contains 28536 members Entering Unmasked Estep Score: -11580109.000000 Penalty: 5480.414062 Iteration 18Q: 3 clusters Score -1.158011e+07 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34484 members Mstep: Class 2 contains 28411 members Entering Unmasked Estep Score: -11580362.000000 Penalty: 5480.414062 Iteration 19Q: 3 clusters Score -1.158036e+07 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34568 members Mstep: Class 2 contains 28327 members Entering Unmasked Estep Score: -11580612.000000 Penalty: 5480.414062 Iteration 20F: 3 clusters Score -1.158061e+07 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34661 members Mstep: Class 2 contains 28234 members Entering Unmasked Estep Score: -11580838.000000 Penalty: 5480.414062 Iteration 21Q: 3 clusters Score -1.158084e+07 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34710 members Mstep: Class 2 contains 28185 members Entering Unmasked Estep Score: -11581050.000000 Penalty: 5480.414062 Iteration 22Q: 3 clusters Score -1.158105e+07 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34714 members Mstep: Class 2 contains 28181 members Entering Unmasked Estep Score: -11581250.000000 Penalty: 5480.414062 Iteration 23Q: 3 clusters Score -1.158125e+07 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34667 members Mstep: Class 2 contains 28228 members Entering Unmasked Estep Score: -11581478.000000 Penalty: 5480.414062 Iteration 24Q: 3 clusters Score -1.158148e+07 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34549 members Mstep: Class 2 contains 28346 members Entering Unmasked Estep Score: -11581705.000000 Penalty: 5480.414062 Iteration 25Q: 3 clusters Score -1.15817e+07 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34374 members Mstep: Class 2 contains 28521 members Entering Unmasked Estep Score: -11581960.000000 Penalty: 5480.414062 Iteration 26Q: 3 clusters Score -1.158196e+07 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34143 members Mstep: Class 2 contains 28752 members Entering Unmasked Estep Score: -11582232.000000 Penalty: 5480.414062 Iteration 27Q: 3 clusters Score -1.158223e+07 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33896 members Mstep: Class 2 contains 28999 members Entering Unmasked Estep Score: -11582492.000000 Penalty: 5480.414062 Iteration 28Q: 3 clusters Score -1.158249e+07 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33619 members Mstep: Class 2 contains 29276 members Entering Unmasked Estep Score: -11582724.000000 Penalty: 5480.414062 Iteration 29Q: 3 clusters Score -1.158272e+07 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33364 members Mstep: Class 2 contains 29531 members Entering Unmasked Estep Score: -11583051.000000 Penalty: 5480.414062 Iteration 30Q: 3 clusters Score -1.158305e+07 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33062 members Mstep: Class 2 contains 29833 members Entering Unmasked Estep Score: -11583353.000000 Penalty: 5480.414062 Iteration 31Q: 3 clusters Score -1.158335e+07 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32719 members Mstep: Class 2 contains 30176 members Entering Unmasked Estep Score: -11583705.000000 Penalty: 5480.414062 Iteration 32Q: 3 clusters Score -1.15837e+07 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32383 members Mstep: Class 2 contains 30512 members Entering Unmasked Estep Score: -11584005.000000 Penalty: 5480.414062 Iteration 33Q: 3 clusters Score -1.1584e+07 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32130 members Mstep: Class 2 contains 30765 members Entering Unmasked Estep Score: -11584249.000000 Penalty: 5480.414062 Iteration 34Q: 3 clusters Score -1.158425e+07 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31946 members Mstep: Class 2 contains 30949 members Entering Unmasked Estep Score: -11584488.000000 Penalty: 5480.414062 Iteration 35Q: 3 clusters Score -1.158449e+07 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31781 members Mstep: Class 2 contains 31114 members Entering Unmasked Estep Score: -11584630.000000 Penalty: 5480.414062 Iteration 36Q: 3 clusters Score -1.158463e+07 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31601 members Mstep: Class 2 contains 31294 members Entering Unmasked Estep Score: -11584677.000000 Penalty: 5480.414062 Iteration 37Q: 3 clusters Score -1.158468e+07 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31508 members Mstep: Class 2 contains 31387 members Entering Unmasked Estep Score: -11584737.000000 Penalty: 5480.414062 Iteration 38Q: 3 clusters Score -1.158474e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31432 members Mstep: Class 2 contains 31463 members Entering Unmasked Estep Score: -11584740.000000 Penalty: 5480.414062 Iteration 39Q: 3 clusters Score -1.158474e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31377 members Mstep: Class 2 contains 31518 members Entering Unmasked Estep Score: -11584777.000000 Penalty: 5480.414062 Iteration 40F: 3 clusters Score -1.158478e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31308 members Mstep: Class 2 contains 31587 members Entering Unmasked Estep Score: -11584799.000000 Penalty: 5480.414062 Iteration 41Q: 3 clusters Score -1.15848e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31254 members Mstep: Class 2 contains 31641 members Entering Unmasked Estep Score: -11584817.000000 Penalty: 5480.414062 Iteration 42Q: 3 clusters Score -1.158482e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31221 members Mstep: Class 2 contains 31674 members Entering Unmasked Estep Score: -11584813.000000 Penalty: 5480.414062 Iteration 43Q: 3 clusters Score -1.158481e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31218 members Mstep: Class 2 contains 31677 members Entering Unmasked Estep Score: -11584812.000000 Penalty: 5480.414062 Iteration 44Q: 3 clusters Score -1.158481e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31219 members Mstep: Class 2 contains 31676 members Entering Unmasked Estep Score: -11584817.000000 Penalty: 5480.414062 Iteration 45Q: 3 clusters Score -1.158482e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31233 members Mstep: Class 2 contains 31662 members Entering Unmasked Estep Score: -11584846.000000 Penalty: 5480.414062 Iteration 46Q: 3 clusters Score -1.158485e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31244 members Mstep: Class 2 contains 31651 members Entering Unmasked Estep Score: -11584822.000000 Penalty: 5480.414062 Iteration 47Q: 3 clusters Score -1.158482e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31242 members Mstep: Class 2 contains 31653 members Entering Unmasked Estep Score: -11584825.000000 Penalty: 5480.414062 Iteration 48Q: 3 clusters Score -1.158482e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31239 members Mstep: Class 2 contains 31656 members Entering Unmasked Estep Score: -11584821.000000 Penalty: 5480.414062 Iteration 49Q: 3 clusters Score -1.158482e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31231 members Mstep: Class 2 contains 31664 members Entering Unmasked Estep Score: -11584824.000000 Penalty: 5480.414062 Iteration 50Q: 3 clusters Score -1.158482e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31228 members Mstep: Class 2 contains 31667 members Entering Unmasked Estep Score: -11584817.000000 Penalty: 5480.414062 Iteration 51Q: 3 clusters Score -1.158482e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31226 members Mstep: Class 2 contains 31669 members Entering Unmasked Estep Score: -11584812.000000 Penalty: 5480.414062 Iteration 52Q: 3 clusters Score -1.158481e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31224 members Mstep: Class 2 contains 31671 members Entering Unmasked Estep Score: -11584812.000000 Penalty: 5480.414062 Iteration 53Q: 3 clusters Score -1.158481e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31229 members Mstep: Class 2 contains 31666 members Entering Unmasked Estep Score: -11584828.000000 Penalty: 5480.414062 Iteration 54Q: 3 clusters Score -1.158483e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31225 members Mstep: Class 2 contains 31670 members Entering Unmasked Estep Score: -11584824.000000 Penalty: 5480.414062 Iteration 55Q: 3 clusters Score -1.158482e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31227 members Mstep: Class 2 contains 31668 members Entering Unmasked Estep Score: -11584814.000000 Penalty: 5480.414062 Iteration 56Q: 3 clusters Score -1.158481e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31231 members Mstep: Class 2 contains 31664 members Entering Unmasked Estep Score: -11584807.000000 Penalty: 5480.414062 Iteration 57Q: 3 clusters Score -1.158481e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31231 members Mstep: Class 2 contains 31664 members Entering Unmasked Estep Score: -11584801.000000 Penalty: 5480.414062 Iteration 58Q: 3 clusters Score -1.15848e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31232 members Mstep: Class 2 contains 31663 members Entering Unmasked Estep Score: -11584798.000000 Penalty: 5480.414062 Iteration 59Q: 3 clusters Score -1.15848e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31226 members Mstep: Class 2 contains 31669 members Entering Unmasked Estep Score: -11584794.000000 Penalty: 5480.414062 Iteration 60F: 3 clusters Score -1.158479e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31228 members Mstep: Class 2 contains 31667 members Entering Unmasked Estep Score: -11584793.000000 Penalty: 5480.414062 Iteration 61Q: 3 clusters Score -1.158479e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31227 members Mstep: Class 2 contains 31668 members Entering Unmasked Estep Score: -11584800.000000 Penalty: 5480.414062 Iteration 62Q: 3 clusters Score -1.15848e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31227 members Mstep: Class 2 contains 31668 members Entering Unmasked Estep Score: -11584806.000000 Penalty: 5480.414062 Iteration 63Q: 3 clusters Score -1.158481e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31230 members Mstep: Class 2 contains 31665 members Entering Unmasked Estep Score: -11584808.000000 Penalty: 5480.414062 Iteration 64Q: 3 clusters Score -1.158481e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31231 members Mstep: Class 2 contains 31664 members Entering Unmasked Estep Score: -11584808.000000 Penalty: 5480.414062 Iteration 65Q: 3 clusters Score -1.158481e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31232 members Mstep: Class 2 contains 31663 members Entering Unmasked Estep Score: -11584811.000000 Penalty: 5480.414062 Iteration 66Q: 3 clusters Score -1.158481e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31234 members Mstep: Class 2 contains 31661 members Entering Unmasked Estep Score: -11584814.000000 Penalty: 5480.414062 Iteration 67Q: 3 clusters Score -1.158481e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31233 members Mstep: Class 2 contains 31662 members Entering Unmasked Estep Score: -11584810.000000 Penalty: 5480.414062 Iteration 68Q: 3 clusters Score -1.158481e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31232 members Mstep: Class 2 contains 31663 members Entering Unmasked Estep Score: -11584801.000000 Penalty: 5480.414062 Iteration 69Q: 3 clusters Score -1.15848e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31233 members Mstep: Class 2 contains 31662 members Entering Unmasked Estep Score: -11584802.000000 Penalty: 5480.414062 Iteration 70Q: 3 clusters Score -1.15848e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31233 members Mstep: Class 2 contains 31662 members Entering Unmasked Estep Score: -11584802.000000 Penalty: 5480.414062 Iteration 71F: 3 clusters Score -1.15848e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (23704 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23704 members Entering Unmasked Estep Score: -4277390.500000 Penalty: 2498.203125 Iteration 0F: 2 clusters Score -4277390 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11853 members Mstep: Class 2 contains 11851 members Entering Unmasked Estep Score: -4260919.500000 Penalty: 4996.406250 Iteration 0F: 3 clusters Score -4260920 nChanged 10588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11781 members Mstep: Class 2 contains 11923 members Entering Unmasked Estep Score: -4266657.000000 Penalty: 4996.406250 Iteration 1F: 3 clusters Score -4266657 nChanged 1323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11604 members Mstep: Class 2 contains 12100 members Entering Unmasked Estep Score: -4267298.500000 Penalty: 4996.406250 Iteration 2F: 3 clusters Score -4267298 nChanged 1318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11286 members Mstep: Class 2 contains 12418 members Entering Unmasked Estep Score: -4268040.000000 Penalty: 4996.406250 Iteration 3F: 3 clusters Score -4268040 nChanged 1437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10771 members Mstep: Class 2 contains 12933 members Entering Unmasked Estep Score: -4269051.500000 Penalty: 4996.406250 Iteration 4F: 3 clusters Score -4269052 nChanged 1619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9970 members Mstep: Class 2 contains 13734 members Entering Unmasked Estep Score: -4270281.000000 Penalty: 4996.406250 Iteration 5F: 3 clusters Score -4270281 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8968 members Mstep: Class 2 contains 14736 members Entering Unmasked Estep Score: -4271412.000000 Penalty: 4996.406250 Iteration 6F: 3 clusters Score -4271412 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7953 members Mstep: Class 2 contains 15751 members Entering Unmasked Estep Score: -4272349.500000 Penalty: 4996.406250 Iteration 7F: 3 clusters Score -4272350 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7078 members Mstep: Class 2 contains 16626 members Entering Unmasked Estep Score: -4273012.000000 Penalty: 4996.406250 Iteration 8F: 3 clusters Score -4273012 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 17420 members Entering Unmasked Estep Score: -4273503.000000 Penalty: 4996.406250 Iteration 9Q: 3 clusters Score -4273503 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 18143 members Entering Unmasked Estep Score: -4273895.500000 Penalty: 4996.406250 Iteration 10Q: 3 clusters Score -4273896 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 18758 members Entering Unmasked Estep Score: -4274212.000000 Penalty: 4996.406250 Iteration 11Q: 3 clusters Score -4274212 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 19308 members Entering Unmasked Estep Score: -4274512.000000 Penalty: 4996.406250 Iteration 12Q: 3 clusters Score -4274512 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 19819 members Entering Unmasked Estep Score: -4274802.500000 Penalty: 4996.406250 Iteration 13Q: 3 clusters Score -4274802 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 20284 members Entering Unmasked Estep Score: -4275104.500000 Penalty: 4996.406250 Iteration 14Q: 3 clusters Score -4275104 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 20697 members Entering Unmasked Estep Score: -4275432.000000 Penalty: 4996.406250 Iteration 15Q: 3 clusters Score -4275432 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 21067 members Entering Unmasked Estep Score: -4275843.500000 Penalty: 4996.406250 Iteration 16Q: 3 clusters Score -4275844 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 21363 members Entering Unmasked Estep Score: -4276217.000000 Penalty: 4996.406250 Iteration 17Q: 3 clusters Score -4276217 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 21567 members Entering Unmasked Estep Score: -4276352.500000 Penalty: 4996.406250 Iteration 18Q: 3 clusters Score -4276352 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 21707 members Entering Unmasked Estep Score: -4276432.500000 Penalty: 4996.406250 Iteration 19Q: 3 clusters Score -4276432 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 21811 members Entering Unmasked Estep Score: -4276481.500000 Penalty: 4996.406250 Iteration 20F: 3 clusters Score -4276482 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 21902 members Entering Unmasked Estep Score: -4276514.500000 Penalty: 4996.406250 Iteration 21Q: 3 clusters Score -4276514 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 21970 members Entering Unmasked Estep Score: -4276529.500000 Penalty: 4996.406250 Iteration 22Q: 3 clusters Score -4276530 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 22023 members Entering Unmasked Estep Score: -4276542.500000 Penalty: 4996.406250 Iteration 23Q: 3 clusters Score -4276542 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 22059 members Entering Unmasked Estep Score: -4276543.000000 Penalty: 4996.406250 Iteration 24Q: 3 clusters Score -4276543 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 22080 members Entering Unmasked Estep Score: -4276555.500000 Penalty: 4996.406250 Iteration 25Q: 3 clusters Score -4276556 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 22094 members Entering Unmasked Estep Score: -4276561.000000 Penalty: 4996.406250 Iteration 26Q: 3 clusters Score -4276561 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 22106 members Entering Unmasked Estep Score: -4276556.000000 Penalty: 4996.406250 Iteration 27Q: 3 clusters Score -4276556 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 22113 members Entering Unmasked Estep Score: -4276565.500000 Penalty: 4996.406250 Iteration 28Q: 3 clusters Score -4276566 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 22118 members Entering Unmasked Estep Score: -4276564.500000 Penalty: 4996.406250 Iteration 29Q: 3 clusters Score -4276564 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 22124 members Entering Unmasked Estep Score: -4276567.000000 Penalty: 4996.406250 Iteration 30Q: 3 clusters Score -4276567 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 22130 members Entering Unmasked Estep Score: -4276567.500000 Penalty: 4996.406250 Iteration 31Q: 3 clusters Score -4276568 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 22135 members Entering Unmasked Estep Score: -4276570.500000 Penalty: 4996.406250 Iteration 32Q: 3 clusters Score -4276570 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 22137 members Entering Unmasked Estep Score: -4276571.000000 Penalty: 4996.406250 Iteration 33Q: 3 clusters Score -4276571 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 22140 members Entering Unmasked Estep Score: -4276571.500000 Penalty: 4996.406250 Iteration 34Q: 3 clusters Score -4276572 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 22145 members Entering Unmasked Estep Score: -4276577.000000 Penalty: 4996.406250 Iteration 35Q: 3 clusters Score -4276577 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 22146 members Entering Unmasked Estep Score: -4276581.500000 Penalty: 4996.406250 Iteration 36Q: 3 clusters Score -4276582 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 22147 members Entering Unmasked Estep Score: -4276583.000000 Penalty: 4996.406250 Iteration 37Q: 3 clusters Score -4276583 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 22147 members Entering Unmasked Estep Score: -4276583.000000 Penalty: 4996.406250 Iteration 38F: 3 clusters Score -4276583 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Entering Unmasked Estep Score: -20976.830078 Penalty: 1270.743042 Iteration 0F: 2 clusters Score -20976.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -20149.310547 Penalty: 2541.486084 Iteration 0F: 3 clusters Score -20149.31 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -20313.904297 Penalty: 2541.486084 Iteration 1F: 3 clusters Score -20313.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -20340.718750 Penalty: 2541.486084 Iteration 2Q: 3 clusters Score -20340.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -20352.511719 Penalty: 2541.486084 Iteration 3Q: 3 clusters Score -20352.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -20362.216797 Penalty: 2541.486084 Iteration 4Q: 3 clusters Score -20362.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -20362.216797 Penalty: 2541.486084 Iteration 5F: 3 clusters Score -20362.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (24582 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24582 members Entering Unmasked Estep Score: -4850842.000000 Penalty: 2507.222900 Iteration 0F: 2 clusters Score -4850842 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12306 members Mstep: Class 2 contains 12276 members Entering Unmasked Estep Score: -4834192.000000 Penalty: 5014.445801 Iteration 0F: 3 clusters Score -4834192 nChanged 11031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12241 members Mstep: Class 2 contains 12341 members Entering Unmasked Estep Score: -4840140.500000 Penalty: 5014.445801 Iteration 1F: 3 clusters Score -4840140 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12205 members Mstep: Class 2 contains 12377 members Entering Unmasked Estep Score: -4840537.500000 Penalty: 5014.445801 Iteration 2Q: 3 clusters Score -4840538 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12155 members Mstep: Class 2 contains 12427 members Entering Unmasked Estep Score: -4840819.500000 Penalty: 5014.445801 Iteration 3Q: 3 clusters Score -4840820 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12103 members Mstep: Class 2 contains 12479 members Entering Unmasked Estep Score: -4841066.500000 Penalty: 5014.445801 Iteration 4Q: 3 clusters Score -4841066 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12095 members Mstep: Class 2 contains 12487 members Entering Unmasked Estep Score: -4841214.500000 Penalty: 5014.445801 Iteration 5Q: 3 clusters Score -4841214 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12125 members Mstep: Class 2 contains 12457 members Entering Unmasked Estep Score: -4841372.500000 Penalty: 5014.445801 Iteration 6Q: 3 clusters Score -4841372 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12136 members Mstep: Class 2 contains 12446 members Entering Unmasked Estep Score: -4841508.500000 Penalty: 5014.445801 Iteration 7Q: 3 clusters Score -4841508 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12132 members Mstep: Class 2 contains 12450 members Entering Unmasked Estep Score: -4841638.000000 Penalty: 5014.445801 Iteration 8Q: 3 clusters Score -4841638 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12133 members Mstep: Class 2 contains 12449 members Entering Unmasked Estep Score: -4841727.500000 Penalty: 5014.445801 Iteration 9Q: 3 clusters Score -4841728 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12122 members Mstep: Class 2 contains 12460 members Entering Unmasked Estep Score: -4841868.500000 Penalty: 5014.445801 Iteration 10Q: 3 clusters Score -4841868 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12121 members Mstep: Class 2 contains 12461 members Entering Unmasked Estep Score: -4841964.500000 Penalty: 5014.445801 Iteration 11Q: 3 clusters Score -4841964 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12118 members Mstep: Class 2 contains 12464 members Entering Unmasked Estep Score: -4842095.000000 Penalty: 5014.445801 Iteration 12Q: 3 clusters Score -4842095 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12138 members Mstep: Class 2 contains 12444 members Entering Unmasked Estep Score: -4842261.500000 Penalty: 5014.445801 Iteration 13Q: 3 clusters Score -4842262 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12147 members Mstep: Class 2 contains 12435 members Entering Unmasked Estep Score: -4842473.000000 Penalty: 5014.445801 Iteration 14Q: 3 clusters Score -4842473 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12148 members Mstep: Class 2 contains 12434 members Entering Unmasked Estep Score: -4842715.000000 Penalty: 5014.445801 Iteration 15Q: 3 clusters Score -4842715 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12127 members Mstep: Class 2 contains 12455 members Entering Unmasked Estep Score: -4843067.500000 Penalty: 5014.445801 Iteration 16Q: 3 clusters Score -4843068 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12150 members Mstep: Class 2 contains 12432 members Entering Unmasked Estep Score: -4843593.000000 Penalty: 5014.445801 Iteration 17Q: 3 clusters Score -4843593 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12171 members Mstep: Class 2 contains 12411 members Entering Unmasked Estep Score: -4844129.500000 Penalty: 5014.445801 Iteration 18Q: 3 clusters Score -4844130 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12165 members Mstep: Class 2 contains 12417 members Entering Unmasked Estep Score: -4844560.000000 Penalty: 5014.445801 Iteration 19Q: 3 clusters Score -4844560 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12171 members Mstep: Class 2 contains 12411 members Entering Unmasked Estep Score: -4844808.500000 Penalty: 5014.445801 Iteration 20F: 3 clusters Score -4844808 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12181 members Mstep: Class 2 contains 12401 members Entering Unmasked Estep Score: -4844959.500000 Penalty: 5014.445801 Iteration 21Q: 3 clusters Score -4844960 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12141 members Mstep: Class 2 contains 12441 members Entering Unmasked Estep Score: -4845045.500000 Penalty: 5014.445801 Iteration 22Q: 3 clusters Score -4845046 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12078 members Mstep: Class 2 contains 12504 members Entering Unmasked Estep Score: -4845094.000000 Penalty: 5014.445801 Iteration 23Q: 3 clusters Score -4845094 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11994 members Mstep: Class 2 contains 12588 members Entering Unmasked Estep Score: -4845137.000000 Penalty: 5014.445801 Iteration 24Q: 3 clusters Score -4845137 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11914 members Mstep: Class 2 contains 12668 members Entering Unmasked Estep Score: -4845193.000000 Penalty: 5014.445801 Iteration 25Q: 3 clusters Score -4845193 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11848 members Mstep: Class 2 contains 12734 members Entering Unmasked Estep Score: -4845220.000000 Penalty: 5014.445801 Iteration 26Q: 3 clusters Score -4845220 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11782 members Mstep: Class 2 contains 12800 members Entering Unmasked Estep Score: -4845248.500000 Penalty: 5014.445801 Iteration 27Q: 3 clusters Score -4845248 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11715 members Mstep: Class 2 contains 12867 members Entering Unmasked Estep Score: -4845269.000000 Penalty: 5014.445801 Iteration 28Q: 3 clusters Score -4845269 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11639 members Mstep: Class 2 contains 12943 members Entering Unmasked Estep Score: -4845295.500000 Penalty: 5014.445801 Iteration 29Q: 3 clusters Score -4845296 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11535 members Mstep: Class 2 contains 13047 members Entering Unmasked Estep Score: -4845356.500000 Penalty: 5014.445801 Iteration 30Q: 3 clusters Score -4845356 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11431 members Mstep: Class 2 contains 13151 members Entering Unmasked Estep Score: -4845401.500000 Penalty: 5014.445801 Iteration 31Q: 3 clusters Score -4845402 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11351 members Mstep: Class 2 contains 13231 members Entering Unmasked Estep Score: -4845425.500000 Penalty: 5014.445801 Iteration 32Q: 3 clusters Score -4845426 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11269 members Mstep: Class 2 contains 13313 members Entering Unmasked Estep Score: -4845467.500000 Penalty: 5014.445801 Iteration 33Q: 3 clusters Score -4845468 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11173 members Mstep: Class 2 contains 13409 members Entering Unmasked Estep Score: -4845495.500000 Penalty: 5014.445801 Iteration 34Q: 3 clusters Score -4845496 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11082 members Mstep: Class 2 contains 13500 members Entering Unmasked Estep Score: -4845505.000000 Penalty: 5014.445801 Iteration 35Q: 3 clusters Score -4845505 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11003 members Mstep: Class 2 contains 13579 members Entering Unmasked Estep Score: -4845561.000000 Penalty: 5014.445801 Iteration 36Q: 3 clusters Score -4845561 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10905 members Mstep: Class 2 contains 13677 members Entering Unmasked Estep Score: -4845590.000000 Penalty: 5014.445801 Iteration 37Q: 3 clusters Score -4845590 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10805 members Mstep: Class 2 contains 13777 members Entering Unmasked Estep Score: -4845601.000000 Penalty: 5014.445801 Iteration 38Q: 3 clusters Score -4845601 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10729 members Mstep: Class 2 contains 13853 members Entering Unmasked Estep Score: -4845635.000000 Penalty: 5014.445801 Iteration 39Q: 3 clusters Score -4845635 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10658 members Mstep: Class 2 contains 13924 members Entering Unmasked Estep Score: -4845649.000000 Penalty: 5014.445801 Iteration 40F: 3 clusters Score -4845649 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10563 members Mstep: Class 2 contains 14019 members Entering Unmasked Estep Score: -4845678.500000 Penalty: 5014.445801 Iteration 41Q: 3 clusters Score -4845678 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10489 members Mstep: Class 2 contains 14093 members Entering Unmasked Estep Score: -4845714.000000 Penalty: 5014.445801 Iteration 42Q: 3 clusters Score -4845714 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10417 members Mstep: Class 2 contains 14165 members Entering Unmasked Estep Score: -4845746.500000 Penalty: 5014.445801 Iteration 43Q: 3 clusters Score -4845746 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10377 members Mstep: Class 2 contains 14205 members Entering Unmasked Estep Score: -4845759.000000 Penalty: 5014.445801 Iteration 44Q: 3 clusters Score -4845759 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10335 members Mstep: Class 2 contains 14247 members Entering Unmasked Estep Score: -4845773.000000 Penalty: 5014.445801 Iteration 45Q: 3 clusters Score -4845773 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10279 members Mstep: Class 2 contains 14303 members Entering Unmasked Estep Score: -4845796.500000 Penalty: 5014.445801 Iteration 46Q: 3 clusters Score -4845796 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10223 members Mstep: Class 2 contains 14359 members Entering Unmasked Estep Score: -4845815.000000 Penalty: 5014.445801 Iteration 47Q: 3 clusters Score -4845815 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10164 members Mstep: Class 2 contains 14418 members Entering Unmasked Estep Score: -4845839.500000 Penalty: 5014.445801 Iteration 48Q: 3 clusters Score -4845840 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10099 members Mstep: Class 2 contains 14483 members Entering Unmasked Estep Score: -4845852.000000 Penalty: 5014.445801 Iteration 49Q: 3 clusters Score -4845852 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10023 members Mstep: Class 2 contains 14559 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -4845985.500000 Penalty: 5014.445801 Iteration 54Q: 3 clusters Score -4845986 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9538 members Mstep: Class 2 contains 15044 members Entering Unmasked Estep Score: -4846037.000000 Penalty: 5014.445801 Iteration 55Q: 3 clusters Score -4846037 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9400 members Mstep: Class 2 contains 15182 members Entering Unmasked Estep Score: -4846066.500000 Penalty: 5014.445801 Iteration 56Q: 3 clusters Score -4846066 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9254 members Mstep: Class 2 contains 15328 members Entering Unmasked Estep Score: -4846126.000000 Penalty: 5014.445801 Iteration 57Q: 3 clusters Score -4846126 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9092 members Mstep: Class 2 contains 15490 members Entering Unmasked Estep Score: -4846172.000000 Penalty: 5014.445801 Iteration 58Q: 3 clusters Score -4846172 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8930 members Mstep: Class 2 contains 15652 members Entering Unmasked Estep Score: -4846238.500000 Penalty: 5014.445801 Iteration 59Q: 3 clusters Score -4846238 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8790 members Mstep: Class 2 contains 15792 members Entering Unmasked Estep Score: -4846304.500000 Penalty: 5014.445801 Iteration 60F: 3 clusters Score -4846304 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8637 members Mstep: Class 2 contains 15945 members Entering Unmasked Estep Score: -4846367.500000 Penalty: 5014.445801 Iteration 61Q: 3 clusters Score -4846368 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8509 members Mstep: Class 2 contains 16073 members Entering Unmasked Estep Score: -4846422.500000 Penalty: 5014.445801 Iteration 62Q: 3 clusters Score -4846422 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8395 members Mstep: Class 2 contains 16187 members Entering Unmasked Estep Score: -4846448.000000 Penalty: 5014.445801 Iteration 63Q: 3 clusters Score -4846448 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8282 members Mstep: Class 2 contains 16300 members Entering Unmasked Estep Score: -4846486.000000 Penalty: 5014.445801 Iteration 64Q: 3 clusters Score -4846486 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8174 members Mstep: Class 2 contains 16408 members Entering Unmasked Estep Score: -4846526.000000 Penalty: 5014.445801 Iteration 65Q: 3 clusters Score -4846526 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8024 members Mstep: Class 2 contains 16558 members Entering Unmasked Estep Score: -4846578.500000 Penalty: 5014.445801 Iteration 66Q: 3 clusters Score -4846578 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7870 members Mstep: Class 2 contains 16712 members Entering Unmasked Estep Score: -4846640.000000 Penalty: 5014.445801 Iteration 67Q: 3 clusters Score -4846640 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7724 members Mstep: Class 2 contains 16858 members Entering Unmasked Estep Score: -4846693.500000 Penalty: 5014.445801 Iteration 68Q: 3 clusters Score -4846694 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7556 members Mstep: Class 2 contains 17026 members Entering Unmasked Estep Score: -4846735.500000 Penalty: 5014.445801 Iteration 69Q: 3 clusters Score -4846736 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7387 members Mstep: Class 2 contains 17195 members Entering Unmasked Estep Score: -4846780.000000 Penalty: 5014.445801 Iteration 70Q: 3 clusters Score -4846780 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7214 members Mstep: Class 2 contains 17368 members Entering Unmasked Estep Score: -4846857.500000 Penalty: 5014.445801 Iteration 71Q: 3 clusters Score -4846858 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7076 members Mstep: Class 2 contains 17506 members Entering Unmasked Estep Score: -4846882.500000 Penalty: 5014.445801 Iteration 72Q: 3 clusters Score -4846882 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6953 members Mstep: Class 2 contains 17629 members Entering Unmasked Estep Score: -4846925.000000 Penalty: 5014.445801 Iteration 73Q: 3 clusters Score -4846925 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 17767 members Entering Unmasked Estep Score: -4846955.000000 Penalty: 5014.445801 Iteration 74Q: 3 clusters Score -4846955 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 17906 members Entering Unmasked Estep Score: -4846998.500000 Penalty: 5014.445801 Iteration 75Q: 3 clusters Score -4846998 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Mstep: Class 2 contains 18055 members Entering Unmasked Estep Score: -4847020.500000 Penalty: 5014.445801 Iteration 76Q: 3 clusters Score -4847020 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 18209 members Entering Unmasked Estep Score: -4847074.500000 Penalty: 5014.445801 Iteration 77Q: 3 clusters Score -4847074 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6238 members Mstep: Class 2 contains 18344 members Entering Unmasked Estep Score: -4847120.500000 Penalty: 5014.445801 Iteration 78Q: 3 clusters Score -4847120 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6109 members Mstep: Class 2 contains 18473 members Entering Unmasked Estep Score: -4847153.500000 Penalty: 5014.445801 Iteration 79Q: 3 clusters Score -4847154 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Mstep: Class 2 contains 18598 members Entering Unmasked Estep Score: -4847192.500000 Penalty: 5014.445801 Iteration 80F: 3 clusters Score -4847192 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5884 members Mstep: Class 2 contains 18698 members Entering Unmasked Estep Score: -4847232.000000 Penalty: 5014.445801 Iteration 81Q: 3 clusters Score -4847232 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 18808 members Entering Unmasked Estep Score: -4847257.500000 Penalty: 5014.445801 Iteration 82Q: 3 clusters Score -4847258 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Mstep: Class 2 contains 18898 members Entering Unmasked Estep Score: -4847298.000000 Penalty: 5014.445801 Iteration 83Q: 3 clusters Score -4847298 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 18989 members Entering Unmasked Estep Score: -4847317.000000 Penalty: 5014.445801 Iteration 84Q: 3 clusters Score -4847317 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5492 members Mstep: Class 2 contains 19090 members Entering Unmasked Estep Score: -4847339.000000 Penalty: 5014.445801 Iteration 85Q: 3 clusters Score -4847339 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 19199 members Entering Unmasked Estep Score: -4847370.500000 Penalty: 5014.445801 Iteration 86Q: 3 clusters Score -4847370 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 19304 members Entering Unmasked Estep Score: -4847409.500000 Penalty: 5014.445801 Iteration 87Q: 3 clusters Score -4847410 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 19397 members Entering Unmasked Estep Score: -4847417.500000 Penalty: 5014.445801 Iteration 88Q: 3 clusters Score -4847418 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 19483 members Entering Unmasked Estep Score: -4847435.000000 Penalty: 5014.445801 Iteration 89Q: 3 clusters Score -4847435 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 19576 members Entering Unmasked Estep Score: -4847451.500000 Penalty: 5014.445801 Iteration 90Q: 3 clusters Score -4847452 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 19654 members Entering Unmasked Estep Score: -4847466.000000 Penalty: 5014.445801 Iteration 91Q: 3 clusters Score -4847466 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 19756 members Entering Unmasked Estep Score: -4847497.500000 Penalty: 5014.445801 Iteration 92Q: 3 clusters Score -4847498 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 19856 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -4847614.000000 Penalty: 5014.445801 Iteration 97Q: 3 clusters Score -4847614 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 20416 members Entering Unmasked Estep Score: -4847645.500000 Penalty: 5014.445801 Iteration 98Q: 3 clusters Score -4847646 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 20551 members Entering Unmasked Estep Score: -4847682.000000 Penalty: 5014.445801 Iteration 99Q: 3 clusters Score -4847682 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 20694 members Entering Unmasked Estep Score: -4847729.500000 Penalty: 5014.445801 Iteration 100F: 3 clusters Score -4847730 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 20861 members Entering Unmasked Estep Score: -4847779.500000 Penalty: 5014.445801 Iteration 101Q: 3 clusters Score -4847780 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 21037 members Entering Unmasked Estep Score: -4847844.500000 Penalty: 5014.445801 Iteration 102Q: 3 clusters Score -4847844 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 21227 members Entering Unmasked Estep Score: -4847885.500000 Penalty: 5014.445801 Iteration 103Q: 3 clusters Score -4847886 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 21412 members Entering Unmasked Estep Score: -4847970.000000 Penalty: 5014.445801 Iteration 104Q: 3 clusters Score -4847970 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 21608 members Entering Unmasked Estep Score: -4848017.500000 Penalty: 5014.445801 Iteration 105Q: 3 clusters Score -4848018 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 21802 members Entering Unmasked Estep Score: -4848057.000000 Penalty: 5014.445801 Iteration 106Q: 3 clusters Score -4848057 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 21996 members Entering Unmasked Estep Score: -4848117.500000 Penalty: 5014.445801 Iteration 107Q: 3 clusters Score -4848118 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 22196 members Entering Unmasked Estep Score: -4848181.000000 Penalty: 5014.445801 Iteration 108Q: 3 clusters Score -4848181 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 22381 members Entering Unmasked Estep Score: -4848231.500000 Penalty: 5014.445801 Iteration 109Q: 3 clusters Score -4848232 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 22556 members Entering Unmasked Estep Score: -4848293.000000 Penalty: 5014.445801 Iteration 110Q: 3 clusters Score -4848293 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 22725 members Entering Unmasked Estep Score: -4848347.000000 Penalty: 5014.445801 Iteration 111Q: 3 clusters Score -4848347 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 22866 members Entering Unmasked Estep Score: -4848404.500000 Penalty: 5014.445801 Iteration 112Q: 3 clusters Score -4848404 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 22996 members Entering Unmasked Estep Score: -4848458.500000 Penalty: 5014.445801 Iteration 113Q: 3 clusters Score -4848458 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 23117 members Entering Unmasked Estep Score: -4848494.500000 Penalty: 5014.445801 Iteration 114Q: 3 clusters Score -4848494 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 23219 members Entering Unmasked Estep Score: -4848543.500000 Penalty: 5014.445801 Iteration 115Q: 3 clusters Score -4848544 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 23294 members Entering Unmasked Estep Score: -4848586.000000 Penalty: 5014.445801 Iteration 116Q: 3 clusters Score -4848586 nChanged 73 Entering Unmasked Mstep 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Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 23525 members Entering Unmasked Estep Score: -4848699.000000 Penalty: 5014.445801 Iteration 121Q: 3 clusters Score -4848699 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 23558 members Entering Unmasked Estep Score: -4848717.500000 Penalty: 5014.445801 Iteration 122Q: 3 clusters Score -4848718 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 23589 members Entering Unmasked Estep Score: -4848732.500000 Penalty: 5014.445801 Iteration 123Q: 3 clusters Score -4848732 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 23618 members Entering Unmasked Estep Score: -4848764.500000 Penalty: 5014.445801 Iteration 124Q: 3 clusters Score -4848764 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 23643 members Entering Unmasked Estep Score: -4848773.500000 Penalty: 5014.445801 Iteration 125Q: 3 clusters Score -4848774 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 23654 members Entering Unmasked Estep Score: -4848777.000000 Penalty: 5014.445801 Iteration 126Q: 3 clusters Score -4848777 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 23670 members Entering Unmasked Estep Score: -4848786.500000 Penalty: 5014.445801 Iteration 127Q: 3 clusters Score -4848786 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 23683 members Entering Unmasked Estep Score: -4848793.500000 Penalty: 5014.445801 Iteration 128Q: 3 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Iteration 132Q: 3 clusters Score -4848796 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 23728 members Entering Unmasked Estep Score: -4848801.500000 Penalty: 5014.445801 Iteration 133Q: 3 clusters Score -4848802 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 23736 members Entering Unmasked Estep Score: -4848804.000000 Penalty: 5014.445801 Iteration 134Q: 3 clusters Score -4848804 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 23751 members Entering Unmasked Estep Score: -4848813.000000 Penalty: 5014.445801 Iteration 135Q: 3 clusters Score -4848813 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 23761 members Entering Unmasked Estep Score: -4848819.000000 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Estep Score: -4848822.500000 Penalty: 5014.445801 Iteration 144Q: 3 clusters Score -4848822 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 23788 members Entering Unmasked Estep Score: -4848824.500000 Penalty: 5014.445801 Iteration 145Q: 3 clusters Score -4848824 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 23791 members Entering Unmasked Estep Score: -4848826.000000 Penalty: 5014.445801 Iteration 146Q: 3 clusters Score -4848826 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 23794 members Entering Unmasked Estep Score: -4848831.500000 Penalty: 5014.445801 Iteration 147Q: 3 clusters Score -4848832 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 23795 members Entering Unmasked Estep Score: -4848829.500000 Penalty: 5014.445801 Iteration 148Q: 3 clusters Score -4848830 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 23795 members Entering Unmasked Estep Score: -4848829.500000 Penalty: 5014.445801 Iteration 149F: 3 clusters Score -4848830 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Entering Unmasked Estep Score: -109081.992188 Penalty: 1611.947144 Iteration 0F: 2 clusters Score -109082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -107394.781250 Penalty: 3223.894287 Iteration 0F: 3 clusters Score -107394.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -107600.117188 Penalty: 3223.894287 Iteration 1F: 3 clusters Score -107600.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -107662.820312 Penalty: 3223.894287 Iteration 2F: 3 clusters Score -107662.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -107690.054688 Penalty: 3223.894287 Iteration 3Q: 3 clusters Score -107690.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -107700.195312 Penalty: 3223.894287 Iteration 4Q: 3 clusters Score -107700.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -107711.414062 Penalty: 3223.894287 Iteration 5Q: 3 clusters Score -107711.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -107715.281250 Penalty: 3223.894287 Iteration 6Q: 3 clusters Score -107715.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -107715.281250 Penalty: 3223.894287 Iteration 7F: 3 clusters Score -107715.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Entering Unmasked Estep Score: -76282.257812 Penalty: 1535.705811 Iteration 0F: 2 clusters Score -76282.26 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 249 members Entering Unmasked Estep Score: -74858.164062 Penalty: 3071.411621 Iteration 0F: 3 clusters Score -74858.16 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -75083.437500 Penalty: 3071.411621 Iteration 1F: 3 clusters Score -75083.44 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -75236.914062 Penalty: 3071.411621 Iteration 2F: 3 clusters Score -75236.91 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -75327.468750 Penalty: 3071.411621 Iteration 3Q: 3 clusters Score -75327.47 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -75457.968750 Penalty: 3071.411621 Iteration 4Q: 3 clusters Score -75457.97 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -75542.132812 Penalty: 3071.411621 Iteration 5Q: 3 clusters Score -75542.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -75583.437500 Penalty: 3071.411621 Iteration 6Q: 3 clusters Score -75583.44 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -75662.429688 Penalty: 3071.411621 Iteration 7Q: 3 clusters Score -75662.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -75704.976562 Penalty: 3071.411621 Iteration 8Q: 3 clusters Score -75704.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -75742.335938 Penalty: 3071.411621 Iteration 9Q: 3 clusters Score -75742.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -75746.554688 Penalty: 3071.411621 Iteration 10Q: 3 clusters Score -75746.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -75746.554688 Penalty: 3071.411621 Iteration 11F: 3 clusters Score -75746.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (23217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23217 members Entering Unmasked Estep Score: -4508767.500000 Penalty: 2493.054688 Iteration 0F: 2 clusters Score -4508768 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11633 members Mstep: Class 2 contains 11584 members Entering Unmasked Estep Score: -4492675.500000 Penalty: 4986.109375 Iteration 0F: 3 clusters Score -4492676 nChanged 10292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11963 members Mstep: Class 2 contains 11254 members Entering Unmasked Estep Score: -4498208.500000 Penalty: 4986.109375 Iteration 1F: 3 clusters Score -4498208 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12156 members Mstep: Class 2 contains 11061 members Entering Unmasked Estep Score: -4498575.500000 Penalty: 4986.109375 Iteration 2Q: 3 clusters Score -4498576 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12428 members Mstep: Class 2 contains 10789 members Entering Unmasked Estep Score: -4498926.500000 Penalty: 4986.109375 Iteration 3Q: 3 clusters Score -4498926 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12767 members Mstep: Class 2 contains 10450 members Entering Unmasked Estep Score: -4499287.000000 Penalty: 4986.109375 Iteration 4Q: 3 clusters Score -4499287 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13202 members Mstep: Class 2 contains 10015 members Entering Unmasked Estep Score: -4499720.000000 Penalty: 4986.109375 Iteration 5Q: 3 clusters Score -4499720 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13699 members Mstep: Class 2 contains 9518 members Entering Unmasked Estep Score: -4500153.500000 Penalty: 4986.109375 Iteration 6Q: 3 clusters Score -4500154 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14249 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -4500630.000000 Penalty: 4986.109375 Iteration 7Q: 3 clusters Score -4500630 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14924 members Mstep: Class 2 contains 8293 members Entering Unmasked Estep Score: -4501179.500000 Penalty: 4986.109375 Iteration 8Q: 3 clusters Score -4501180 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15620 members Mstep: Class 2 contains 7597 members Entering Unmasked Estep Score: -4501674.500000 Penalty: 4986.109375 Iteration 9Q: 3 clusters Score -4501674 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16412 members Mstep: Class 2 contains 6805 members Entering Unmasked Estep Score: -4502216.500000 Penalty: 4986.109375 Iteration 10Q: 3 clusters Score -4502216 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17179 members Mstep: Class 2 contains 6038 members Entering Unmasked Estep Score: -4502767.000000 Penalty: 4986.109375 Iteration 11Q: 3 clusters Score -4502767 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17921 members Mstep: Class 2 contains 5296 members Entering Unmasked Estep Score: -4503329.500000 Penalty: 4986.109375 Iteration 12Q: 3 clusters Score -4503330 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18598 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -4503911.500000 Penalty: 4986.109375 Iteration 13Q: 3 clusters Score -4503912 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19222 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -4504432.500000 Penalty: 4986.109375 Iteration 14Q: 3 clusters Score -4504432 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19771 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -4504935.500000 Penalty: 4986.109375 Iteration 15Q: 3 clusters Score -4504936 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20205 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -4505256.000000 Penalty: 4986.109375 Iteration 16Q: 3 clusters Score -4505256 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20547 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -4505550.000000 Penalty: 4986.109375 Iteration 17Q: 3 clusters Score -4505550 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20837 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -4505799.000000 Penalty: 4986.109375 Iteration 18Q: 3 clusters Score -4505799 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21053 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -4505953.500000 Penalty: 4986.109375 Iteration 19Q: 3 clusters Score -4505954 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21211 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -4506053.000000 Penalty: 4986.109375 Iteration 20F: 3 clusters Score -4506053 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21343 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -4506145.000000 Penalty: 4986.109375 Iteration 21Q: 3 clusters Score -4506145 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21441 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -4506183.500000 Penalty: 4986.109375 Iteration 22Q: 3 clusters Score -4506184 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21524 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -4506218.500000 Penalty: 4986.109375 Iteration 23Q: 3 clusters Score -4506218 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21601 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -4506263.500000 Penalty: 4986.109375 Iteration 24Q: 3 clusters Score -4506264 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21677 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -4506303.500000 Penalty: 4986.109375 Iteration 25Q: 3 clusters Score -4506304 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21747 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -4506332.000000 Penalty: 4986.109375 Iteration 26Q: 3 clusters Score -4506332 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21809 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -4506353.500000 Penalty: 4986.109375 Iteration 27Q: 3 clusters Score -4506354 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21876 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -4506391.500000 Penalty: 4986.109375 Iteration 28Q: 3 clusters Score -4506392 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21930 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -4506417.500000 Penalty: 4986.109375 Iteration 29Q: 3 clusters Score -4506418 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21978 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -4506447.000000 Penalty: 4986.109375 Iteration 30Q: 3 clusters Score -4506447 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22023 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -4506470.500000 Penalty: 4986.109375 Iteration 31Q: 3 clusters Score -4506470 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22069 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -4506498.500000 Penalty: 4986.109375 Iteration 32Q: 3 clusters Score -4506498 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22111 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -4506521.500000 Penalty: 4986.109375 Iteration 33Q: 3 clusters Score -4506522 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22144 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -4506532.500000 Penalty: 4986.109375 Iteration 34Q: 3 clusters Score -4506532 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22169 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -4506537.000000 Penalty: 4986.109375 Iteration 35Q: 3 clusters Score -4506537 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22184 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -4506553.500000 Penalty: 4986.109375 Iteration 36Q: 3 clusters Score -4506554 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22202 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -4506561.000000 Penalty: 4986.109375 Iteration 37Q: 3 clusters Score -4506561 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22213 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -4506566.000000 Penalty: 4986.109375 Iteration 38Q: 3 clusters Score -4506566 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22221 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -4506567.000000 Penalty: 4986.109375 Iteration 39Q: 3 clusters Score -4506567 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22225 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -4506567.000000 Penalty: 4986.109375 Iteration 40F: 3 clusters Score -4506567 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22229 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -4506576.000000 Penalty: 4986.109375 Iteration 41Q: 3 clusters Score -4506576 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22234 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -4506577.500000 Penalty: 4986.109375 Iteration 42Q: 3 clusters Score -4506578 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22242 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -4506581.000000 Penalty: 4986.109375 Iteration 43Q: 3 clusters Score -4506581 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22247 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -4506584.500000 Penalty: 4986.109375 Iteration 44Q: 3 clusters Score -4506584 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22251 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -4506580.000000 Penalty: 4986.109375 Iteration 45Q: 3 clusters Score -4506580 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22253 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -4506584.500000 Penalty: 4986.109375 Iteration 46Q: 3 clusters Score -4506584 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22255 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -4506591.000000 Penalty: 4986.109375 Iteration 47Q: 3 clusters Score -4506591 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22256 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -4506595.000000 Penalty: 4986.109375 Iteration 48Q: 3 clusters Score -4506595 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22257 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -4506593.000000 Penalty: 4986.109375 Iteration 49Q: 3 clusters Score -4506593 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22257 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -4506593.000000 Penalty: 4986.109375 Iteration 50F: 3 clusters Score -4506593 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Entering Unmasked Estep Score: -55875.523438 Penalty: 1467.885620 Iteration 0F: 2 clusters Score -55875.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -54594.781250 Penalty: 2935.771240 Iteration 0F: 3 clusters Score -54594.78 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -54728.230469 Penalty: 2935.771240 Iteration 1F: 3 clusters Score -54728.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -54757.097656 Penalty: 2935.771240 Iteration 2Q: 3 clusters Score -54757.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -54777.988281 Penalty: 2935.771240 Iteration 3Q: 3 clusters Score -54777.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -54794.972656 Penalty: 2935.771240 Iteration 4Q: 3 clusters Score -54794.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -54798.203125 Penalty: 2935.771240 Iteration 5Q: 3 clusters Score -54798.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -54798.203125 Penalty: 2935.771240 Iteration 6F: 3 clusters Score -54798.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (24753 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24753 members Entering Unmasked Estep Score: -4847999.000000 Penalty: 2508.942139 Iteration 0F: 2 clusters Score -4847999 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12475 members Mstep: Class 2 contains 12278 members Entering Unmasked Estep Score: -4831152.000000 Penalty: 5017.884277 Iteration 0F: 3 clusters Score -4831152 nChanged 11024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12941 members Mstep: Class 2 contains 11812 members Entering Unmasked Estep Score: -4837202.500000 Penalty: 5017.884277 Iteration 1F: 3 clusters Score -4837202 nChanged 1384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13319 members Mstep: Class 2 contains 11434 members Entering Unmasked Estep Score: -4837887.000000 Penalty: 5017.884277 Iteration 2F: 3 clusters Score -4837887 nChanged 1334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13685 members Mstep: Class 2 contains 11068 members Entering Unmasked Estep Score: -4838592.500000 Penalty: 5017.884277 Iteration 3F: 3 clusters Score -4838592 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14112 members Mstep: Class 2 contains 10641 members Entering Unmasked Estep Score: -4839301.500000 Penalty: 5017.884277 Iteration 4F: 3 clusters Score -4839302 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14589 members Mstep: Class 2 contains 10164 members Entering Unmasked Estep Score: -4839997.500000 Penalty: 5017.884277 Iteration 5Q: 3 clusters Score -4839998 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15088 members Mstep: Class 2 contains 9665 members Entering Unmasked Estep Score: -4840735.000000 Penalty: 5017.884277 Iteration 6Q: 3 clusters Score -4840735 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15580 members Mstep: Class 2 contains 9173 members Entering Unmasked Estep Score: -4841451.000000 Penalty: 5017.884277 Iteration 7Q: 3 clusters Score -4841451 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16071 members Mstep: Class 2 contains 8682 members Entering Unmasked Estep Score: -4842110.500000 Penalty: 5017.884277 Iteration 8Q: 3 clusters Score -4842110 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16550 members Mstep: Class 2 contains 8203 members Entering Unmasked Estep Score: -4842658.500000 Penalty: 5017.884277 Iteration 9Q: 3 clusters Score -4842658 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17018 members Mstep: Class 2 contains 7735 members Entering Unmasked Estep Score: -4843046.500000 Penalty: 5017.884277 Iteration 10Q: 3 clusters Score -4843046 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17443 members Mstep: Class 2 contains 7310 members Entering Unmasked Estep Score: -4843342.000000 Penalty: 5017.884277 Iteration 11Q: 3 clusters Score -4843342 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17855 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -4843535.000000 Penalty: 5017.884277 Iteration 12Q: 3 clusters Score -4843535 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18218 members Mstep: Class 2 contains 6535 members Entering Unmasked Estep Score: -4843718.000000 Penalty: 5017.884277 Iteration 13Q: 3 clusters Score -4843718 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18634 members Mstep: Class 2 contains 6119 members Entering Unmasked Estep Score: -4843865.000000 Penalty: 5017.884277 Iteration 14Q: 3 clusters Score -4843865 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19048 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -4843970.500000 Penalty: 5017.884277 Iteration 15Q: 3 clusters Score -4843970 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19483 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -4844098.000000 Penalty: 5017.884277 Iteration 16Q: 3 clusters Score -4844098 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19910 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -4844226.000000 Penalty: 5017.884277 Iteration 17Q: 3 clusters Score -4844226 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20353 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -4844353.500000 Penalty: 5017.884277 Iteration 18Q: 3 clusters Score -4844354 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20764 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -4844484.000000 Penalty: 5017.884277 Iteration 19Q: 3 clusters Score -4844484 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21133 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -4844596.500000 Penalty: 5017.884277 Iteration 20F: 3 clusters Score -4844596 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21500 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -4844730.500000 Penalty: 5017.884277 Iteration 21Q: 3 clusters Score -4844730 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21851 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -4844863.500000 Penalty: 5017.884277 Iteration 22Q: 3 clusters Score -4844864 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22153 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -4844980.500000 Penalty: 5017.884277 Iteration 23Q: 3 clusters Score -4844980 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22435 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -4845064.000000 Penalty: 5017.884277 Iteration 24Q: 3 clusters Score -4845064 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22713 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -4845172.000000 Penalty: 5017.884277 Iteration 25Q: 3 clusters Score -4845172 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22943 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -4845274.500000 Penalty: 5017.884277 Iteration 26Q: 3 clusters Score -4845274 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23115 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -4845337.500000 Penalty: 5017.884277 Iteration 27Q: 3 clusters Score -4845338 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23255 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -4845413.500000 Penalty: 5017.884277 Iteration 28Q: 3 clusters Score -4845414 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23388 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -4845497.500000 Penalty: 5017.884277 Iteration 29Q: 3 clusters Score -4845498 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23500 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -4845549.500000 Penalty: 5017.884277 Iteration 30Q: 3 clusters Score -4845550 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23585 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -4845602.500000 Penalty: 5017.884277 Iteration 31Q: 3 clusters Score -4845602 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23648 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -4845650.500000 Penalty: 5017.884277 Iteration 32Q: 3 clusters Score -4845650 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23713 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -4845691.000000 Penalty: 5017.884277 Iteration 33Q: 3 clusters Score -4845691 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23769 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -4845732.000000 Penalty: 5017.884277 Iteration 34Q: 3 clusters Score -4845732 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23818 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -4845768.500000 Penalty: 5017.884277 Iteration 35Q: 3 clusters Score -4845768 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23859 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -4845791.500000 Penalty: 5017.884277 Iteration 36Q: 3 clusters Score -4845792 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23898 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -4845824.500000 Penalty: 5017.884277 Iteration 37Q: 3 clusters Score -4845824 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23937 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -4845843.000000 Penalty: 5017.884277 Iteration 38Q: 3 clusters Score -4845843 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23967 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -4845863.000000 Penalty: 5017.884277 Iteration 39Q: 3 clusters Score -4845863 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23995 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -4845889.500000 Penalty: 5017.884277 Iteration 40F: 3 clusters Score -4845890 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24014 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -4845904.500000 Penalty: 5017.884277 Iteration 41Q: 3 clusters Score -4845904 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24027 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -4845917.000000 Penalty: 5017.884277 Iteration 42Q: 3 clusters Score -4845917 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24041 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -4845924.000000 Penalty: 5017.884277 Iteration 43Q: 3 clusters Score -4845924 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24053 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -4845939.000000 Penalty: 5017.884277 Iteration 44Q: 3 clusters Score -4845939 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24070 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -4845949.500000 Penalty: 5017.884277 Iteration 45Q: 3 clusters Score -4845950 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24084 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -4845962.000000 Penalty: 5017.884277 Iteration 46Q: 3 clusters Score -4845962 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24100 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -4845964.000000 Penalty: 5017.884277 Iteration 47Q: 3 clusters Score -4845964 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24107 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -4845973.500000 Penalty: 5017.884277 Iteration 48Q: 3 clusters Score -4845974 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24114 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -4845977.500000 Penalty: 5017.884277 Iteration 49Q: 3 clusters Score -4845978 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24120 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -4845976.000000 Penalty: 5017.884277 Iteration 50Q: 3 clusters Score -4845976 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24125 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -4845975.000000 Penalty: 5017.884277 Iteration 51Q: 3 clusters Score -4845975 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24128 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -4845979.500000 Penalty: 5017.884277 Iteration 52Q: 3 clusters Score -4845980 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24131 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -4845986.500000 Penalty: 5017.884277 Iteration 53Q: 3 clusters Score -4845986 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24133 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -4845987.000000 Penalty: 5017.884277 Iteration 54Q: 3 clusters Score -4845987 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24137 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -4845990.500000 Penalty: 5017.884277 Iteration 55Q: 3 clusters Score -4845990 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24140 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -4845984.500000 Penalty: 5017.884277 Iteration 56Q: 3 clusters Score -4845984 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24141 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -4845989.500000 Penalty: 5017.884277 Iteration 57Q: 3 clusters Score -4845990 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24144 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -4845988.000000 Penalty: 5017.884277 Iteration 58Q: 3 clusters Score -4845988 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24147 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -4845992.500000 Penalty: 5017.884277 Iteration 59Q: 3 clusters Score -4845992 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24148 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -4845989.000000 Penalty: 5017.884277 Iteration 60F: 3 clusters Score -4845989 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24149 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -4845988.000000 Penalty: 5017.884277 Iteration 61Q: 3 clusters Score -4845988 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24149 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -4845988.000000 Penalty: 5017.884277 Iteration 62F: 3 clusters Score -4845988 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Entering Unmasked Estep Score: -52452.648438 Penalty: 1425.849487 Iteration 0F: 2 clusters Score -52452.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -51173.304688 Penalty: 2851.698975 Iteration 0F: 3 clusters Score -51173.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -51271.164062 Penalty: 2851.698975 Iteration 1F: 3 clusters Score -51271.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -51325.433594 Penalty: 2851.698975 Iteration 2Q: 3 clusters Score -51325.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -51336.367188 Penalty: 2851.698975 Iteration 3Q: 3 clusters Score -51336.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -51352.390625 Penalty: 2851.698975 Iteration 4Q: 3 clusters Score -51352.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -51360.312500 Penalty: 2851.698975 Iteration 5Q: 3 clusters Score -51360.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -51366.367188 Penalty: 2851.698975 Iteration 6Q: 3 clusters Score -51366.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -51366.367188 Penalty: 2851.698975 Iteration 7F: 3 clusters Score -51366.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55560 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67108 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24448 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21517 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62895 members Mstep: Class 16 contains 23704 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24582 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23217 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24753 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649876.000000 Penalty: 75971.281250 Iteration 199Q: 25 clusters Score -6.364988e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55563 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67111 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24444 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21516 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62894 members Mstep: Class 16 contains 23707 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24581 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23215 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24753 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649848.000000 Penalty: 75971.281250 Iteration 200F: 25 clusters Score -6.364985e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55568 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67111 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24439 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21514 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62897 members Mstep: Class 16 contains 23706 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24580 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23214 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24755 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649824.000000 Penalty: 75971.281250 Iteration 201Q: 25 clusters Score -6.364982e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55569 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67104 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7481 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24433 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21516 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62902 members Mstep: Class 16 contains 23710 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24579 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23215 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24757 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649820.000000 Penalty: 75971.281250 Iteration 202Q: 25 clusters Score -6.364982e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55571 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67109 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24430 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21517 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62896 members Mstep: Class 16 contains 23708 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24578 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23217 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24758 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649892.000000 Penalty: 75971.281250 Iteration 203Q: 25 clusters Score -6.364989e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55570 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67107 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24428 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21516 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62900 members Mstep: Class 16 contains 23710 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24577 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23217 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24759 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649916.000000 Penalty: 75971.281250 Iteration 204Q: 25 clusters Score -6.364992e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55573 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67111 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24423 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21516 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62898 members Mstep: Class 16 contains 23710 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24577 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23216 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24760 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649920.000000 Penalty: 75971.281250 Iteration 205Q: 25 clusters Score -6.364992e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55575 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67121 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24420 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21522 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62882 members Mstep: Class 16 contains 23712 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24578 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23213 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24761 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649872.000000 Penalty: 75971.281250 Iteration 206Q: 25 clusters Score -6.364987e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55573 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67127 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24415 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21527 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62877 members Mstep: Class 16 contains 23712 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24578 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23214 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24761 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649912.000000 Penalty: 75971.281250 Iteration 207Q: 25 clusters Score -6.364991e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55575 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67131 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7481 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24415 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21526 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62868 members Mstep: Class 16 contains 23714 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24578 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23217 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24761 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649912.000000 Penalty: 75971.281250 Iteration 208Q: 25 clusters Score -6.364991e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55577 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67132 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7479 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24413 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21527 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62869 members Mstep: Class 16 contains 23714 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24578 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23216 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24761 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649812.000000 Penalty: 75971.281250 Iteration 209Q: 25 clusters Score -6.364981e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55575 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67134 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7479 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24411 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21529 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62864 members Mstep: Class 16 contains 23718 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24580 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23215 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24761 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649836.000000 Penalty: 75971.281250 Iteration 210Q: 25 clusters Score -6.364984e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55576 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67140 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7479 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24410 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21531 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62853 members Mstep: Class 16 contains 23719 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24577 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23218 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24763 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649792.000000 Penalty: 75971.281250 Iteration 211Q: 25 clusters Score -6.364979e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55573 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67144 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7480 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24405 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21533 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62851 members Mstep: Class 16 contains 23721 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24574 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23219 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24766 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649768.000000 Penalty: 75971.281250 Iteration 212Q: 25 clusters Score -6.364977e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55576 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67161 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7481 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24405 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21534 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62829 members Mstep: Class 16 contains 23722 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24573 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23219 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24766 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649800.000000 Penalty: 75971.281250 Iteration 213Q: 25 clusters Score -6.36498e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55575 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67174 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7481 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24406 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21537 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62811 members Mstep: Class 16 contains 23723 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24574 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23218 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24767 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649828.000000 Penalty: 75971.281250 Iteration 214Q: 25 clusters Score -6.364983e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55578 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67187 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24404 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21541 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62794 members Mstep: Class 16 contains 23723 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24573 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23218 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24766 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649788.000000 Penalty: 75971.281250 Iteration 215Q: 25 clusters Score -6.364979e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 55578 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67203 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24398 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21546 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62773 members Mstep: Class 16 contains 23727 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24568 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23224 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24767 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649888.000000 Penalty: 75971.281250 Iteration 216Q: 25 clusters Score -6.364989e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55577 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67208 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7482 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24399 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21549 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62759 members Mstep: Class 16 contains 23731 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24566 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23224 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24770 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649884.000000 Penalty: 75971.281250 Iteration 217Q: 25 clusters Score -6.364988e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55574 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67216 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7483 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24399 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21550 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62747 members Mstep: Class 16 contains 23734 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24567 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23225 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24770 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649864.000000 Penalty: 75971.281250 Iteration 218Q: 25 clusters Score -6.364986e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55575 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67218 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7484 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24401 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21551 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62739 members Mstep: Class 16 contains 23737 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24568 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23224 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24770 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649876.000000 Penalty: 75971.281250 Iteration 219Q: 25 clusters Score -6.364988e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55572 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67211 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7484 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24404 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21556 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62738 members Mstep: Class 16 contains 23740 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24568 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23223 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24771 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649868.000000 Penalty: 75971.281250 Iteration 220F: 25 clusters Score -6.364987e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55571 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67202 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24405 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21561 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62739 members Mstep: Class 16 contains 23742 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24567 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23222 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24773 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649856.000000 Penalty: 75971.281250 Iteration 221Q: 25 clusters Score -6.364986e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55572 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67192 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24405 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21565 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62737 members Mstep: Class 16 contains 23746 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24565 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23223 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24776 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649892.000000 Penalty: 75971.281250 Iteration 222Q: 25 clusters Score -6.364989e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55572 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67183 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24407 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21566 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62742 members Mstep: Class 16 contains 23747 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24563 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23223 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24778 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649852.000000 Penalty: 75971.281250 Iteration 223Q: 25 clusters Score -6.364985e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55572 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 67176 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7486 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24404 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21567 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62748 members Mstep: Class 16 contains 23746 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24563 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23223 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649852.000000 Penalty: 75971.281250 Iteration 224Q: 25 clusters Score -6.364985e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55573 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2527 members Mstep: Class 5 contains 67173 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24404 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21568 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62752 members Mstep: Class 16 contains 23744 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24562 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23221 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24782 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649832.000000 Penalty: 75971.281250 Iteration 225Q: 25 clusters Score -6.364983e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55573 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 67171 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7490 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24403 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21570 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62755 members Mstep: Class 16 contains 23740 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24563 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23222 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24781 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649852.000000 Penalty: 75971.281250 Iteration 226Q: 25 clusters Score -6.364985e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55572 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2524 members Mstep: Class 5 contains 67164 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7489 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24403 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21572 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62758 members Mstep: Class 16 contains 23743 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24562 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23222 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24784 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649848.000000 Penalty: 75971.281250 Iteration 227Q: 25 clusters Score -6.364985e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55572 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2524 members Mstep: Class 5 contains 67158 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7489 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24403 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21570 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62763 members Mstep: Class 16 contains 23747 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24562 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23223 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24783 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649836.000000 Penalty: 75971.281250 Iteration 228Q: 25 clusters Score -6.364984e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55570 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2524 members Mstep: Class 5 contains 67154 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7489 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24402 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21570 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62772 members Mstep: Class 16 contains 23747 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24561 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23223 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24783 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649788.000000 Penalty: 75971.281250 Iteration 229Q: 25 clusters Score -6.364979e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55570 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2524 members Mstep: Class 5 contains 67145 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7489 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24403 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21570 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62783 members Mstep: Class 16 contains 23748 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24559 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23223 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24781 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649860.000000 Penalty: 75971.281250 Iteration 230Q: 25 clusters Score -6.364986e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55570 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2524 members Mstep: Class 5 contains 67128 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7489 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24403 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21572 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62796 members Mstep: Class 16 contains 23751 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24558 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23221 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24783 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649848.000000 Penalty: 75971.281250 Iteration 231Q: 25 clusters Score -6.364985e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55569 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2524 members Mstep: Class 5 contains 67122 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7490 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24402 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21573 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62802 members Mstep: Class 16 contains 23753 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24557 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23221 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24782 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649824.000000 Penalty: 75971.281250 Iteration 232Q: 25 clusters Score -6.364982e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55567 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2524 members Mstep: Class 5 contains 67110 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7491 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24402 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21570 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62813 members Mstep: Class 16 contains 23758 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24559 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23220 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24781 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649812.000000 Penalty: 75971.281250 Iteration 233Q: 25 clusters Score -6.364981e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55572 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2524 members Mstep: Class 5 contains 67105 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7492 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24395 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21568 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62815 members Mstep: Class 16 contains 23761 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24560 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23224 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649856.000000 Penalty: 75971.281250 Iteration 234Q: 25 clusters Score -6.364986e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55572 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2524 members Mstep: Class 5 contains 67094 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7492 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24397 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21570 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62817 members Mstep: Class 16 contains 23766 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24560 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23224 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649832.000000 Penalty: 75971.281250 Iteration 235Q: 25 clusters Score -6.364983e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55573 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 67095 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7492 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24393 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21569 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62816 members Mstep: Class 16 contains 23768 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24560 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23228 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24778 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649796.000000 Penalty: 75971.281250 Iteration 236Q: 25 clusters Score -6.36498e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55579 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2522 members Mstep: Class 5 contains 67092 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7492 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24392 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21571 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62811 members Mstep: Class 16 contains 23769 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24561 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23229 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649808.000000 Penalty: 75971.281250 Iteration 237Q: 25 clusters Score -6.364981e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55584 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2522 members Mstep: Class 5 contains 67088 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7492 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24391 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21571 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62811 members Mstep: Class 16 contains 23770 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24561 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23228 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649820.000000 Penalty: 75971.281250 Iteration 238Q: 25 clusters Score -6.364982e+07 nChanged 13 Entering ConstructFrom: Score: -63649820.000000 Penalty: 75971.281250 Entering ConstructFrom: Trying to split cluster 1 (1234 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Entering Unmasked Estep Score: -217368.828125 Penalty: 1765.268066 Iteration 0F: 2 clusters Score -217368.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -215226.421875 Penalty: 3530.536133 Iteration 0F: 3 clusters Score -215226.4 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -215530.609375 Penalty: 3530.536133 Iteration 1F: 3 clusters Score -215530.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -215632.656250 Penalty: 3530.536133 Iteration 2F: 3 clusters Score -215632.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -215680.078125 Penalty: 3530.536133 Iteration 3Q: 3 clusters Score -215680.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -215718.593750 Penalty: 3530.536133 Iteration 4Q: 3 clusters Score -215718.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -215743.343750 Penalty: 3530.536133 Iteration 5Q: 3 clusters Score -215743.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -215765.687500 Penalty: 3530.536133 Iteration 6Q: 3 clusters Score -215765.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -215782.796875 Penalty: 3530.536133 Iteration 7Q: 3 clusters Score -215782.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -215791.812500 Penalty: 3530.536133 Iteration 8Q: 3 clusters Score -215791.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -215798.781250 Penalty: 3530.536133 Iteration 9Q: 3 clusters Score -215798.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -215802.390625 Penalty: 3530.536133 Iteration 10Q: 3 clusters Score -215802.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -215803.531250 Penalty: 3530.536133 Iteration 11Q: 3 clusters Score -215803.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -215803.531250 Penalty: 3530.536133 Iteration 12F: 3 clusters Score -215803.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (55584 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55584 members Entering Unmasked Estep Score: -10050200.000000 Penalty: 2709.561279 Iteration 0F: 2 clusters Score -1.00502e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27787 members Mstep: Class 2 contains 27797 members Entering Unmasked Estep Score: -10017485.000000 Penalty: 5419.122559 Iteration 0F: 3 clusters Score -1.001748e+07 nChanged 25804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27581 members Mstep: Class 2 contains 28003 members Entering Unmasked Estep Score: -10031763.000000 Penalty: 5419.122559 Iteration 1F: 3 clusters Score -1.003176e+07 nChanged 2065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27552 members Mstep: Class 2 contains 28032 members Entering Unmasked Estep Score: -10032345.000000 Penalty: 5419.122559 Iteration 2Q: 3 clusters Score -1.003234e+07 nChanged 1953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27517 members Mstep: Class 2 contains 28067 members Entering Unmasked Estep Score: -10032760.000000 Penalty: 5419.122559 Iteration 3Q: 3 clusters Score -1.003276e+07 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27537 members Mstep: Class 2 contains 28047 members Entering Unmasked Estep Score: -10033138.000000 Penalty: 5419.122559 Iteration 4Q: 3 clusters Score -1.003314e+07 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27595 members Mstep: Class 2 contains 27989 members Entering Unmasked Estep Score: -10033546.000000 Penalty: 5419.122559 Iteration 5Q: 3 clusters Score -1.003355e+07 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27728 members Mstep: Class 2 contains 27856 members Entering Unmasked Estep Score: -10033870.000000 Penalty: 5419.122559 Iteration 6Q: 3 clusters Score -1.003387e+07 nChanged 1611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27903 members Mstep: Class 2 contains 27681 members Entering Unmasked Estep Score: -10034230.000000 Penalty: 5419.122559 Iteration 7Q: 3 clusters Score -1.003423e+07 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28111 members Mstep: Class 2 contains 27473 members Entering Unmasked Estep Score: -10034645.000000 Penalty: 5419.122559 Iteration 8Q: 3 clusters Score -1.003464e+07 nChanged 1558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28327 members Mstep: Class 2 contains 27257 members Entering Unmasked Estep Score: -10035084.000000 Penalty: 5419.122559 Iteration 9Q: 3 clusters Score -1.003508e+07 nChanged 1663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28606 members Mstep: Class 2 contains 26978 members Entering Unmasked Estep Score: -10035523.000000 Penalty: 5419.122559 Iteration 10Q: 3 clusters Score -1.003552e+07 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28913 members Mstep: Class 2 contains 26671 members Entering Unmasked Estep Score: -10036063.000000 Penalty: 5419.122559 Iteration 11Q: 3 clusters Score -1.003606e+07 nChanged 1920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29301 members Mstep: Class 2 contains 26283 members Entering Unmasked Estep Score: -10036672.000000 Penalty: 5419.122559 Iteration 12Q: 3 clusters Score -1.003667e+07 nChanged 1929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29814 members Mstep: Class 2 contains 25770 members Entering Unmasked Estep Score: -10037408.000000 Penalty: 5419.122559 Iteration 13Q: 3 clusters Score -1.003741e+07 nChanged 2053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30435 members Mstep: Class 2 contains 25149 members Entering Unmasked Estep Score: -10038195.000000 Penalty: 5419.122559 Iteration 14Q: 3 clusters Score -1.00382e+07 nChanged 2111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31124 members Mstep: Class 2 contains 24460 members Entering Unmasked Estep Score: -10039112.000000 Penalty: 5419.122559 Iteration 15Q: 3 clusters Score -1.003911e+07 nChanged 2211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31863 members Mstep: Class 2 contains 23721 members Entering Unmasked Estep Score: -10040212.000000 Penalty: 5419.122559 Iteration 16Q: 3 clusters Score -1.004021e+07 nChanged 2225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32588 members Mstep: Class 2 contains 22996 members Entering Unmasked Estep Score: -10041467.000000 Penalty: 5419.122559 Iteration 17Q: 3 clusters Score -1.004147e+07 nChanged 2145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33279 members Mstep: Class 2 contains 22305 members Entering Unmasked Estep Score: -10042519.000000 Penalty: 5419.122559 Iteration 18Q: 3 clusters Score -1.004252e+07 nChanged 1735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33946 members Mstep: Class 2 contains 21638 members Entering Unmasked Estep Score: -10043138.000000 Penalty: 5419.122559 Iteration 19Q: 3 clusters Score -1.004314e+07 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34593 members Mstep: Class 2 contains 20991 members Entering Unmasked Estep Score: -10043456.000000 Penalty: 5419.122559 Iteration 20F: 3 clusters Score -1.004346e+07 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35258 members Mstep: Class 2 contains 20326 members Entering Unmasked Estep Score: -10043676.000000 Penalty: 5419.122559 Iteration 21Q: 3 clusters Score -1.004368e+07 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35914 members Mstep: Class 2 contains 19670 members Entering Unmasked Estep Score: -10043847.000000 Penalty: 5419.122559 Iteration 22Q: 3 clusters Score -1.004385e+07 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36648 members Mstep: Class 2 contains 18936 members Entering Unmasked Estep Score: -10044026.000000 Penalty: 5419.122559 Iteration 23Q: 3 clusters Score -1.004403e+07 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37341 members Mstep: Class 2 contains 18243 members Entering Unmasked Estep Score: -10044186.000000 Penalty: 5419.122559 Iteration 24Q: 3 clusters Score -1.004419e+07 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38100 members Mstep: Class 2 contains 17484 members Entering Unmasked Estep Score: -10044376.000000 Penalty: 5419.122559 Iteration 25Q: 3 clusters Score -1.004438e+07 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38880 members Mstep: Class 2 contains 16704 members Entering Unmasked Estep Score: -10044620.000000 Penalty: 5419.122559 Iteration 26Q: 3 clusters Score -1.004462e+07 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39684 members Mstep: Class 2 contains 15900 members Entering Unmasked Estep Score: -10044823.000000 Penalty: 5419.122559 Iteration 27Q: 3 clusters Score -1.004482e+07 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40517 members Mstep: Class 2 contains 15067 members Entering Unmasked Estep Score: -10045044.000000 Penalty: 5419.122559 Iteration 28Q: 3 clusters Score -1.004504e+07 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41356 members Mstep: Class 2 contains 14228 members Entering Unmasked Estep Score: -10045339.000000 Penalty: 5419.122559 Iteration 29Q: 3 clusters Score -1.004534e+07 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42281 members Mstep: Class 2 contains 13303 members Entering Unmasked Estep Score: -10045580.000000 Penalty: 5419.122559 Iteration 30Q: 3 clusters Score -1.004558e+07 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43274 members Mstep: Class 2 contains 12310 members Entering Unmasked Estep Score: -10045829.000000 Penalty: 5419.122559 Iteration 31Q: 3 clusters Score -1.004583e+07 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44437 members Mstep: Class 2 contains 11147 members Entering Unmasked Estep Score: -10046275.000000 Penalty: 5419.122559 Iteration 32Q: 3 clusters Score -1.004628e+07 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45815 members Mstep: Class 2 contains 9769 members Entering Unmasked Estep Score: -10046685.000000 Penalty: 5419.122559 Iteration 33Q: 3 clusters Score -1.004668e+07 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47405 members Mstep: Class 2 contains 8179 members Entering Unmasked Estep Score: -10046946.000000 Penalty: 5419.122559 Iteration 34Q: 3 clusters Score -1.004695e+07 nChanged 1876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49281 members Mstep: Class 2 contains 6303 members Entering Unmasked Estep Score: -10047301.000000 Penalty: 5419.122559 Iteration 35Q: 3 clusters Score -1.00473e+07 nChanged 1941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51222 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -10047544.000000 Penalty: 5419.122559 Iteration 36Q: 3 clusters Score -1.004754e+07 nChanged 1650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52870 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -10047647.000000 Penalty: 5419.122559 Iteration 37Q: 3 clusters Score -1.004765e+07 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53986 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -10047576.000000 Penalty: 5419.122559 Iteration 38Q: 3 clusters Score -1.004758e+07 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54591 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -10047560.000000 Penalty: 5419.122559 Iteration 39Q: 3 clusters Score -1.004756e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54888 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -10047785.000000 Penalty: 5419.122559 Iteration 40F: 3 clusters Score -1.004778e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55200 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -10047840.000000 Penalty: 5419.122559 Iteration 41Q: 3 clusters Score -1.004784e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55294 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -10047886.000000 Penalty: 5419.122559 Iteration 42Q: 3 clusters Score -1.004789e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55329 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -10047906.000000 Penalty: 5419.122559 Iteration 43Q: 3 clusters Score -1.004791e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55340 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -10047904.000000 Penalty: 5419.122559 Iteration 44Q: 3 clusters Score -1.00479e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55347 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -10047920.000000 Penalty: 5419.122559 Iteration 45Q: 3 clusters Score -1.004792e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55354 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -10047934.000000 Penalty: 5419.122559 Iteration 46Q: 3 clusters Score -1.004793e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55364 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -10047956.000000 Penalty: 5419.122559 Iteration 47Q: 3 clusters Score -1.004796e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55367 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -10047975.000000 Penalty: 5419.122559 Iteration 48Q: 3 clusters Score -1.004798e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55369 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -10047979.000000 Penalty: 5419.122559 Iteration 49Q: 3 clusters Score -1.004798e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55370 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -10047982.000000 Penalty: 5419.122559 Iteration 50Q: 3 clusters Score -1.004798e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55370 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -10047982.000000 Penalty: 5419.122559 Iteration 51F: 3 clusters Score -1.004798e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Entering Unmasked Estep Score: -232166.187500 Penalty: 1782.913696 Iteration 0F: 2 clusters Score -232166.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -230039.703125 Penalty: 3565.827393 Iteration 0F: 3 clusters Score -230039.7 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -230495.890625 Penalty: 3565.827393 Iteration 1F: 3 clusters Score -230495.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -230760.578125 Penalty: 3565.827393 Iteration 2F: 3 clusters Score -230760.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -230948.812500 Penalty: 3565.827393 Iteration 3F: 3 clusters Score -230948.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -231118.796875 Penalty: 3565.827393 Iteration 4F: 3 clusters Score -231118.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -231212.546875 Penalty: 3565.827393 Iteration 5Q: 3 clusters Score -231212.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -231256.687500 Penalty: 3565.827393 Iteration 6Q: 3 clusters Score -231256.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -231279.796875 Penalty: 3565.827393 Iteration 7Q: 3 clusters Score -231279.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -231295.968750 Penalty: 3565.827393 Iteration 8Q: 3 clusters Score -231296 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -231307.640625 Penalty: 3565.827393 Iteration 9Q: 3 clusters Score -231307.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -231310.734375 Penalty: 3565.827393 Iteration 10Q: 3 clusters Score -231310.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -231312.546875 Penalty: 3565.827393 Iteration 11Q: 3 clusters Score -231312.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -231313.437500 Penalty: 3565.827393 Iteration 12Q: 3 clusters Score -231313.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -231315.859375 Penalty: 3565.827393 Iteration 13Q: 3 clusters Score -231315.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -231319.328125 Penalty: 3565.827393 Iteration 14Q: 3 clusters Score -231319.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -231322.218750 Penalty: 3565.827393 Iteration 15Q: 3 clusters Score -231322.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -231323.000000 Penalty: 3565.827393 Iteration 16Q: 3 clusters Score -231323 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -231325.937500 Penalty: 3565.827393 Iteration 17Q: 3 clusters Score -231325.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -231325.937500 Penalty: 3565.827393 Iteration 18F: 3 clusters Score -231325.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Entering Unmasked Estep Score: -429678.906250 Penalty: 1942.536255 Iteration 0F: 2 clusters Score -429678.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -426702.625000 Penalty: 3885.072510 Iteration 0F: 3 clusters Score -426702.6 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -427333.218750 Penalty: 3885.072510 Iteration 1F: 3 clusters Score -427333.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -427506.187500 Penalty: 3885.072510 Iteration 2F: 3 clusters Score -427506.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -427591.875000 Penalty: 3885.072510 Iteration 3Q: 3 clusters Score -427591.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -427645.531250 Penalty: 3885.072510 Iteration 4Q: 3 clusters Score -427645.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -427679.406250 Penalty: 3885.072510 Iteration 5Q: 3 clusters Score -427679.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -427701.437500 Penalty: 3885.072510 Iteration 6Q: 3 clusters Score -427701.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -427722.562500 Penalty: 3885.072510 Iteration 7Q: 3 clusters Score -427722.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -427741.937500 Penalty: 3885.072510 Iteration 8Q: 3 clusters Score -427741.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -427763.281250 Penalty: 3885.072510 Iteration 9Q: 3 clusters Score -427763.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -427780.281250 Penalty: 3885.072510 Iteration 10Q: 3 clusters Score -427780.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -427797.031250 Penalty: 3885.072510 Iteration 11Q: 3 clusters Score -427797 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -427813.187500 Penalty: 3885.072510 Iteration 12Q: 3 clusters Score -427813.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -427824.875000 Penalty: 3885.072510 Iteration 13Q: 3 clusters Score -427824.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -427837.187500 Penalty: 3885.072510 Iteration 14Q: 3 clusters Score -427837.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -427846.187500 Penalty: 3885.072510 Iteration 15Q: 3 clusters Score -427846.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -427854.625000 Penalty: 3885.072510 Iteration 16Q: 3 clusters Score -427854.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -427859.750000 Penalty: 3885.072510 Iteration 17Q: 3 clusters Score -427859.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -427863.718750 Penalty: 3885.072510 Iteration 18Q: 3 clusters Score -427863.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -427865.437500 Penalty: 3885.072510 Iteration 19Q: 3 clusters Score -427865.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -427867.593750 Penalty: 3885.072510 Iteration 20F: 3 clusters Score -427867.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -427870.125000 Penalty: 3885.072510 Iteration 21Q: 3 clusters Score -427870.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -427871.500000 Penalty: 3885.072510 Iteration 22Q: 3 clusters Score -427871.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -427874.656250 Penalty: 3885.072510 Iteration 23Q: 3 clusters Score -427874.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -427877.093750 Penalty: 3885.072510 Iteration 24Q: 3 clusters Score -427877.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -427877.906250 Penalty: 3885.072510 Iteration 25Q: 3 clusters Score -427877.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -427879.750000 Penalty: 3885.072510 Iteration 26Q: 3 clusters Score -427879.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -427880.093750 Penalty: 3885.072510 Iteration 27Q: 3 clusters Score -427880.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -427881.500000 Penalty: 3885.072510 Iteration 28Q: 3 clusters Score -427881.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -427885.156250 Penalty: 3885.072510 Iteration 29Q: 3 clusters Score -427885.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -427888.750000 Penalty: 3885.072510 Iteration 30Q: 3 clusters Score -427888.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -427893.718750 Penalty: 3885.072510 Iteration 31Q: 3 clusters Score -427893.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -427895.125000 Penalty: 3885.072510 Iteration 32Q: 3 clusters Score -427895.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -427898.093750 Penalty: 3885.072510 Iteration 33Q: 3 clusters Score -427898.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -427900.218750 Penalty: 3885.072510 Iteration 34Q: 3 clusters Score -427900.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -427904.062500 Penalty: 3885.072510 Iteration 35Q: 3 clusters Score -427904.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -427908.687500 Penalty: 3885.072510 Iteration 36Q: 3 clusters Score -427908.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -427913.718750 Penalty: 3885.072510 Iteration 37Q: 3 clusters Score -427913.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -427918.875000 Penalty: 3885.072510 Iteration 38Q: 3 clusters Score -427918.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -427923.750000 Penalty: 3885.072510 Iteration 39Q: 3 clusters Score -427923.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -427927.343750 Penalty: 3885.072510 Iteration 40F: 3 clusters Score -427927.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -427931.656250 Penalty: 3885.072510 Iteration 41Q: 3 clusters Score -427931.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -427935.187500 Penalty: 3885.072510 Iteration 42Q: 3 clusters Score -427935.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -427936.875000 Penalty: 3885.072510 Iteration 43Q: 3 clusters Score -427936.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -427937.750000 Penalty: 3885.072510 Iteration 44Q: 3 clusters Score -427937.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -427940.406250 Penalty: 3885.072510 Iteration 45Q: 3 clusters Score -427940.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -427942.375000 Penalty: 3885.072510 Iteration 46Q: 3 clusters Score -427942.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -427943.593750 Penalty: 3885.072510 Iteration 47Q: 3 clusters Score -427943.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -427943.781250 Penalty: 3885.072510 Iteration 48Q: 3 clusters Score -427943.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -427946.843750 Penalty: 3885.072510 Iteration 49Q: 3 clusters Score -427946.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -427947.906250 Penalty: 3885.072510 Iteration 50Q: 3 clusters Score -427947.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -427949.375000 Penalty: 3885.072510 Iteration 51Q: 3 clusters Score -427949.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -427951.343750 Penalty: 3885.072510 Iteration 52Q: 3 clusters Score -427951.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -427951.656250 Penalty: 3885.072510 Iteration 53Q: 3 clusters Score -427951.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -427952.281250 Penalty: 3885.072510 Iteration 54Q: 3 clusters Score -427952.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -427953.437500 Penalty: 3885.072510 Iteration 55Q: 3 clusters Score -427953.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -427953.468750 Penalty: 3885.072510 Iteration 56Q: 3 clusters Score -427953.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -427955.562500 Penalty: 3885.072510 Iteration 57Q: 3 clusters Score -427955.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -427957.812500 Penalty: 3885.072510 Iteration 58Q: 3 clusters Score -427957.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -427964.843750 Penalty: 3885.072510 Iteration 59Q: 3 clusters Score -427964.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -427969.562500 Penalty: 3885.072510 Iteration 60F: 3 clusters Score -427969.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -427972.750000 Penalty: 3885.072510 Iteration 61Q: 3 clusters Score -427972.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -427977.125000 Penalty: 3885.072510 Iteration 62Q: 3 clusters Score -427977.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -427982.437500 Penalty: 3885.072510 Iteration 63Q: 3 clusters Score -427982.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -427984.187500 Penalty: 3885.072510 Iteration 64Q: 3 clusters Score -427984.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -427986.125000 Penalty: 3885.072510 Iteration 65Q: 3 clusters Score -427986.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -427988.625000 Penalty: 3885.072510 Iteration 66Q: 3 clusters Score -427988.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -427994.625000 Penalty: 3885.072510 Iteration 67Q: 3 clusters Score -427994.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -427996.093750 Penalty: 3885.072510 Iteration 68Q: 3 clusters Score -427996.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -427996.062500 Penalty: 3885.072510 Iteration 69Q: 3 clusters Score -427996.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -427996.343750 Penalty: 3885.072510 Iteration 70Q: 3 clusters Score -427996.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -427996.687500 Penalty: 3885.072510 Iteration 71Q: 3 clusters Score -427996.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -427997.156250 Penalty: 3885.072510 Iteration 72Q: 3 clusters Score -427997.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -427997.437500 Penalty: 3885.072510 Iteration 73Q: 3 clusters Score -427997.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -427997.750000 Penalty: 3885.072510 Iteration 74Q: 3 clusters Score -427997.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -427997.750000 Penalty: 3885.072510 Iteration 75F: 3 clusters Score -427997.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (67083 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67083 members Entering Unmasked Estep Score: -12348086.000000 Penalty: 2756.194092 Iteration 0F: 2 clusters Score -1.234809e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33665 members Mstep: Class 2 contains 33418 members Entering Unmasked Estep Score: -12306935.000000 Penalty: 5512.388184 Iteration 0F: 3 clusters Score -1.230694e+07 nChanged 31180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34897 members Mstep: Class 2 contains 32186 members Entering Unmasked Estep Score: -12324300.000000 Penalty: 5512.388184 Iteration 1F: 3 clusters Score -1.23243e+07 nChanged 2738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35877 members Mstep: Class 2 contains 31206 members Entering Unmasked Estep Score: -12325290.000000 Penalty: 5512.388184 Iteration 2Q: 3 clusters Score -1.232529e+07 nChanged 3028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37389 members Mstep: Class 2 contains 29694 members Entering Unmasked Estep Score: -12326654.000000 Penalty: 5512.388184 Iteration 3Q: 3 clusters Score -1.232665e+07 nChanged 3677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39648 members Mstep: Class 2 contains 27435 members Entering Unmasked Estep Score: -12328709.000000 Penalty: 5512.388184 Iteration 4F: 3 clusters Score -1.232871e+07 nChanged 4379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42711 members Mstep: Class 2 contains 24372 members Entering Unmasked Estep Score: -12331687.000000 Penalty: 5512.388184 Iteration 5F: 3 clusters Score -1.233169e+07 nChanged 5013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46392 members Mstep: Class 2 contains 20691 members Entering Unmasked Estep Score: -12335705.000000 Penalty: 5512.388184 Iteration 6F: 3 clusters Score -1.23357e+07 nChanged 4919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50007 members Mstep: Class 2 contains 17076 members Entering Unmasked Estep Score: -12340232.000000 Penalty: 5512.388184 Iteration 7F: 3 clusters Score -1.234023e+07 nChanged 3963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52884 members Mstep: Class 2 contains 14199 members Entering Unmasked Estep Score: -12343786.000000 Penalty: 5512.388184 Iteration 8F: 3 clusters Score -1.234379e+07 nChanged 2577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54683 members Mstep: Class 2 contains 12400 members Entering Unmasked Estep Score: -12345471.000000 Penalty: 5512.388184 Iteration 9Q: 3 clusters Score -1.234547e+07 nChanged 1552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55935 members Mstep: Class 2 contains 11148 members Entering Unmasked Estep Score: -12346103.000000 Penalty: 5512.388184 Iteration 10Q: 3 clusters Score -1.23461e+07 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56947 members Mstep: Class 2 contains 10136 members Entering Unmasked Estep Score: -12346404.000000 Penalty: 5512.388184 Iteration 11Q: 3 clusters Score -1.23464e+07 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57825 members Mstep: Class 2 contains 9258 members Entering Unmasked Estep Score: -12346551.000000 Penalty: 5512.388184 Iteration 12Q: 3 clusters Score -1.234655e+07 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58602 members Mstep: Class 2 contains 8481 members Entering Unmasked Estep Score: -12346669.000000 Penalty: 5512.388184 Iteration 13Q: 3 clusters Score -1.234667e+07 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59290 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -12346763.000000 Penalty: 5512.388184 Iteration 14Q: 3 clusters Score -1.234676e+07 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59915 members Mstep: Class 2 contains 7168 members Entering Unmasked Estep Score: -12346757.000000 Penalty: 5512.388184 Iteration 15Q: 3 clusters Score -1.234676e+07 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60433 members Mstep: Class 2 contains 6650 members Entering Unmasked Estep Score: -12346696.000000 Penalty: 5512.388184 Iteration 16Q: 3 clusters Score -1.23467e+07 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60871 members Mstep: Class 2 contains 6212 members Entering Unmasked Estep Score: -12346709.000000 Penalty: 5512.388184 Iteration 17Q: 3 clusters Score -1.234671e+07 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61289 members Mstep: Class 2 contains 5794 members Entering Unmasked Estep Score: -12346661.000000 Penalty: 5512.388184 Iteration 18Q: 3 clusters Score -1.234666e+07 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61618 members Mstep: Class 2 contains 5465 members Entering Unmasked Estep Score: -12346644.000000 Penalty: 5512.388184 Iteration 19Q: 3 clusters Score -1.234664e+07 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61927 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -12346645.000000 Penalty: 5512.388184 Iteration 20F: 3 clusters Score -1.234664e+07 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62210 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -12346608.000000 Penalty: 5512.388184 Iteration 21Q: 3 clusters Score -1.234661e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62466 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -12346595.000000 Penalty: 5512.388184 Iteration 22Q: 3 clusters Score -1.23466e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62710 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -12346552.000000 Penalty: 5512.388184 Iteration 23Q: 3 clusters Score -1.234655e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62930 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -12346521.000000 Penalty: 5512.388184 Iteration 24Q: 3 clusters Score -1.234652e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63152 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -12346490.000000 Penalty: 5512.388184 Iteration 25Q: 3 clusters Score -1.234649e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63368 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -12346434.000000 Penalty: 5512.388184 Iteration 26Q: 3 clusters Score -1.234643e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63585 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -12346441.000000 Penalty: 5512.388184 Iteration 27Q: 3 clusters Score -1.234644e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63780 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -12346421.000000 Penalty: 5512.388184 Iteration 28Q: 3 clusters Score -1.234642e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63963 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -12346427.000000 Penalty: 5512.388184 Iteration 29Q: 3 clusters Score -1.234643e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64124 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -12346447.000000 Penalty: 5512.388184 Iteration 30Q: 3 clusters Score -1.234645e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64264 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -12346412.000000 Penalty: 5512.388184 Iteration 31Q: 3 clusters Score -1.234641e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64399 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -12346422.000000 Penalty: 5512.388184 Iteration 32Q: 3 clusters Score -1.234642e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64529 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -12346421.000000 Penalty: 5512.388184 Iteration 33Q: 3 clusters Score -1.234642e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64653 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -12346417.000000 Penalty: 5512.388184 Iteration 34Q: 3 clusters Score -1.234642e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64755 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -12346423.000000 Penalty: 5512.388184 Iteration 35Q: 3 clusters Score -1.234642e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64845 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -12346459.000000 Penalty: 5512.388184 Iteration 36Q: 3 clusters Score -1.234646e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64920 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -12346420.000000 Penalty: 5512.388184 Iteration 37Q: 3 clusters Score -1.234642e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64988 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -12346376.000000 Penalty: 5512.388184 Iteration 38Q: 3 clusters Score -1.234638e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65048 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -12346384.000000 Penalty: 5512.388184 Iteration 39Q: 3 clusters Score -1.234638e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65101 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -12346395.000000 Penalty: 5512.388184 Iteration 40F: 3 clusters Score -1.23464e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65147 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -12346420.000000 Penalty: 5512.388184 Iteration 41Q: 3 clusters Score -1.234642e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65184 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -12346400.000000 Penalty: 5512.388184 Iteration 42Q: 3 clusters Score -1.23464e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65212 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -12346380.000000 Penalty: 5512.388184 Iteration 43Q: 3 clusters Score -1.234638e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65234 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -12346382.000000 Penalty: 5512.388184 Iteration 44Q: 3 clusters Score -1.234638e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65270 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -12346358.000000 Penalty: 5512.388184 Iteration 45Q: 3 clusters Score -1.234636e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65303 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -12346358.000000 Penalty: 5512.388184 Iteration 46Q: 3 clusters Score -1.234636e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65330 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -12346364.000000 Penalty: 5512.388184 Iteration 47Q: 3 clusters Score -1.234636e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65359 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -12346367.000000 Penalty: 5512.388184 Iteration 48Q: 3 clusters Score -1.234637e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65384 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -12346355.000000 Penalty: 5512.388184 Iteration 49Q: 3 clusters Score -1.234636e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65415 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -12346339.000000 Penalty: 5512.388184 Iteration 50Q: 3 clusters Score -1.234634e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65443 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -12346338.000000 Penalty: 5512.388184 Iteration 51Q: 3 clusters Score -1.234634e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65477 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -12346346.000000 Penalty: 5512.388184 Iteration 52Q: 3 clusters Score -1.234635e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65498 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -12346335.000000 Penalty: 5512.388184 Iteration 53Q: 3 clusters Score -1.234634e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65517 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -12346348.000000 Penalty: 5512.388184 Iteration 54Q: 3 clusters Score -1.234635e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65531 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -12346342.000000 Penalty: 5512.388184 Iteration 55Q: 3 clusters Score -1.234634e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65550 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -12346302.000000 Penalty: 5512.388184 Iteration 56Q: 3 clusters Score -1.23463e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65567 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -12346311.000000 Penalty: 5512.388184 Iteration 57Q: 3 clusters Score -1.234631e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65585 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -12346317.000000 Penalty: 5512.388184 Iteration 58Q: 3 clusters Score -1.234632e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65604 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -12346311.000000 Penalty: 5512.388184 Iteration 59Q: 3 clusters Score -1.234631e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65616 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -12346303.000000 Penalty: 5512.388184 Iteration 60F: 3 clusters Score -1.23463e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65627 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -12346309.000000 Penalty: 5512.388184 Iteration 61Q: 3 clusters Score -1.234631e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65639 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -12346311.000000 Penalty: 5512.388184 Iteration 62Q: 3 clusters Score -1.234631e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65652 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -12346315.000000 Penalty: 5512.388184 Iteration 63Q: 3 clusters Score -1.234632e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65664 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -12346314.000000 Penalty: 5512.388184 Iteration 64Q: 3 clusters Score -1.234631e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65678 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -12346322.000000 Penalty: 5512.388184 Iteration 65Q: 3 clusters Score -1.234632e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65686 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -12346316.000000 Penalty: 5512.388184 Iteration 66Q: 3 clusters Score -1.234632e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65695 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -12346311.000000 Penalty: 5512.388184 Iteration 67Q: 3 clusters Score -1.234631e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65707 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -12346316.000000 Penalty: 5512.388184 Iteration 68Q: 3 clusters Score -1.234632e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65719 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -12346320.000000 Penalty: 5512.388184 Iteration 69Q: 3 clusters Score -1.234632e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65733 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -12346321.000000 Penalty: 5512.388184 Iteration 70Q: 3 clusters Score -1.234632e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65745 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -12346316.000000 Penalty: 5512.388184 Iteration 71Q: 3 clusters Score -1.234632e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65763 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -12346317.000000 Penalty: 5512.388184 Iteration 72Q: 3 clusters Score -1.234632e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65777 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -12346333.000000 Penalty: 5512.388184 Iteration 73Q: 3 clusters Score -1.234633e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65791 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -12346311.000000 Penalty: 5512.388184 Iteration 74Q: 3 clusters Score -1.234631e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65805 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -12346315.000000 Penalty: 5512.388184 Iteration 75Q: 3 clusters Score -1.234632e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65812 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -12346326.000000 Penalty: 5512.388184 Iteration 76Q: 3 clusters Score -1.234633e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65817 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -12346314.000000 Penalty: 5512.388184 Iteration 77Q: 3 clusters Score -1.234631e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65828 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -12346324.000000 Penalty: 5512.388184 Iteration 78Q: 3 clusters Score -1.234632e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65838 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -12346309.000000 Penalty: 5512.388184 Iteration 79Q: 3 clusters Score -1.234631e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65850 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -12346290.000000 Penalty: 5512.388184 Iteration 80F: 3 clusters Score -1.234629e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65864 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -12346279.000000 Penalty: 5512.388184 Iteration 81Q: 3 clusters Score -1.234628e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65874 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -12346274.000000 Penalty: 5512.388184 Iteration 82Q: 3 clusters Score -1.234627e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65883 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -12346266.000000 Penalty: 5512.388184 Iteration 83Q: 3 clusters Score -1.234627e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65893 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -12346267.000000 Penalty: 5512.388184 Iteration 84Q: 3 clusters Score -1.234627e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65905 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -12346288.000000 Penalty: 5512.388184 Iteration 85Q: 3 clusters Score -1.234629e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65912 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -12346284.000000 Penalty: 5512.388184 Iteration 86Q: 3 clusters Score -1.234628e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65919 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -12346272.000000 Penalty: 5512.388184 Iteration 87Q: 3 clusters Score -1.234627e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65924 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -12346272.000000 Penalty: 5512.388184 Iteration 88Q: 3 clusters Score -1.234627e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65930 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -12346273.000000 Penalty: 5512.388184 Iteration 89Q: 3 clusters Score -1.234627e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65939 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -12346285.000000 Penalty: 5512.388184 Iteration 90Q: 3 clusters Score -1.234628e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65946 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -12346282.000000 Penalty: 5512.388184 Iteration 91Q: 3 clusters Score -1.234628e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65960 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -12346279.000000 Penalty: 5512.388184 Iteration 92Q: 3 clusters Score -1.234628e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65968 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -12346288.000000 Penalty: 5512.388184 Iteration 93Q: 3 clusters Score -1.234629e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65971 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -12346296.000000 Penalty: 5512.388184 Iteration 94Q: 3 clusters Score -1.23463e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65971 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -12346296.000000 Penalty: 5512.388184 Iteration 95Q: 3 clusters Score -1.23463e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65973 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -12346291.000000 Penalty: 5512.388184 Iteration 96Q: 3 clusters Score -1.234629e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65973 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -12346291.000000 Penalty: 5512.388184 Iteration 97F: 3 clusters Score -1.234629e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Entering Unmasked Estep Score: -172297.281250 Penalty: 1725.459351 Iteration 0F: 2 clusters Score -172297.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -170300.968750 Penalty: 3450.918701 Iteration 0F: 3 clusters Score -170301 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -170632.765625 Penalty: 3450.918701 Iteration 1F: 3 clusters Score -170632.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -170748.359375 Penalty: 3450.918701 Iteration 2F: 3 clusters Score -170748.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -170809.031250 Penalty: 3450.918701 Iteration 3Q: 3 clusters Score -170809 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -170880.218750 Penalty: 3450.918701 Iteration 4Q: 3 clusters Score -170880.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -170924.078125 Penalty: 3450.918701 Iteration 5Q: 3 clusters Score -170924.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -170970.218750 Penalty: 3450.918701 Iteration 6Q: 3 clusters Score -170970.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -171017.468750 Penalty: 3450.918701 Iteration 7Q: 3 clusters Score -171017.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -171054.703125 Penalty: 3450.918701 Iteration 8Q: 3 clusters Score -171054.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -171082.546875 Penalty: 3450.918701 Iteration 9Q: 3 clusters Score -171082.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -171115.984375 Penalty: 3450.918701 Iteration 10Q: 3 clusters Score -171116 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -171163.234375 Penalty: 3450.918701 Iteration 11Q: 3 clusters Score -171163.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -171217.140625 Penalty: 3450.918701 Iteration 12Q: 3 clusters Score -171217.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -171282.468750 Penalty: 3450.918701 Iteration 13Q: 3 clusters Score -171282.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -171344.218750 Penalty: 3450.918701 Iteration 14Q: 3 clusters Score -171344.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -171396.875000 Penalty: 3450.918701 Iteration 15Q: 3 clusters Score -171396.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -171461.921875 Penalty: 3450.918701 Iteration 16Q: 3 clusters Score -171461.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -171510.421875 Penalty: 3450.918701 Iteration 17Q: 3 clusters Score -171510.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -171538.406250 Penalty: 3450.918701 Iteration 18Q: 3 clusters Score -171538.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -171582.156250 Penalty: 3450.918701 Iteration 19Q: 3 clusters Score -171582.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -171639.937500 Penalty: 3450.918701 Iteration 20F: 3 clusters Score -171639.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -171747.578125 Penalty: 3450.918701 Iteration 21Q: 3 clusters Score -171747.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -171874.078125 Penalty: 3450.918701 Iteration 22Q: 3 clusters Score -171874.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -171953.406250 Penalty: 3450.918701 Iteration 23Q: 3 clusters Score -171953.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -172014.656250 Penalty: 3450.918701 Iteration 24Q: 3 clusters Score -172014.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -172039.593750 Penalty: 3450.918701 Iteration 25Q: 3 clusters Score -172039.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -172050.046875 Penalty: 3450.918701 Iteration 26Q: 3 clusters Score -172050 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -172067.671875 Penalty: 3450.918701 Iteration 27Q: 3 clusters Score -172067.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -172083.546875 Penalty: 3450.918701 Iteration 28Q: 3 clusters Score -172083.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -172093.625000 Penalty: 3450.918701 Iteration 29Q: 3 clusters Score -172093.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -172108.828125 Penalty: 3450.918701 Iteration 30Q: 3 clusters Score -172108.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -172124.015625 Penalty: 3450.918701 Iteration 31Q: 3 clusters Score -172124 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -172135.093750 Penalty: 3450.918701 Iteration 32Q: 3 clusters Score -172135.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -172157.390625 Penalty: 3450.918701 Iteration 33Q: 3 clusters Score -172157.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -172184.546875 Penalty: 3450.918701 Iteration 34Q: 3 clusters Score -172184.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -172217.453125 Penalty: 3450.918701 Iteration 35Q: 3 clusters Score -172217.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -172279.437500 Penalty: 3450.918701 Iteration 36Q: 3 clusters Score -172279.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -172352.609375 Penalty: 3450.918701 Iteration 37Q: 3 clusters Score -172352.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -172376.125000 Penalty: 3450.918701 Iteration 38Q: 3 clusters Score -172376.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -172377.906250 Penalty: 3450.918701 Iteration 39Q: 3 clusters Score -172377.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -172377.906250 Penalty: 3450.918701 Iteration 40F: 3 clusters Score -172377.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55584 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2522 members Mstep: Class 5 contains 67083 members Mstep: Class 6 contains 558 members Mstep: Class 7 contains 7492 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24390 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21570 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62818 members Mstep: Class 16 contains 23771 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24561 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23227 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 493 members Entering Unmasked Estep Score: -63648468.000000 Penalty: 79136.750000 Splitting cluster 6 changes total score from -63649820.000000 to -63648468.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (7492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7492 members Entering Unmasked Estep Score: -1358994.625000 Penalty: 2212.554443 Iteration 0F: 2 clusters Score -1358995 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -1352884.625000 Penalty: 4425.108887 Iteration 0F: 3 clusters Score -1352885 nChanged 2983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -1354556.000000 Penalty: 4425.108887 Iteration 1F: 3 clusters Score -1354556 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -1354971.625000 Penalty: 4425.108887 Iteration 2F: 3 clusters Score -1354972 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -1355283.250000 Penalty: 4425.108887 Iteration 3F: 3 clusters Score -1355283 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -1355539.125000 Penalty: 4425.108887 Iteration 4F: 3 clusters Score -1355539 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -1355768.000000 Penalty: 4425.108887 Iteration 5Q: 3 clusters Score -1355768 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -1355985.125000 Penalty: 4425.108887 Iteration 6Q: 3 clusters Score -1355985 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -1356172.375000 Penalty: 4425.108887 Iteration 7Q: 3 clusters Score -1356172 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -1356334.625000 Penalty: 4425.108887 Iteration 8Q: 3 clusters Score -1356335 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -1356484.625000 Penalty: 4425.108887 Iteration 9Q: 3 clusters Score -1356485 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -1356651.250000 Penalty: 4425.108887 Iteration 10Q: 3 clusters Score -1356651 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -1356815.000000 Penalty: 4425.108887 Iteration 11Q: 3 clusters Score -1356815 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 6547 members Entering Unmasked Estep Score: -1356933.000000 Penalty: 4425.108887 Iteration 12Q: 3 clusters Score -1356933 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 6654 members Entering Unmasked Estep Score: -1357017.500000 Penalty: 4425.108887 Iteration 13Q: 3 clusters Score -1357018 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 6734 members Entering Unmasked Estep Score: -1357069.250000 Penalty: 4425.108887 Iteration 14Q: 3 clusters Score -1357069 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -1357093.875000 Penalty: 4425.108887 Iteration 15Q: 3 clusters Score -1357094 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -1357112.875000 Penalty: 4425.108887 Iteration 16Q: 3 clusters Score -1357113 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 6847 members Entering Unmasked Estep Score: -1357132.875000 Penalty: 4425.108887 Iteration 17Q: 3 clusters Score -1357133 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -1357148.000000 Penalty: 4425.108887 Iteration 18Q: 3 clusters Score -1357148 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -1357161.625000 Penalty: 4425.108887 Iteration 19Q: 3 clusters Score -1357162 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 6911 members Entering Unmasked Estep Score: -1357172.625000 Penalty: 4425.108887 Iteration 20F: 3 clusters Score -1357173 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 6922 members Entering Unmasked Estep Score: -1357175.875000 Penalty: 4425.108887 Iteration 21Q: 3 clusters Score -1357176 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 6931 members Entering Unmasked Estep Score: -1357181.375000 Penalty: 4425.108887 Iteration 22Q: 3 clusters Score -1357181 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 6934 members Entering Unmasked Estep Score: -1357185.125000 Penalty: 4425.108887 Iteration 23Q: 3 clusters Score -1357185 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 6937 members Entering Unmasked Estep Score: -1357187.625000 Penalty: 4425.108887 Iteration 24Q: 3 clusters Score -1357188 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 6938 members Entering Unmasked Estep Score: -1357190.375000 Penalty: 4425.108887 Iteration 25Q: 3 clusters Score -1357190 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 6939 members Entering Unmasked Estep Score: -1357190.750000 Penalty: 4425.108887 Iteration 26Q: 3 clusters Score -1357191 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 6942 members Entering Unmasked Estep Score: -1357193.250000 Penalty: 4425.108887 Iteration 27Q: 3 clusters Score -1357193 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 6945 members Entering Unmasked Estep Score: -1357194.875000 Penalty: 4425.108887 Iteration 28Q: 3 clusters Score -1357195 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 6946 members Entering Unmasked Estep Score: -1357194.625000 Penalty: 4425.108887 Iteration 29Q: 3 clusters Score -1357195 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -1357195.000000 Penalty: 4425.108887 Iteration 30Q: 3 clusters Score -1357195 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 6948 members Entering Unmasked Estep Score: -1357194.250000 Penalty: 4425.108887 Iteration 31Q: 3 clusters Score -1357194 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 6948 members Entering Unmasked Estep Score: -1357194.250000 Penalty: 4425.108887 Iteration 32F: 3 clusters Score -1357194 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Entering Unmasked Estep Score: -42030.753906 Penalty: 1390.238892 Iteration 0F: 2 clusters Score -42030.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -40829.906250 Penalty: 2780.477783 Iteration 0F: 3 clusters Score -40829.91 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -40939.832031 Penalty: 2780.477783 Iteration 1F: 3 clusters Score -40939.83 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -40969.488281 Penalty: 2780.477783 Iteration 2Q: 3 clusters Score -40969.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -40987.050781 Penalty: 2780.477783 Iteration 3Q: 3 clusters Score -40987.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -41003.378906 Penalty: 2780.477783 Iteration 4Q: 3 clusters Score -41003.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -41003.378906 Penalty: 2780.477783 Iteration 5F: 3 clusters Score -41003.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Entering Unmasked Estep Score: -319411.000000 Penalty: 1870.074219 Iteration 0F: 2 clusters Score -319411 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -317043.687500 Penalty: 3740.148438 Iteration 0F: 3 clusters Score -317043.7 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -318185.500000 Penalty: 3740.148438 Iteration 1F: 3 clusters Score -318185.5 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -318995.437500 Penalty: 3740.148438 Iteration 2F: 3 clusters Score -318995.4 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -319711.000000 Penalty: 3740.148438 Iteration 3F: 3 clusters Score -319711 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -320061.656250 Penalty: 3740.148438 Iteration 4F: 3 clusters Score -320061.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -320162.968750 Penalty: 3740.148438 Iteration 5Q: 3 clusters Score -320163 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -320209.500000 Penalty: 3740.148438 Iteration 6Q: 3 clusters Score -320209.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -320231.093750 Penalty: 3740.148438 Iteration 7Q: 3 clusters Score -320231.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -320237.843750 Penalty: 3740.148438 Iteration 8Q: 3 clusters Score -320237.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -320243.250000 Penalty: 3740.148438 Iteration 9Q: 3 clusters Score -320243.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -320245.000000 Penalty: 3740.148438 Iteration 10Q: 3 clusters Score -320245 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -320247.406250 Penalty: 3740.148438 Iteration 11Q: 3 clusters Score -320247.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -320250.250000 Penalty: 3740.148438 Iteration 12Q: 3 clusters Score -320250.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -320251.906250 Penalty: 3740.148438 Iteration 13Q: 3 clusters Score -320251.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -320252.843750 Penalty: 3740.148438 Iteration 14Q: 3 clusters Score -320252.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -320252.843750 Penalty: 3740.148438 Iteration 15F: 3 clusters Score -320252.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55584 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2522 members Mstep: Class 5 contains 67083 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7492 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1301 members Mstep: Class 10 contains 24390 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21570 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62818 members Mstep: Class 16 contains 23771 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24561 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23227 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 582 members Entering Unmasked Estep Score: -63649420.000000 Penalty: 79136.750000 Splitting cluster 9 changes total score from -63649820.000000 to -63649420.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (24390 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24390 members Entering Unmasked Estep Score: -4510791.500000 Penalty: 2505.278320 Iteration 0F: 2 clusters Score -4510792 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12158 members Mstep: Class 2 contains 12232 members Entering Unmasked Estep Score: -4493944.000000 Penalty: 5010.556641 Iteration 0F: 3 clusters Score -4493944 nChanged 10806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12040 members Mstep: Class 2 contains 12350 members Entering Unmasked Estep Score: -4499743.000000 Penalty: 5010.556641 Iteration 1F: 3 clusters Score -4499743 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11928 members Mstep: Class 2 contains 12462 members Entering Unmasked Estep Score: -4500123.000000 Penalty: 5010.556641 Iteration 2Q: 3 clusters Score -4500123 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11819 members Mstep: Class 2 contains 12571 members Entering Unmasked Estep Score: -4500456.500000 Penalty: 5010.556641 Iteration 3Q: 3 clusters Score -4500456 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11653 members Mstep: Class 2 contains 12737 members Entering Unmasked Estep Score: -4500778.000000 Penalty: 5010.556641 Iteration 4Q: 3 clusters Score -4500778 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11393 members Mstep: Class 2 contains 12997 members Entering Unmasked Estep Score: -4501152.500000 Penalty: 5010.556641 Iteration 5Q: 3 clusters Score -4501152 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10996 members Mstep: Class 2 contains 13394 members Entering Unmasked Estep Score: -4501619.500000 Penalty: 5010.556641 Iteration 6Q: 3 clusters Score -4501620 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10469 members Mstep: Class 2 contains 13921 members Entering Unmasked Estep Score: -4502126.500000 Penalty: 5010.556641 Iteration 7Q: 3 clusters Score -4502126 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9711 members Mstep: Class 2 contains 14679 members Entering Unmasked Estep Score: -4502771.000000 Penalty: 5010.556641 Iteration 8Q: 3 clusters Score -4502771 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8759 members Mstep: Class 2 contains 15631 members Entering Unmasked Estep Score: -4503552.000000 Penalty: 5010.556641 Iteration 9F: 3 clusters Score -4503552 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7664 members Mstep: Class 2 contains 16726 members Entering Unmasked Estep Score: -4504472.500000 Penalty: 5010.556641 Iteration 10F: 3 clusters Score -4504472 nChanged 1334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6474 members Mstep: Class 2 contains 17916 members Entering Unmasked Estep Score: -4505514.500000 Penalty: 5010.556641 Iteration 11F: 3 clusters Score -4505514 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5384 members Mstep: Class 2 contains 19006 members Entering Unmasked Estep Score: -4506461.500000 Penalty: 5010.556641 Iteration 12Q: 3 clusters Score -4506462 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 19952 members Entering Unmasked Estep Score: -4507287.500000 Penalty: 5010.556641 Iteration 13Q: 3 clusters Score -4507288 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 20736 members Entering Unmasked Estep Score: -4508004.000000 Penalty: 5010.556641 Iteration 14Q: 3 clusters Score -4508004 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 21362 members Entering Unmasked Estep Score: -4508563.500000 Penalty: 5010.556641 Iteration 15Q: 3 clusters Score -4508564 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 21830 members Entering Unmasked Estep Score: -4508965.000000 Penalty: 5010.556641 Iteration 16Q: 3 clusters Score -4508965 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 22184 members Entering Unmasked Estep Score: -4509266.500000 Penalty: 5010.556641 Iteration 17Q: 3 clusters Score -4509266 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 22478 members Entering Unmasked Estep Score: -4509487.000000 Penalty: 5010.556641 Iteration 18Q: 3 clusters Score -4509487 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 22709 members Entering Unmasked Estep Score: -4509689.500000 Penalty: 5010.556641 Iteration 19Q: 3 clusters Score -4509690 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 22877 members Entering Unmasked Estep Score: -4509817.000000 Penalty: 5010.556641 Iteration 20F: 3 clusters Score -4509817 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 23002 members Entering Unmasked Estep Score: -4509932.000000 Penalty: 5010.556641 Iteration 21Q: 3 clusters Score -4509932 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 23108 members Entering Unmasked Estep Score: -4510010.500000 Penalty: 5010.556641 Iteration 22Q: 3 clusters Score -4510010 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 23171 members Entering Unmasked Estep Score: -4510055.000000 Penalty: 5010.556641 Iteration 23Q: 3 clusters Score -4510055 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 23211 members Entering Unmasked Estep Score: -4510080.000000 Penalty: 5010.556641 Iteration 24Q: 3 clusters Score -4510080 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 23242 members Entering Unmasked Estep Score: -4510088.000000 Penalty: 5010.556641 Iteration 25Q: 3 clusters Score -4510088 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 23260 members Entering Unmasked Estep Score: -4510099.000000 Penalty: 5010.556641 Iteration 26Q: 3 clusters Score -4510099 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 23270 members Entering Unmasked Estep Score: -4510110.000000 Penalty: 5010.556641 Iteration 27Q: 3 clusters Score -4510110 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 23285 members Entering Unmasked Estep Score: -4510114.000000 Penalty: 5010.556641 Iteration 28Q: 3 clusters Score -4510114 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 23295 members Entering Unmasked Estep Score: -4510123.500000 Penalty: 5010.556641 Iteration 29Q: 3 clusters Score -4510124 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 23303 members Entering Unmasked Estep Score: -4510127.000000 Penalty: 5010.556641 Iteration 30Q: 3 clusters Score -4510127 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 23309 members Entering Unmasked Estep Score: -4510135.000000 Penalty: 5010.556641 Iteration 31Q: 3 clusters Score -4510135 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 23317 members Entering Unmasked Estep Score: -4510134.000000 Penalty: 5010.556641 Iteration 32Q: 3 clusters Score -4510134 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 23322 members Entering Unmasked Estep Score: -4510139.000000 Penalty: 5010.556641 Iteration 33Q: 3 clusters Score -4510139 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 23322 members Entering Unmasked Estep Score: -4510139.000000 Penalty: 5010.556641 Iteration 34F: 3 clusters Score -4510139 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (240 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Entering Unmasked Estep Score: -24712.019531 Penalty: 1359.198486 Iteration 0F: 2 clusters Score -24712.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -24013.628906 Penalty: 2718.396973 Iteration 0F: 3 clusters Score -24013.63 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -24355.003906 Penalty: 2718.396973 Iteration 1F: 3 clusters Score -24355 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -24426.080078 Penalty: 2718.396973 Iteration 2F: 3 clusters Score -24426.08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -24508.250000 Penalty: 2718.396973 Iteration 3Q: 3 clusters Score -24508.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -24541.646484 Penalty: 2718.396973 Iteration 4Q: 3 clusters Score -24541.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -24680.496094 Penalty: 2718.396973 Iteration 5Q: 3 clusters Score -24680.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -24770.218750 Penalty: 2718.396973 Iteration 6Q: 3 clusters Score -24770.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -24875.945312 Penalty: 2718.396973 Iteration 7Q: 3 clusters Score -24875.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -24911.923828 Penalty: 2718.396973 Iteration 8Q: 3 clusters Score -24911.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -24935.703125 Penalty: 2718.396973 Iteration 9Q: 3 clusters Score -24935.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -24935.703125 Penalty: 2718.396973 Iteration 10F: 3 clusters Score -24935.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55584 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2522 members Mstep: Class 5 contains 67083 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7492 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24390 members Mstep: Class 11 contains 94 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21570 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62818 members Mstep: Class 16 contains 23771 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24561 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23227 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 146 members Entering Unmasked Estep Score: -63648260.000000 Penalty: 79136.750000 Splitting cluster 11 changes total score from -63649820.000000 to -63648260.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (2268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Entering Unmasked Estep Score: -401836.812500 Penalty: 1916.210083 Iteration 0F: 2 clusters Score -401836.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -399035.156250 Penalty: 3832.420166 Iteration 0F: 3 clusters Score -399035.2 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -399593.343750 Penalty: 3832.420166 Iteration 1F: 3 clusters Score -399593.3 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -399744.843750 Penalty: 3832.420166 Iteration 2F: 3 clusters Score -399744.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -399836.125000 Penalty: 3832.420166 Iteration 3Q: 3 clusters Score -399836.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -399902.531250 Penalty: 3832.420166 Iteration 4Q: 3 clusters Score -399902.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -399944.531250 Penalty: 3832.420166 Iteration 5Q: 3 clusters Score -399944.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -399988.468750 Penalty: 3832.420166 Iteration 6Q: 3 clusters Score -399988.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -400019.687500 Penalty: 3832.420166 Iteration 7Q: 3 clusters Score -400019.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -400040.750000 Penalty: 3832.420166 Iteration 8Q: 3 clusters Score -400040.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -400054.937500 Penalty: 3832.420166 Iteration 9Q: 3 clusters Score -400054.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -400066.500000 Penalty: 3832.420166 Iteration 10Q: 3 clusters Score -400066.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -400080.906250 Penalty: 3832.420166 Iteration 11Q: 3 clusters Score -400080.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -400094.437500 Penalty: 3832.420166 Iteration 12Q: 3 clusters Score -400094.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -400112.343750 Penalty: 3832.420166 Iteration 13Q: 3 clusters Score -400112.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -400131.437500 Penalty: 3832.420166 Iteration 14Q: 3 clusters Score -400131.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -400149.093750 Penalty: 3832.420166 Iteration 15Q: 3 clusters Score -400149.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -400176.312500 Penalty: 3832.420166 Iteration 16Q: 3 clusters Score -400176.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -400201.750000 Penalty: 3832.420166 Iteration 17Q: 3 clusters Score -400201.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -400216.937500 Penalty: 3832.420166 Iteration 18Q: 3 clusters Score -400216.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -400233.031250 Penalty: 3832.420166 Iteration 19Q: 3 clusters Score -400233 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -400244.468750 Penalty: 3832.420166 Iteration 20F: 3 clusters Score -400244.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -400261.343750 Penalty: 3832.420166 Iteration 21Q: 3 clusters Score -400261.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -400268.625000 Penalty: 3832.420166 Iteration 22Q: 3 clusters Score -400268.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -400277.093750 Penalty: 3832.420166 Iteration 23Q: 3 clusters Score -400277.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -400283.406250 Penalty: 3832.420166 Iteration 24Q: 3 clusters Score -400283.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -400290.687500 Penalty: 3832.420166 Iteration 25Q: 3 clusters Score -400290.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -400301.437500 Penalty: 3832.420166 Iteration 26Q: 3 clusters Score -400301.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -400313.281250 Penalty: 3832.420166 Iteration 27Q: 3 clusters Score -400313.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -400324.500000 Penalty: 3832.420166 Iteration 28Q: 3 clusters Score -400324.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -400342.468750 Penalty: 3832.420166 Iteration 29Q: 3 clusters Score -400342.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -400359.281250 Penalty: 3832.420166 Iteration 30Q: 3 clusters Score -400359.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -400372.093750 Penalty: 3832.420166 Iteration 31Q: 3 clusters Score -400372.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -400381.875000 Penalty: 3832.420166 Iteration 32Q: 3 clusters Score -400381.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -400392.187500 Penalty: 3832.420166 Iteration 33Q: 3 clusters Score -400392.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -400401.937500 Penalty: 3832.420166 Iteration 34Q: 3 clusters Score -400401.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -400408.531250 Penalty: 3832.420166 Iteration 35Q: 3 clusters Score -400408.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -400414.343750 Penalty: 3832.420166 Iteration 36Q: 3 clusters Score -400414.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -400422.343750 Penalty: 3832.420166 Iteration 37Q: 3 clusters Score -400422.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -400426.812500 Penalty: 3832.420166 Iteration 38Q: 3 clusters Score -400426.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -400429.906250 Penalty: 3832.420166 Iteration 39Q: 3 clusters Score -400429.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -400429.906250 Penalty: 3832.420166 Iteration 40F: 3 clusters Score -400429.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (21570 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21570 members Entering Unmasked Estep Score: -3776905.000000 Penalty: 2474.806641 Iteration 0F: 2 clusters Score -3776905 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10893 members Mstep: Class 2 contains 10677 members Entering Unmasked Estep Score: -3761879.500000 Penalty: 4949.613281 Iteration 0F: 3 clusters Score -3761880 nChanged 9495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11400 members Mstep: Class 2 contains 10170 members Entering Unmasked Estep Score: -3767076.750000 Penalty: 4949.613281 Iteration 1F: 3 clusters Score -3767077 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11684 members Mstep: Class 2 contains 9886 members Entering Unmasked Estep Score: -3767461.500000 Penalty: 4949.613281 Iteration 2Q: 3 clusters Score -3767462 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12055 members Mstep: Class 2 contains 9515 members Entering Unmasked Estep Score: -3767781.750000 Penalty: 4949.613281 Iteration 3Q: 3 clusters Score -3767782 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12516 members Mstep: Class 2 contains 9054 members Entering Unmasked Estep Score: -3768080.750000 Penalty: 4949.613281 Iteration 4Q: 3 clusters Score -3768081 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13097 members Mstep: Class 2 contains 8473 members Entering Unmasked Estep Score: -3768417.250000 Penalty: 4949.613281 Iteration 5Q: 3 clusters Score -3768417 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13840 members Mstep: Class 2 contains 7730 members Entering Unmasked Estep Score: -3768838.000000 Penalty: 4949.613281 Iteration 6Q: 3 clusters Score -3768838 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14727 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -3769392.750000 Penalty: 4949.613281 Iteration 7Q: 3 clusters Score -3769393 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15781 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -3770145.500000 Penalty: 4949.613281 Iteration 8F: 3 clusters Score -3770146 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16935 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -3771025.750000 Penalty: 4949.613281 Iteration 9F: 3 clusters Score -3771026 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18044 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -3771880.500000 Penalty: 4949.613281 Iteration 10F: 3 clusters Score -3771880 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18995 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -3772670.750000 Penalty: 4949.613281 Iteration 11Q: 3 clusters Score -3772671 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19765 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -3773309.250000 Penalty: 4949.613281 Iteration 12Q: 3 clusters Score -3773309 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20310 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -3773779.500000 Penalty: 4949.613281 Iteration 13Q: 3 clusters Score -3773780 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20650 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -3774099.250000 Penalty: 4949.613281 Iteration 14Q: 3 clusters Score -3774099 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20898 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -3774316.000000 Penalty: 4949.613281 Iteration 15Q: 3 clusters Score -3774316 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21045 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -3774450.250000 Penalty: 4949.613281 Iteration 16Q: 3 clusters Score -3774450 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21142 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -3774548.250000 Penalty: 4949.613281 Iteration 17Q: 3 clusters Score -3774548 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21197 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -3774613.750000 Penalty: 4949.613281 Iteration 18Q: 3 clusters Score -3774614 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21227 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -3774658.000000 Penalty: 4949.613281 Iteration 19Q: 3 clusters Score -3774658 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21247 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -3774689.250000 Penalty: 4949.613281 Iteration 20F: 3 clusters Score -3774689 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21256 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -3774717.750000 Penalty: 4949.613281 Iteration 21Q: 3 clusters Score -3774718 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21264 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -3774727.750000 Penalty: 4949.613281 Iteration 22Q: 3 clusters Score -3774728 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21270 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -3774737.250000 Penalty: 4949.613281 Iteration 23Q: 3 clusters Score -3774737 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21273 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -3774739.500000 Penalty: 4949.613281 Iteration 24Q: 3 clusters Score -3774740 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21273 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -3774739.500000 Penalty: 4949.613281 Iteration 25F: 3 clusters Score -3774740 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Entering Unmasked Estep Score: -215883.375000 Penalty: 1763.655029 Iteration 0F: 2 clusters Score -215883.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -213881.468750 Penalty: 3527.310059 Iteration 0F: 3 clusters Score -213881.5 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -214329.453125 Penalty: 3527.310059 Iteration 1F: 3 clusters Score -214329.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -214626.781250 Penalty: 3527.310059 Iteration 2F: 3 clusters Score -214626.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -214888.500000 Penalty: 3527.310059 Iteration 3F: 3 clusters Score -214888.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -215115.859375 Penalty: 3527.310059 Iteration 4F: 3 clusters Score -215115.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -215300.937500 Penalty: 3527.310059 Iteration 5F: 3 clusters Score -215300.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -215417.609375 Penalty: 3527.310059 Iteration 6Q: 3 clusters Score -215417.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -215493.406250 Penalty: 3527.310059 Iteration 7Q: 3 clusters Score -215493.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -215559.140625 Penalty: 3527.310059 Iteration 8Q: 3 clusters Score -215559.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -215644.468750 Penalty: 3527.310059 Iteration 9Q: 3 clusters Score -215644.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -215722.140625 Penalty: 3527.310059 Iteration 10Q: 3 clusters Score -215722.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -215779.703125 Penalty: 3527.310059 Iteration 11Q: 3 clusters Score -215779.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -215811.765625 Penalty: 3527.310059 Iteration 12Q: 3 clusters Score -215811.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -215845.203125 Penalty: 3527.310059 Iteration 13Q: 3 clusters Score -215845.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -215853.578125 Penalty: 3527.310059 Iteration 14Q: 3 clusters Score -215853.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -215860.046875 Penalty: 3527.310059 Iteration 15Q: 3 clusters Score -215860 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -215860.843750 Penalty: 3527.310059 Iteration 16Q: 3 clusters Score -215860.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -215862.437500 Penalty: 3527.310059 Iteration 17Q: 3 clusters Score -215862.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -215862.437500 Penalty: 3527.310059 Iteration 18F: 3 clusters Score -215862.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (62818 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62818 members Entering Unmasked Estep Score: -11573664.000000 Penalty: 2739.903076 Iteration 0F: 2 clusters Score -1.157366e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31514 members Mstep: Class 2 contains 31304 members Entering Unmasked Estep Score: -11534434.000000 Penalty: 5479.806152 Iteration 0F: 3 clusters Score -1.153443e+07 nChanged 29301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32455 members Mstep: Class 2 contains 30363 members Entering Unmasked Estep Score: -11550737.000000 Penalty: 5479.806152 Iteration 1F: 3 clusters Score -1.155074e+07 nChanged 2144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32979 members Mstep: Class 2 contains 29839 members Entering Unmasked Estep Score: -11551184.000000 Penalty: 5479.806152 Iteration 2Q: 3 clusters Score -1.155118e+07 nChanged 2100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33773 members Mstep: Class 2 contains 29045 members Entering Unmasked Estep Score: -11551702.000000 Penalty: 5479.806152 Iteration 3Q: 3 clusters Score -1.15517e+07 nChanged 2136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34949 members Mstep: Class 2 contains 27869 members Entering Unmasked Estep Score: -11552311.000000 Penalty: 5479.806152 Iteration 4Q: 3 clusters Score -1.155231e+07 nChanged 2323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36606 members Mstep: Class 2 contains 26212 members Entering Unmasked Estep Score: -11553067.000000 Penalty: 5479.806152 Iteration 5Q: 3 clusters Score -1.155307e+07 nChanged 2883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38973 members Mstep: Class 2 contains 23845 members Entering Unmasked Estep Score: -11554376.000000 Penalty: 5479.806152 Iteration 6Q: 3 clusters Score -1.155438e+07 nChanged 3695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42256 members Mstep: Class 2 contains 20562 members Entering Unmasked Estep Score: -11556562.000000 Penalty: 5479.806152 Iteration 7F: 3 clusters Score -1.155656e+07 nChanged 4493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46453 members Mstep: Class 2 contains 16365 members Entering Unmasked Estep Score: -11559958.000000 Penalty: 5479.806152 Iteration 8F: 3 clusters Score -1.155996e+07 nChanged 4905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51162 members Mstep: Class 2 contains 11656 members Entering Unmasked Estep Score: -11563914.000000 Penalty: 5479.806152 Iteration 9F: 3 clusters Score -1.156391e+07 nChanged 4129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55145 members Mstep: Class 2 contains 7673 members Entering Unmasked Estep Score: -11567322.000000 Penalty: 5479.806152 Iteration 10F: 3 clusters Score -1.156732e+07 nChanged 2676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57701 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -11569531.000000 Penalty: 5479.806152 Iteration 11Q: 3 clusters Score -1.156953e+07 nChanged 1461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58980 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -11570806.000000 Penalty: 5479.806152 Iteration 12Q: 3 clusters Score -1.157081e+07 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59598 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -11571392.000000 Penalty: 5479.806152 Iteration 13Q: 3 clusters Score -1.157139e+07 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59955 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -11571628.000000 Penalty: 5479.806152 Iteration 14Q: 3 clusters Score -1.157163e+07 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60193 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -11571762.000000 Penalty: 5479.806152 Iteration 15Q: 3 clusters Score -1.157176e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60386 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -11571836.000000 Penalty: 5479.806152 Iteration 16Q: 3 clusters Score -1.157184e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60539 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -11571854.000000 Penalty: 5479.806152 Iteration 17Q: 3 clusters Score -1.157185e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60648 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -11571885.000000 Penalty: 5479.806152 Iteration 18Q: 3 clusters Score -1.157188e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60745 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -11571891.000000 Penalty: 5479.806152 Iteration 19Q: 3 clusters Score -1.157189e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60839 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -11571883.000000 Penalty: 5479.806152 Iteration 20F: 3 clusters Score -1.157188e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60906 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -11571859.000000 Penalty: 5479.806152 Iteration 21Q: 3 clusters Score -1.157186e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60980 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -11571888.000000 Penalty: 5479.806152 Iteration 22Q: 3 clusters Score -1.157189e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61048 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -11571878.000000 Penalty: 5479.806152 Iteration 23Q: 3 clusters Score -1.157188e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61105 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -11571894.000000 Penalty: 5479.806152 Iteration 24Q: 3 clusters Score -1.157189e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61154 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -11571871.000000 Penalty: 5479.806152 Iteration 25Q: 3 clusters Score -1.157187e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61185 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -11571869.000000 Penalty: 5479.806152 Iteration 26Q: 3 clusters Score -1.157187e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61211 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -11571874.000000 Penalty: 5479.806152 Iteration 27Q: 3 clusters Score -1.157187e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61231 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -11571876.000000 Penalty: 5479.806152 Iteration 28Q: 3 clusters Score -1.157188e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61248 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -11571867.000000 Penalty: 5479.806152 Iteration 29Q: 3 clusters Score -1.157187e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61265 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -11571871.000000 Penalty: 5479.806152 Iteration 30Q: 3 clusters Score -1.157187e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61289 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -11571865.000000 Penalty: 5479.806152 Iteration 31Q: 3 clusters Score -1.157186e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61317 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -11571855.000000 Penalty: 5479.806152 Iteration 32Q: 3 clusters Score -1.157186e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61342 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -11571832.000000 Penalty: 5479.806152 Iteration 33Q: 3 clusters Score -1.157183e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61363 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -11571834.000000 Penalty: 5479.806152 Iteration 34Q: 3 clusters Score -1.157183e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61372 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -11571834.000000 Penalty: 5479.806152 Iteration 35Q: 3 clusters Score -1.157183e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61381 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -11571814.000000 Penalty: 5479.806152 Iteration 36Q: 3 clusters Score -1.157181e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61389 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -11571822.000000 Penalty: 5479.806152 Iteration 37Q: 3 clusters Score -1.157182e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61394 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -11571831.000000 Penalty: 5479.806152 Iteration 38Q: 3 clusters Score -1.157183e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61400 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -11571825.000000 Penalty: 5479.806152 Iteration 39Q: 3 clusters Score -1.157182e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61401 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -11571826.000000 Penalty: 5479.806152 Iteration 40F: 3 clusters Score -1.157183e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61402 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -11571817.000000 Penalty: 5479.806152 Iteration 41Q: 3 clusters Score -1.157182e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61403 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -11571817.000000 Penalty: 5479.806152 Iteration 42Q: 3 clusters Score -1.157182e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61405 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -11571821.000000 Penalty: 5479.806152 Iteration 43Q: 3 clusters Score -1.157182e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61409 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -11571828.000000 Penalty: 5479.806152 Iteration 44Q: 3 clusters Score -1.157183e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61410 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -11571833.000000 Penalty: 5479.806152 Iteration 45Q: 3 clusters Score -1.157183e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61411 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -11571826.000000 Penalty: 5479.806152 Iteration 46Q: 3 clusters Score -1.157183e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61413 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -11571821.000000 Penalty: 5479.806152 Iteration 47Q: 3 clusters Score -1.157182e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61415 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -11571833.000000 Penalty: 5479.806152 Iteration 48Q: 3 clusters Score -1.157183e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61417 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -11571830.000000 Penalty: 5479.806152 Iteration 49Q: 3 clusters Score -1.157183e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61417 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -11571830.000000 Penalty: 5479.806152 Iteration 50F: 3 clusters Score -1.157183e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (23771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23771 members Entering Unmasked Estep Score: -4289540.000000 Penalty: 2498.902832 Iteration 0F: 2 clusters Score -4289540 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11879 members Mstep: Class 2 contains 11892 members Entering Unmasked Estep Score: -4272991.500000 Penalty: 4997.805664 Iteration 0F: 3 clusters Score -4272992 nChanged 10622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11627 members Mstep: Class 2 contains 12144 members Entering Unmasked Estep Score: -4279197.500000 Penalty: 4997.805664 Iteration 1F: 3 clusters Score -4279198 nChanged 1521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11392 members Mstep: Class 2 contains 12379 members Entering Unmasked Estep Score: -4280206.500000 Penalty: 4997.805664 Iteration 2F: 3 clusters Score -4280206 nChanged 1608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10976 members Mstep: Class 2 contains 12795 members Entering Unmasked Estep Score: -4281358.500000 Penalty: 4997.805664 Iteration 3F: 3 clusters Score -4281358 nChanged 1697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10261 members Mstep: Class 2 contains 13510 members Entering Unmasked Estep Score: -4282422.000000 Penalty: 4997.805664 Iteration 4F: 3 clusters Score -4282422 nChanged 1638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9373 members Mstep: Class 2 contains 14398 members Entering Unmasked Estep Score: -4283422.000000 Penalty: 4997.805664 Iteration 5F: 3 clusters Score -4283422 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8389 members Mstep: Class 2 contains 15382 members Entering Unmasked Estep Score: -4284282.000000 Penalty: 4997.805664 Iteration 6F: 3 clusters Score -4284282 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7343 members Mstep: Class 2 contains 16428 members Entering Unmasked Estep Score: -4285066.000000 Penalty: 4997.805664 Iteration 7F: 3 clusters Score -4285066 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 17382 members Entering Unmasked Estep Score: -4285719.000000 Penalty: 4997.805664 Iteration 8Q: 3 clusters Score -4285719 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5528 members Mstep: Class 2 contains 18243 members Entering Unmasked Estep Score: -4286288.000000 Penalty: 4997.805664 Iteration 9Q: 3 clusters Score -4286288 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 18974 members Entering Unmasked Estep Score: -4286716.000000 Penalty: 4997.805664 Iteration 10Q: 3 clusters Score -4286716 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 19568 members Entering Unmasked Estep Score: -4287048.500000 Penalty: 4997.805664 Iteration 11Q: 3 clusters Score -4287048 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 20050 members Entering Unmasked Estep Score: -4287347.000000 Penalty: 4997.805664 Iteration 12Q: 3 clusters Score -4287347 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 20469 members Entering Unmasked Estep Score: -4287578.000000 Penalty: 4997.805664 Iteration 13Q: 3 clusters Score -4287578 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 20837 members Entering Unmasked Estep Score: -4287807.000000 Penalty: 4997.805664 Iteration 14Q: 3 clusters Score -4287807 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 21127 members Entering Unmasked Estep Score: -4288035.500000 Penalty: 4997.805664 Iteration 15Q: 3 clusters Score -4288036 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 21363 members Entering Unmasked Estep Score: -4288310.500000 Penalty: 4997.805664 Iteration 16Q: 3 clusters Score -4288310 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 21542 members Entering Unmasked Estep Score: -4288483.500000 Penalty: 4997.805664 Iteration 17Q: 3 clusters Score -4288484 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 21695 members Entering Unmasked Estep Score: -4288560.500000 Penalty: 4997.805664 Iteration 18Q: 3 clusters Score -4288560 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 21814 members Entering Unmasked Estep Score: -4288619.500000 Penalty: 4997.805664 Iteration 19Q: 3 clusters Score -4288620 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 21893 members Entering Unmasked Estep Score: -4288644.500000 Penalty: 4997.805664 Iteration 20F: 3 clusters Score -4288644 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 21967 members Entering Unmasked Estep Score: -4288666.500000 Penalty: 4997.805664 Iteration 21Q: 3 clusters Score -4288666 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 22028 members Entering Unmasked Estep Score: -4288689.500000 Penalty: 4997.805664 Iteration 22Q: 3 clusters Score -4288690 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 22075 members Entering Unmasked Estep Score: -4288698.000000 Penalty: 4997.805664 Iteration 23Q: 3 clusters Score -4288698 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 22108 members Entering Unmasked Estep Score: -4288709.500000 Penalty: 4997.805664 Iteration 24Q: 3 clusters Score -4288710 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 22134 members Entering Unmasked Estep Score: -4288713.000000 Penalty: 4997.805664 Iteration 25Q: 3 clusters Score -4288713 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 22156 members Entering Unmasked Estep Score: -4288719.500000 Penalty: 4997.805664 Iteration 26Q: 3 clusters Score -4288720 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 22178 members Entering Unmasked Estep Score: -4288727.500000 Penalty: 4997.805664 Iteration 27Q: 3 clusters Score -4288728 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 22191 members Entering Unmasked Estep Score: -4288731.000000 Penalty: 4997.805664 Iteration 28Q: 3 clusters Score -4288731 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 22200 members Entering Unmasked Estep Score: -4288728.000000 Penalty: 4997.805664 Iteration 29Q: 3 clusters Score -4288728 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 22209 members Entering Unmasked Estep Score: -4288735.000000 Penalty: 4997.805664 Iteration 30Q: 3 clusters Score -4288735 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 22222 members Entering Unmasked Estep Score: -4288739.000000 Penalty: 4997.805664 Iteration 31Q: 3 clusters Score -4288739 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 22230 members Entering Unmasked Estep Score: -4288741.000000 Penalty: 4997.805664 Iteration 32Q: 3 clusters Score -4288741 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 22237 members Entering Unmasked Estep Score: -4288740.500000 Penalty: 4997.805664 Iteration 33Q: 3 clusters Score -4288740 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 22240 members Entering Unmasked Estep Score: -4288747.000000 Penalty: 4997.805664 Iteration 34Q: 3 clusters Score -4288747 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 22242 members Entering Unmasked Estep Score: -4288746.000000 Penalty: 4997.805664 Iteration 35Q: 3 clusters Score -4288746 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 22247 members Entering Unmasked Estep Score: -4288738.500000 Penalty: 4997.805664 Iteration 36Q: 3 clusters Score -4288738 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 22252 members Entering Unmasked Estep Score: -4288745.000000 Penalty: 4997.805664 Iteration 37Q: 3 clusters Score -4288745 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 22254 members Entering Unmasked Estep Score: -4288744.500000 Penalty: 4997.805664 Iteration 38Q: 3 clusters Score -4288744 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 22255 members Entering Unmasked Estep Score: -4288746.500000 Penalty: 4997.805664 Iteration 39Q: 3 clusters Score -4288746 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 22257 members Entering Unmasked Estep Score: -4288745.000000 Penalty: 4997.805664 Iteration 40F: 3 clusters Score -4288745 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 22259 members Entering Unmasked Estep Score: -4288745.500000 Penalty: 4997.805664 Iteration 41Q: 3 clusters Score -4288746 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 22261 members Entering Unmasked Estep Score: -4288744.000000 Penalty: 4997.805664 Iteration 42Q: 3 clusters Score -4288744 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 22263 members Entering Unmasked Estep Score: -4288749.000000 Penalty: 4997.805664 Iteration 43Q: 3 clusters Score -4288749 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 22263 members Entering Unmasked Estep Score: -4288749.000000 Penalty: 4997.805664 Iteration 44F: 3 clusters Score -4288749 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Entering Unmasked Estep Score: -20976.830078 Penalty: 1270.743042 Iteration 0F: 2 clusters Score -20976.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -20081.871094 Penalty: 2541.486084 Iteration 0F: 3 clusters Score -20081.87 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -20186.185547 Penalty: 2541.486084 Iteration 1F: 3 clusters Score -20186.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -20220.632812 Penalty: 2541.486084 Iteration 2Q: 3 clusters Score -20220.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -20232.191406 Penalty: 2541.486084 Iteration 3Q: 3 clusters Score -20232.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -20236.679688 Penalty: 2541.486084 Iteration 4Q: 3 clusters Score -20236.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -20242.281250 Penalty: 2541.486084 Iteration 5Q: 3 clusters Score -20242.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -20245.517578 Penalty: 2541.486084 Iteration 6Q: 3 clusters Score -20245.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -20247.142578 Penalty: 2541.486084 Iteration 7Q: 3 clusters Score -20247.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -20247.142578 Penalty: 2541.486084 Iteration 8F: 3 clusters Score -20247.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (24561 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24561 members Entering Unmasked Estep Score: -4846702.000000 Penalty: 2507.010986 Iteration 0F: 2 clusters Score -4846702 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12270 members Mstep: Class 2 contains 12291 members Entering Unmasked Estep Score: -4830200.500000 Penalty: 5014.021973 Iteration 0F: 3 clusters Score -4830200 nChanged 10907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12297 members Mstep: Class 2 contains 12264 members Entering Unmasked Estep Score: -4836074.000000 Penalty: 5014.021973 Iteration 1F: 3 clusters Score -4836074 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12295 members Mstep: Class 2 contains 12266 members Entering Unmasked Estep Score: -4836414.000000 Penalty: 5014.021973 Iteration 2Q: 3 clusters Score -4836414 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12277 members Mstep: Class 2 contains 12284 members Entering Unmasked Estep Score: -4836620.500000 Penalty: 5014.021973 Iteration 3Q: 3 clusters Score -4836620 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12263 members Mstep: Class 2 contains 12298 members Entering Unmasked Estep Score: -4836827.500000 Penalty: 5014.021973 Iteration 4Q: 3 clusters Score -4836828 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12269 members Mstep: Class 2 contains 12292 members Entering Unmasked Estep Score: -4836957.000000 Penalty: 5014.021973 Iteration 5Q: 3 clusters Score -4836957 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12276 members Mstep: Class 2 contains 12285 members Entering Unmasked Estep Score: -4837090.000000 Penalty: 5014.021973 Iteration 6Q: 3 clusters Score -4837090 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12277 members Mstep: Class 2 contains 12284 members Entering Unmasked Estep Score: -4837181.000000 Penalty: 5014.021973 Iteration 7Q: 3 clusters Score -4837181 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12284 members Mstep: Class 2 contains 12277 members Entering Unmasked Estep Score: -4837293.500000 Penalty: 5014.021973 Iteration 8Q: 3 clusters Score -4837294 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12251 members Mstep: Class 2 contains 12310 members Entering Unmasked Estep Score: -4837386.000000 Penalty: 5014.021973 Iteration 9Q: 3 clusters Score -4837386 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12245 members Mstep: Class 2 contains 12316 members Entering Unmasked Estep Score: -4837463.500000 Penalty: 5014.021973 Iteration 10Q: 3 clusters Score -4837464 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12274 members Mstep: Class 2 contains 12287 members Entering Unmasked Estep Score: -4837523.000000 Penalty: 5014.021973 Iteration 11Q: 3 clusters Score -4837523 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12269 members Mstep: Class 2 contains 12292 members Entering Unmasked Estep Score: -4837627.000000 Penalty: 5014.021973 Iteration 12Q: 3 clusters Score -4837627 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12254 members Mstep: Class 2 contains 12307 members Entering Unmasked Estep Score: -4837733.000000 Penalty: 5014.021973 Iteration 13Q: 3 clusters Score -4837733 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12240 members Mstep: Class 2 contains 12321 members Entering Unmasked Estep Score: -4837842.000000 Penalty: 5014.021973 Iteration 14Q: 3 clusters Score -4837842 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12217 members Mstep: Class 2 contains 12344 members Entering Unmasked Estep Score: -4837983.000000 Penalty: 5014.021973 Iteration 15Q: 3 clusters Score -4837983 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12154 members Mstep: Class 2 contains 12407 members Entering Unmasked Estep Score: -4838177.500000 Penalty: 5014.021973 Iteration 16Q: 3 clusters Score -4838178 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12064 members Mstep: Class 2 contains 12497 members Entering Unmasked Estep Score: -4838428.500000 Penalty: 5014.021973 Iteration 17Q: 3 clusters Score -4838428 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11976 members Mstep: Class 2 contains 12585 members Entering Unmasked Estep Score: -4838826.000000 Penalty: 5014.021973 Iteration 18Q: 3 clusters Score -4838826 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11874 members Mstep: Class 2 contains 12687 members Entering Unmasked Estep Score: -4839374.500000 Penalty: 5014.021973 Iteration 19Q: 3 clusters Score -4839374 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11791 members Mstep: Class 2 contains 12770 members Entering Unmasked Estep Score: -4839947.000000 Penalty: 5014.021973 Iteration 20F: 3 clusters Score -4839947 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11710 members Mstep: Class 2 contains 12851 members Entering Unmasked Estep Score: -4840284.500000 Penalty: 5014.021973 Iteration 21Q: 3 clusters Score -4840284 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11649 members Mstep: Class 2 contains 12912 members Entering Unmasked Estep Score: -4840456.500000 Penalty: 5014.021973 Iteration 22Q: 3 clusters Score -4840456 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11582 members Mstep: Class 2 contains 12979 members Entering Unmasked Estep Score: -4840561.000000 Penalty: 5014.021973 Iteration 23Q: 3 clusters Score -4840561 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11503 members Mstep: Class 2 contains 13058 members Entering Unmasked Estep Score: -4840608.000000 Penalty: 5014.021973 Iteration 24Q: 3 clusters Score -4840608 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11435 members Mstep: Class 2 contains 13126 members Entering Unmasked Estep Score: -4840616.000000 Penalty: 5014.021973 Iteration 25Q: 3 clusters Score -4840616 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11357 members Mstep: Class 2 contains 13204 members Entering Unmasked Estep Score: -4840644.500000 Penalty: 5014.021973 Iteration 26Q: 3 clusters Score -4840644 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11298 members Mstep: Class 2 contains 13263 members Entering Unmasked Estep Score: -4840649.000000 Penalty: 5014.021973 Iteration 27Q: 3 clusters Score -4840649 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11257 members Mstep: Class 2 contains 13304 members Entering Unmasked Estep Score: -4840657.500000 Penalty: 5014.021973 Iteration 28Q: 3 clusters Score -4840658 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11224 members Mstep: Class 2 contains 13337 members Entering Unmasked Estep Score: -4840659.500000 Penalty: 5014.021973 Iteration 29Q: 3 clusters Score -4840660 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11194 members Mstep: Class 2 contains 13367 members Entering Unmasked Estep Score: -4840666.500000 Penalty: 5014.021973 Iteration 30Q: 3 clusters Score -4840666 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11149 members Mstep: Class 2 contains 13412 members Entering Unmasked Estep Score: -4840678.500000 Penalty: 5014.021973 Iteration 31Q: 3 clusters Score -4840678 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11107 members Mstep: Class 2 contains 13454 members Entering Unmasked Estep Score: -4840685.500000 Penalty: 5014.021973 Iteration 32Q: 3 clusters Score -4840686 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11060 members Mstep: Class 2 contains 13501 members Entering Unmasked Estep Score: -4840694.500000 Penalty: 5014.021973 Iteration 33Q: 3 clusters Score -4840694 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11019 members Mstep: Class 2 contains 13542 members Entering Unmasked Estep Score: -4840697.500000 Penalty: 5014.021973 Iteration 34Q: 3 clusters Score -4840698 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10971 members Mstep: Class 2 contains 13590 members Entering Unmasked Estep Score: -4840689.500000 Penalty: 5014.021973 Iteration 35Q: 3 clusters Score -4840690 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10918 members Mstep: Class 2 contains 13643 members Entering Unmasked Estep Score: -4840695.500000 Penalty: 5014.021973 Iteration 36Q: 3 clusters Score -4840696 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10863 members Mstep: Class 2 contains 13698 members Entering Unmasked Estep Score: -4840687.500000 Penalty: 5014.021973 Iteration 37Q: 3 clusters Score -4840688 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10809 members Mstep: Class 2 contains 13752 members Entering Unmasked Estep Score: -4840697.500000 Penalty: 5014.021973 Iteration 38Q: 3 clusters Score -4840698 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10765 members Mstep: Class 2 contains 13796 members Entering Unmasked Estep Score: -4840702.000000 Penalty: 5014.021973 Iteration 39Q: 3 clusters Score -4840702 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10725 members Mstep: Class 2 contains 13836 members Entering Unmasked Estep Score: -4840717.000000 Penalty: 5014.021973 Iteration 40F: 3 clusters Score -4840717 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10685 members Mstep: Class 2 contains 13876 members Entering Unmasked Estep Score: -4840739.500000 Penalty: 5014.021973 Iteration 41Q: 3 clusters Score -4840740 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10644 members Mstep: Class 2 contains 13917 members Entering Unmasked Estep Score: -4840748.000000 Penalty: 5014.021973 Iteration 42Q: 3 clusters Score -4840748 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10620 members Mstep: Class 2 contains 13941 members Entering Unmasked Estep Score: -4840741.500000 Penalty: 5014.021973 Iteration 43Q: 3 clusters Score -4840742 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10590 members Mstep: Class 2 contains 13971 members Entering Unmasked Estep Score: -4840751.000000 Penalty: 5014.021973 Iteration 44Q: 3 clusters Score -4840751 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10556 members Mstep: Class 2 contains 14005 members Entering Unmasked Estep Score: -4840764.000000 Penalty: 5014.021973 Iteration 45Q: 3 clusters Score -4840764 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10523 members Mstep: Class 2 contains 14038 members Entering Unmasked Estep Score: -4840761.500000 Penalty: 5014.021973 Iteration 46Q: 3 clusters Score -4840762 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10483 members Mstep: Class 2 contains 14078 members Entering Unmasked Estep Score: -4840756.000000 Penalty: 5014.021973 Iteration 47Q: 3 clusters Score -4840756 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10446 members Mstep: Class 2 contains 14115 members Entering Unmasked Estep Score: -4840760.000000 Penalty: 5014.021973 Iteration 48Q: 3 clusters Score -4840760 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10407 members Mstep: Class 2 contains 14154 members Entering Unmasked Estep Score: -4840772.000000 Penalty: 5014.021973 Iteration 49Q: 3 clusters Score -4840772 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10376 members Mstep: Class 2 contains 14185 members Entering Unmasked Estep Score: -4840775.500000 Penalty: 5014.021973 Iteration 50Q: 3 clusters Score -4840776 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10329 members Mstep: Class 2 contains 14232 members Entering Unmasked Estep Score: -4840773.000000 Penalty: 5014.021973 Iteration 51Q: 3 clusters Score -4840773 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10300 members Mstep: Class 2 contains 14261 members Entering Unmasked Estep Score: -4840781.000000 Penalty: 5014.021973 Iteration 52Q: 3 clusters Score -4840781 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10260 members Mstep: Class 2 contains 14301 members Entering Unmasked Estep Score: -4840785.000000 Penalty: 5014.021973 Iteration 53Q: 3 clusters Score -4840785 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10226 members Mstep: Class 2 contains 14335 members Entering Unmasked Estep Score: -4840773.500000 Penalty: 5014.021973 Iteration 54Q: 3 clusters Score -4840774 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 14383 members Entering Unmasked Estep Score: -4840785.500000 Penalty: 5014.021973 Iteration 55Q: 3 clusters Score -4840786 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10138 members Mstep: Class 2 contains 14423 members Entering Unmasked Estep Score: -4840795.000000 Penalty: 5014.021973 Iteration 56Q: 3 clusters Score -4840795 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10105 members Mstep: Class 2 contains 14456 members Entering Unmasked Estep Score: -4840809.500000 Penalty: 5014.021973 Iteration 57Q: 3 clusters Score -4840810 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10070 members Mstep: Class 2 contains 14491 members Entering Unmasked Estep 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Entering Unmasked Estep Score: -4840817.000000 Penalty: 5014.021973 Iteration 62Q: 3 clusters Score -4840817 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9801 members Mstep: Class 2 contains 14760 members Entering Unmasked Estep Score: -4840841.500000 Penalty: 5014.021973 Iteration 63Q: 3 clusters Score -4840842 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9730 members Mstep: Class 2 contains 14831 members Entering Unmasked Estep Score: -4840865.000000 Penalty: 5014.021973 Iteration 64Q: 3 clusters Score -4840865 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9658 members Mstep: Class 2 contains 14903 members Entering Unmasked Estep Score: -4840901.000000 Penalty: 5014.021973 Iteration 65Q: 3 clusters Score -4840901 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9574 members Mstep: Class 2 contains 14987 members Entering Unmasked Estep Score: -4840921.500000 Penalty: 5014.021973 Iteration 66Q: 3 clusters Score -4840922 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9487 members Mstep: Class 2 contains 15074 members Entering Unmasked Estep Score: -4840928.000000 Penalty: 5014.021973 Iteration 67Q: 3 clusters Score -4840928 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9395 members Mstep: Class 2 contains 15166 members Entering Unmasked Estep Score: -4840954.500000 Penalty: 5014.021973 Iteration 68Q: 3 clusters Score -4840954 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9311 members Mstep: Class 2 contains 15250 members Entering Unmasked Estep Score: -4840974.000000 Penalty: 5014.021973 Iteration 69Q: 3 clusters Score -4840974 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9211 members Mstep: Class 2 contains 15350 members Entering Unmasked Estep Score: -4840998.500000 Penalty: 5014.021973 Iteration 70Q: 3 clusters Score -4840998 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9108 members Mstep: Class 2 contains 15453 members Entering Unmasked Estep Score: -4841024.000000 Penalty: 5014.021973 Iteration 71Q: 3 clusters Score -4841024 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8995 members Mstep: Class 2 contains 15566 members Entering Unmasked Estep Score: -4841064.000000 Penalty: 5014.021973 Iteration 72Q: 3 clusters Score -4841064 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8889 members Mstep: Class 2 contains 15672 members Entering Unmasked Estep Score: -4841082.500000 Penalty: 5014.021973 Iteration 73Q: 3 clusters Score -4841082 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8791 members Mstep: Class 2 contains 15770 members Entering Unmasked Estep Score: -4841100.000000 Penalty: 5014.021973 Iteration 74Q: 3 clusters Score -4841100 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8708 members Mstep: Class 2 contains 15853 members Entering Unmasked Estep Score: -4841144.000000 Penalty: 5014.021973 Iteration 75Q: 3 clusters Score -4841144 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8624 members Mstep: Class 2 contains 15937 members Entering Unmasked Estep Score: -4841162.000000 Penalty: 5014.021973 Iteration 76Q: 3 clusters Score -4841162 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8535 members Mstep: Class 2 contains 16026 members Entering Unmasked Estep Score: -4841184.500000 Penalty: 5014.021973 Iteration 77Q: 3 clusters Score -4841184 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8443 members Mstep: Class 2 contains 16118 members Entering Unmasked Estep Score: -4841224.000000 Penalty: 5014.021973 Iteration 78Q: 3 clusters Score -4841224 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8352 members Mstep: Class 2 contains 16209 members Entering Unmasked Estep Score: -4841269.500000 Penalty: 5014.021973 Iteration 79Q: 3 clusters Score -4841270 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8235 members Mstep: Class 2 contains 16326 members Entering Unmasked Estep Score: -4841303.000000 Penalty: 5014.021973 Iteration 80F: 3 clusters Score -4841303 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8115 members Mstep: Class 2 contains 16446 members Entering Unmasked Estep Score: -4841354.500000 Penalty: 5014.021973 Iteration 81Q: 3 clusters Score -4841354 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7997 members Mstep: Class 2 contains 16564 members Entering Unmasked Estep Score: -4841395.500000 Penalty: 5014.021973 Iteration 82Q: 3 clusters Score -4841396 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7885 members Mstep: Class 2 contains 16676 members Entering Unmasked Estep Score: -4841440.500000 Penalty: 5014.021973 Iteration 83Q: 3 clusters Score -4841440 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7765 members Mstep: Class 2 contains 16796 members Entering Unmasked Estep Score: -4841486.500000 Penalty: 5014.021973 Iteration 84Q: 3 clusters Score -4841486 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7662 members Mstep: Class 2 contains 16899 members Entering Unmasked Estep Score: -4841535.000000 Penalty: 5014.021973 Iteration 85Q: 3 clusters Score -4841535 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7579 members Mstep: Class 2 contains 16982 members Entering Unmasked Estep Score: -4841583.500000 Penalty: 5014.021973 Iteration 86Q: 3 clusters Score -4841584 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7479 members Mstep: Class 2 contains 17082 members Entering Unmasked Estep Score: -4841663.500000 Penalty: 5014.021973 Iteration 87Q: 3 clusters Score -4841664 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7370 members Mstep: Class 2 contains 17191 members Entering Unmasked Estep Score: -4841710.500000 Penalty: 5014.021973 Iteration 88Q: 3 clusters Score -4841710 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7270 members Mstep: Class 2 contains 17291 members Entering Unmasked Estep Score: -4841791.000000 Penalty: 5014.021973 Iteration 89Q: 3 clusters Score -4841791 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7150 members Mstep: Class 2 contains 17411 members Entering Unmasked Estep Score: -4841865.000000 Penalty: 5014.021973 Iteration 90Q: 3 clusters Score -4841865 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7010 members Mstep: Class 2 contains 17551 members Entering Unmasked Estep Score: -4841971.000000 Penalty: 5014.021973 Iteration 91Q: 3 clusters Score -4841971 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 17691 members Entering Unmasked Estep Score: -4842122.000000 Penalty: 5014.021973 Iteration 92Q: 3 clusters Score -4842122 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 17813 members Entering Unmasked Estep Score: -4842225.500000 Penalty: 5014.021973 Iteration 93Q: 3 clusters Score -4842226 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6609 members Mstep: Class 2 contains 17952 members Entering Unmasked Estep Score: -4842377.000000 Penalty: 5014.021973 Iteration 94Q: 3 clusters Score -4842377 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 18102 members Entering Unmasked Estep Score: -4842543.000000 Penalty: 5014.021973 Iteration 95Q: 3 clusters Score -4842543 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6289 members Mstep: Class 2 contains 18272 members Entering Unmasked Estep Score: -4842726.500000 Penalty: 5014.021973 Iteration 96Q: 3 clusters Score -4842726 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 18403 members Entering Unmasked Estep Score: -4842868.500000 Penalty: 5014.021973 Iteration 97Q: 3 clusters Score -4842868 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6035 members Mstep: Class 2 contains 18526 members Entering Unmasked Estep Score: -4843009.500000 Penalty: 5014.021973 Iteration 98Q: 3 clusters Score -4843010 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 18657 members Entering Unmasked Estep Score: -4843143.500000 Penalty: 5014.021973 Iteration 99Q: 3 clusters Score -4843144 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5780 members Mstep: Class 2 contains 18781 members Entering Unmasked Estep Score: -4843268.000000 Penalty: 5014.021973 Iteration 100F: 3 clusters Score -4843268 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5698 members Mstep: Class 2 contains 18863 members Entering Unmasked Estep Score: -4843396.500000 Penalty: 5014.021973 Iteration 101Q: 3 clusters Score -4843396 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 18942 members Entering Unmasked Estep Score: -4843490.000000 Penalty: 5014.021973 Iteration 102Q: 3 clusters Score -4843490 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 18994 members Entering Unmasked Estep Score: -4843565.000000 Penalty: 5014.021973 Iteration 103Q: 3 clusters Score -4843565 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5531 members Mstep: Class 2 contains 19030 members Entering Unmasked Estep Score: -4843628.500000 Penalty: 5014.021973 Iteration 104Q: 3 clusters Score -4843628 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 19074 members Entering Unmasked Estep Score: -4843683.500000 Penalty: 5014.021973 Iteration 105Q: 3 clusters Score -4843684 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5451 members Mstep: Class 2 contains 19110 members Entering Unmasked Estep Score: -4843731.000000 Penalty: 5014.021973 Iteration 106Q: 3 clusters Score -4843731 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 19162 members Entering Unmasked Estep Score: -4843773.500000 Penalty: 5014.021973 Iteration 107Q: 3 clusters Score -4843774 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 19230 members Entering Unmasked Estep Score: -4843813.500000 Penalty: 5014.021973 Iteration 108Q: 3 clusters Score -4843814 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 19274 members Entering Unmasked Estep Score: -4843832.000000 Penalty: 5014.021973 Iteration 109Q: 3 clusters Score -4843832 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5249 members Mstep: Class 2 contains 19312 members Entering Unmasked Estep Score: -4843851.500000 Penalty: 5014.021973 Iteration 110Q: 3 clusters Score -4843852 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Mstep: Class 2 contains 19346 members Entering Unmasked Estep Score: -4843869.000000 Penalty: 5014.021973 Iteration 111Q: 3 clusters Score -4843869 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 19374 members Entering Unmasked Estep Score: -4843877.000000 Penalty: 5014.021973 Iteration 112Q: 3 clusters Score -4843877 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5157 members Mstep: Class 2 contains 19404 members Entering Unmasked Estep Score: -4843892.500000 Penalty: 5014.021973 Iteration 113Q: 3 clusters Score -4843892 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 19423 members Entering Unmasked Estep Score: -4843902.500000 Penalty: 5014.021973 Iteration 114Q: 3 clusters Score -4843902 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 19447 members Entering Unmasked Estep Score: -4843905.500000 Penalty: 5014.021973 Iteration 115Q: 3 clusters Score -4843906 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 19480 members Entering Unmasked Estep Score: -4843920.000000 Penalty: 5014.021973 Iteration 116Q: 3 clusters Score -4843920 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 19512 members Entering Unmasked Estep Score: -4843924.000000 Penalty: 5014.021973 Iteration 117Q: 3 clusters Score -4843924 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 19534 members Entering Unmasked Estep Score: -4843928.000000 Penalty: 5014.021973 Iteration 118Q: 3 clusters Score -4843928 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 19545 members Entering Unmasked Estep Score: -4843923.000000 Penalty: 5014.021973 Iteration 119Q: 3 clusters Score -4843923 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 19557 members Entering Unmasked Estep Score: -4843928.500000 Penalty: 5014.021973 Iteration 120F: 3 clusters Score -4843928 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 19570 members Entering Unmasked Estep Score: -4843946.000000 Penalty: 5014.021973 Iteration 121Q: 3 clusters Score -4843946 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 19582 members Entering Unmasked Estep Score: -4843944.000000 Penalty: 5014.021973 Iteration 122Q: 3 clusters Score -4843944 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 19601 members Entering Unmasked Estep Score: -4843948.500000 Penalty: 5014.021973 Iteration 123Q: 3 clusters Score -4843948 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 19615 members Entering Unmasked Estep Score: -4843951.000000 Penalty: 5014.021973 Iteration 124Q: 3 clusters Score -4843951 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 19618 members Entering Unmasked Estep Score: -4843955.000000 Penalty: 5014.021973 Iteration 125Q: 3 clusters Score -4843955 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 19623 members Entering Unmasked Estep Score: -4843951.000000 Penalty: 5014.021973 Iteration 126Q: 3 clusters Score -4843951 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 19627 members Entering Unmasked Estep Score: -4843945.500000 Penalty: 5014.021973 Iteration 127Q: 3 clusters Score -4843946 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 19634 members Entering Unmasked Estep Score: -4843953.000000 Penalty: 5014.021973 Iteration 128Q: 3 clusters Score -4843953 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 19639 members Entering Unmasked Estep Score: -4843954.000000 Penalty: 5014.021973 Iteration 129Q: 3 clusters Score -4843954 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 19644 members Entering Unmasked Estep Score: -4843952.500000 Penalty: 5014.021973 Iteration 130Q: 3 clusters Score -4843952 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4913 members Mstep: Class 2 contains 19648 members Entering Unmasked Estep Score: -4843956.000000 Penalty: 5014.021973 Iteration 131Q: 3 clusters Score -4843956 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4910 members Mstep: Class 2 contains 19651 members Entering Unmasked Estep Score: -4843950.000000 Penalty: 5014.021973 Iteration 132Q: 3 clusters Score -4843950 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 19653 members Entering Unmasked Estep Score: -4843955.000000 Penalty: 5014.021973 Iteration 133Q: 3 clusters Score -4843955 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 19656 members Entering Unmasked Estep Score: -4843956.500000 Penalty: 5014.021973 Iteration 134Q: 3 clusters Score -4843956 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 19659 members Entering Unmasked Estep Score: -4843956.000000 Penalty: 5014.021973 Iteration 135Q: 3 clusters Score -4843956 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 19662 members Entering Unmasked Estep Score: -4843949.000000 Penalty: 5014.021973 Iteration 136Q: 3 clusters Score -4843949 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 19665 members Entering Unmasked Estep Score: -4843953.500000 Penalty: 5014.021973 Iteration 137Q: 3 clusters Score -4843954 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 19666 members Entering Unmasked Estep Score: -4843958.500000 Penalty: 5014.021973 Iteration 138Q: 3 clusters Score -4843958 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 19670 members Entering Unmasked Estep Score: -4843963.000000 Penalty: 5014.021973 Iteration 139Q: 3 clusters Score -4843963 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 19674 members Entering Unmasked Estep Score: -4843966.000000 Penalty: 5014.021973 Iteration 140F: 3 clusters Score -4843966 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 19678 members Entering Unmasked Estep Score: -4843968.000000 Penalty: 5014.021973 Iteration 141Q: 3 clusters Score -4843968 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 19681 members Entering Unmasked Estep Score: -4843967.000000 Penalty: 5014.021973 Iteration 142Q: 3 clusters Score -4843967 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 19683 members Entering Unmasked Estep Score: -4843969.500000 Penalty: 5014.021973 Iteration 143Q: 3 clusters Score -4843970 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4874 members Mstep: Class 2 contains 19687 members Entering Unmasked Estep Score: -4843972.000000 Penalty: 5014.021973 Iteration 144Q: 3 clusters Score -4843972 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 19688 members Entering Unmasked Estep Score: -4843974.000000 Penalty: 5014.021973 Iteration 145Q: 3 clusters Score -4843974 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 19688 members Entering Unmasked Estep Score: -4843974.000000 Penalty: 5014.021973 Iteration 146F: 3 clusters Score -4843974 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Entering Unmasked Estep Score: -109081.992188 Penalty: 1611.947144 Iteration 0F: 2 clusters Score -109082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -107430.843750 Penalty: 3223.894287 Iteration 0F: 3 clusters Score -107430.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -107642.671875 Penalty: 3223.894287 Iteration 1F: 3 clusters Score -107642.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -107704.101562 Penalty: 3223.894287 Iteration 2Q: 3 clusters Score -107704.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -107738.929688 Penalty: 3223.894287 Iteration 3Q: 3 clusters Score -107738.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -107758.125000 Penalty: 3223.894287 Iteration 4Q: 3 clusters Score -107758.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -107773.968750 Penalty: 3223.894287 Iteration 5Q: 3 clusters Score -107774 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -107780.023438 Penalty: 3223.894287 Iteration 6Q: 3 clusters Score -107780 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -107789.390625 Penalty: 3223.894287 Iteration 7Q: 3 clusters Score -107789.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -107790.609375 Penalty: 3223.894287 Iteration 8Q: 3 clusters Score -107790.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -107790.609375 Penalty: 3223.894287 Iteration 9F: 3 clusters Score -107790.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Entering Unmasked Estep Score: -76282.257812 Penalty: 1535.705811 Iteration 0F: 2 clusters Score -76282.26 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 237 members Entering Unmasked Estep Score: -74869.976562 Penalty: 3071.411621 Iteration 0F: 3 clusters Score -74869.98 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -75146.656250 Penalty: 3071.411621 Iteration 1F: 3 clusters Score -75146.66 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -75239.304688 Penalty: 3071.411621 Iteration 2F: 3 clusters Score -75239.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -75371.179688 Penalty: 3071.411621 Iteration 3Q: 3 clusters Score -75371.18 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -75413.843750 Penalty: 3071.411621 Iteration 4Q: 3 clusters Score -75413.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -75429.632812 Penalty: 3071.411621 Iteration 5Q: 3 clusters Score -75429.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -75472.289062 Penalty: 3071.411621 Iteration 6Q: 3 clusters Score -75472.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -75480.843750 Penalty: 3071.411621 Iteration 7Q: 3 clusters Score -75480.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -75480.843750 Penalty: 3071.411621 Iteration 8F: 3 clusters Score -75480.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (23227 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23227 members Entering Unmasked Estep Score: -4510712.000000 Penalty: 2493.161621 Iteration 0F: 2 clusters Score -4510712 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11623 members Mstep: Class 2 contains 11604 members Entering Unmasked Estep Score: -4494564.000000 Penalty: 4986.323242 Iteration 0F: 3 clusters Score -4494564 nChanged 10175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11636 members Mstep: Class 2 contains 11591 members Entering Unmasked Estep Score: -4500032.000000 Penalty: 4986.323242 Iteration 1F: 3 clusters Score -4500032 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11717 members Mstep: Class 2 contains 11510 members Entering Unmasked Estep Score: -4500382.500000 Penalty: 4986.323242 Iteration 2Q: 3 clusters Score -4500382 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11870 members Mstep: Class 2 contains 11357 members Entering Unmasked Estep Score: -4500705.000000 Penalty: 4986.323242 Iteration 3Q: 3 clusters Score -4500705 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12100 members Mstep: Class 2 contains 11127 members Entering Unmasked Estep Score: -4501039.500000 Penalty: 4986.323242 Iteration 4Q: 3 clusters Score -4501040 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12396 members Mstep: Class 2 contains 10831 members Entering Unmasked Estep Score: -4501371.500000 Penalty: 4986.323242 Iteration 5Q: 3 clusters Score -4501372 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12769 members Mstep: Class 2 contains 10458 members Entering Unmasked Estep Score: -4501754.500000 Penalty: 4986.323242 Iteration 6Q: 3 clusters Score -4501754 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13238 members Mstep: Class 2 contains 9989 members Entering Unmasked Estep Score: -4502153.000000 Penalty: 4986.323242 Iteration 7Q: 3 clusters Score -4502153 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13736 members Mstep: Class 2 contains 9491 members Entering Unmasked Estep Score: -4502600.500000 Penalty: 4986.323242 Iteration 8Q: 3 clusters Score -4502600 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14265 members Mstep: Class 2 contains 8962 members Entering Unmasked Estep Score: -4503024.500000 Penalty: 4986.323242 Iteration 9Q: 3 clusters Score -4503024 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14843 members Mstep: Class 2 contains 8384 members Entering Unmasked Estep Score: -4503470.500000 Penalty: 4986.323242 Iteration 10Q: 3 clusters Score -4503470 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15431 members Mstep: Class 2 contains 7796 members Entering Unmasked Estep Score: -4503921.500000 Penalty: 4986.323242 Iteration 11Q: 3 clusters Score -4503922 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16031 members Mstep: Class 2 contains 7196 members Entering Unmasked Estep Score: -4504395.500000 Penalty: 4986.323242 Iteration 12Q: 3 clusters Score -4504396 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16610 members Mstep: Class 2 contains 6617 members Entering Unmasked Estep Score: -4504873.500000 Penalty: 4986.323242 Iteration 13Q: 3 clusters Score -4504874 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17194 members Mstep: Class 2 contains 6033 members Entering Unmasked Estep Score: -4505381.000000 Penalty: 4986.323242 Iteration 14Q: 3 clusters Score -4505381 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17737 members Mstep: Class 2 contains 5490 members Entering Unmasked Estep Score: -4505825.500000 Penalty: 4986.323242 Iteration 15Q: 3 clusters Score -4505826 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18227 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -4506238.000000 Penalty: 4986.323242 Iteration 16Q: 3 clusters Score -4506238 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18664 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -4506564.000000 Penalty: 4986.323242 Iteration 17Q: 3 clusters Score -4506564 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19080 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -4506810.000000 Penalty: 4986.323242 Iteration 18Q: 3 clusters Score -4506810 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19415 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -4507012.000000 Penalty: 4986.323242 Iteration 19Q: 3 clusters Score -4507012 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19751 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -4507160.000000 Penalty: 4986.323242 Iteration 20F: 3 clusters Score -4507160 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20051 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -4507326.000000 Penalty: 4986.323242 Iteration 21Q: 3 clusters Score -4507326 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20367 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -4507515.500000 Penalty: 4986.323242 Iteration 22Q: 3 clusters Score -4507516 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20638 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -4507676.000000 Penalty: 4986.323242 Iteration 23Q: 3 clusters Score -4507676 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20886 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -4507828.500000 Penalty: 4986.323242 Iteration 24Q: 3 clusters Score -4507828 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21085 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -4507940.500000 Penalty: 4986.323242 Iteration 25Q: 3 clusters Score -4507940 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21252 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -4508036.000000 Penalty: 4986.323242 Iteration 26Q: 3 clusters Score -4508036 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21390 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -4508118.500000 Penalty: 4986.323242 Iteration 27Q: 3 clusters Score -4508118 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21505 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -4508179.500000 Penalty: 4986.323242 Iteration 28Q: 3 clusters Score -4508180 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21594 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -4508211.000000 Penalty: 4986.323242 Iteration 29Q: 3 clusters Score -4508211 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21672 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -4508238.500000 Penalty: 4986.323242 Iteration 30Q: 3 clusters Score -4508238 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21735 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -4508273.000000 Penalty: 4986.323242 Iteration 31Q: 3 clusters Score -4508273 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21786 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -4508284.500000 Penalty: 4986.323242 Iteration 32Q: 3 clusters Score -4508284 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21834 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -4508302.500000 Penalty: 4986.323242 Iteration 33Q: 3 clusters Score -4508302 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21880 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -4508329.000000 Penalty: 4986.323242 Iteration 34Q: 3 clusters Score -4508329 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21919 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -4508338.500000 Penalty: 4986.323242 Iteration 35Q: 3 clusters Score -4508338 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21948 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -4508354.000000 Penalty: 4986.323242 Iteration 36Q: 3 clusters Score -4508354 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21979 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -4508362.000000 Penalty: 4986.323242 Iteration 37Q: 3 clusters Score -4508362 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22007 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -4508372.500000 Penalty: 4986.323242 Iteration 38Q: 3 clusters Score -4508372 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22038 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -4508390.500000 Penalty: 4986.323242 Iteration 39Q: 3 clusters Score -4508390 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22061 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -4508400.500000 Penalty: 4986.323242 Iteration 40F: 3 clusters Score -4508400 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22077 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -4508408.000000 Penalty: 4986.323242 Iteration 41Q: 3 clusters Score -4508408 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22093 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -4508413.500000 Penalty: 4986.323242 Iteration 42Q: 3 clusters Score -4508414 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22114 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -4508419.500000 Penalty: 4986.323242 Iteration 43Q: 3 clusters Score -4508420 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22135 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -4508427.000000 Penalty: 4986.323242 Iteration 44Q: 3 clusters Score -4508427 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22152 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -4508443.500000 Penalty: 4986.323242 Iteration 45Q: 3 clusters Score -4508444 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22165 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -4508449.500000 Penalty: 4986.323242 Iteration 46Q: 3 clusters Score -4508450 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22180 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -4508461.500000 Penalty: 4986.323242 Iteration 47Q: 3 clusters Score -4508462 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22195 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -4508462.500000 Penalty: 4986.323242 Iteration 48Q: 3 clusters Score -4508462 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22207 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -4508482.000000 Penalty: 4986.323242 Iteration 49Q: 3 clusters Score -4508482 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22216 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -4508486.500000 Penalty: 4986.323242 Iteration 50Q: 3 clusters Score -4508486 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22228 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -4508489.500000 Penalty: 4986.323242 Iteration 51Q: 3 clusters Score -4508490 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22240 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -4508502.500000 Penalty: 4986.323242 Iteration 52Q: 3 clusters Score -4508502 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22249 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -4508501.000000 Penalty: 4986.323242 Iteration 53Q: 3 clusters Score -4508501 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22254 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -4508510.500000 Penalty: 4986.323242 Iteration 54Q: 3 clusters Score -4508510 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22257 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -4508512.500000 Penalty: 4986.323242 Iteration 55Q: 3 clusters Score -4508512 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22258 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -4508513.000000 Penalty: 4986.323242 Iteration 56Q: 3 clusters Score -4508513 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22263 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -4508510.500000 Penalty: 4986.323242 Iteration 57Q: 3 clusters Score -4508510 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22270 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -4508523.000000 Penalty: 4986.323242 Iteration 58Q: 3 clusters Score -4508523 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22275 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -4508523.500000 Penalty: 4986.323242 Iteration 59Q: 3 clusters Score -4508524 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22279 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -4508523.500000 Penalty: 4986.323242 Iteration 60F: 3 clusters Score -4508524 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22284 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -4508525.500000 Penalty: 4986.323242 Iteration 61Q: 3 clusters Score -4508526 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22288 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -4508521.500000 Penalty: 4986.323242 Iteration 62Q: 3 clusters Score -4508522 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22293 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -4508523.000000 Penalty: 4986.323242 Iteration 63Q: 3 clusters Score -4508523 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22296 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -4508521.500000 Penalty: 4986.323242 Iteration 64Q: 3 clusters Score -4508522 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22299 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -4508524.500000 Penalty: 4986.323242 Iteration 65Q: 3 clusters Score -4508524 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22300 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -4508526.000000 Penalty: 4986.323242 Iteration 66Q: 3 clusters Score -4508526 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22302 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -4508525.500000 Penalty: 4986.323242 Iteration 67Q: 3 clusters Score -4508526 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22302 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -4508525.500000 Penalty: 4986.323242 Iteration 68F: 3 clusters Score -4508526 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Entering Unmasked Estep Score: -55875.523438 Penalty: 1467.885620 Iteration 0F: 2 clusters Score -55875.52 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 182 members Entering Unmasked Estep Score: -54619.093750 Penalty: 2935.771240 Iteration 0F: 3 clusters Score -54619.09 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -54809.890625 Penalty: 2935.771240 Iteration 1F: 3 clusters Score -54809.89 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -54873.695312 Penalty: 2935.771240 Iteration 2Q: 3 clusters Score -54873.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -54938.093750 Penalty: 2935.771240 Iteration 3Q: 3 clusters Score -54938.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -54961.910156 Penalty: 2935.771240 Iteration 4Q: 3 clusters Score -54961.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -54967.140625 Penalty: 2935.771240 Iteration 5Q: 3 clusters Score -54967.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -54981.664062 Penalty: 2935.771240 Iteration 6Q: 3 clusters Score -54981.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -55026.695312 Penalty: 2935.771240 Iteration 7Q: 3 clusters Score -55026.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -55119.039062 Penalty: 2935.771240 Iteration 8Q: 3 clusters Score -55119.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -55126.296875 Penalty: 2935.771240 Iteration 9Q: 3 clusters Score -55126.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -55129.570312 Penalty: 2935.771240 Iteration 10Q: 3 clusters Score -55129.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -55129.570312 Penalty: 2935.771240 Iteration 11F: 3 clusters Score -55129.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (24777 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24777 members Entering Unmasked Estep Score: -4852672.500000 Penalty: 2509.182373 Iteration 0F: 2 clusters Score -4852672 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12353 members Mstep: Class 2 contains 12424 members Entering Unmasked Estep Score: -4835823.500000 Penalty: 5018.364746 Iteration 0F: 3 clusters Score -4835824 nChanged 10969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12274 members Mstep: Class 2 contains 12503 members Entering Unmasked Estep Score: -4841837.000000 Penalty: 5018.364746 Iteration 1F: 3 clusters Score -4841837 nChanged 1402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12218 members Mstep: Class 2 contains 12559 members Entering Unmasked Estep Score: -4842476.000000 Penalty: 5018.364746 Iteration 2F: 3 clusters Score -4842476 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12166 members Mstep: Class 2 contains 12611 members Entering Unmasked Estep Score: -4843127.500000 Penalty: 5018.364746 Iteration 3F: 3 clusters Score -4843128 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12181 members Mstep: Class 2 contains 12596 members Entering Unmasked Estep Score: -4843802.000000 Penalty: 5018.364746 Iteration 4F: 3 clusters Score -4843802 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12288 members Mstep: Class 2 contains 12489 members Entering Unmasked Estep Score: -4844590.000000 Penalty: 5018.364746 Iteration 5F: 3 clusters Score -4844590 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12468 members Mstep: Class 2 contains 12309 members Entering Unmasked Estep Score: -4845569.000000 Penalty: 5018.364746 Iteration 6F: 3 clusters Score -4845569 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12706 members Mstep: Class 2 contains 12071 members Entering Unmasked Estep Score: -4846664.000000 Penalty: 5018.364746 Iteration 7F: 3 clusters Score -4846664 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12971 members Mstep: Class 2 contains 11806 members Entering Unmasked Estep Score: -4847709.500000 Penalty: 5018.364746 Iteration 8F: 3 clusters Score -4847710 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13187 members Mstep: Class 2 contains 11590 members Entering Unmasked Estep Score: -4848434.000000 Penalty: 5018.364746 Iteration 9F: 3 clusters Score -4848434 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13351 members Mstep: Class 2 contains 11426 members Entering Unmasked Estep Score: -4848806.000000 Penalty: 5018.364746 Iteration 10Q: 3 clusters Score -4848806 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13482 members Mstep: Class 2 contains 11295 members Entering Unmasked Estep Score: -4848967.500000 Penalty: 5018.364746 Iteration 11Q: 3 clusters Score -4848968 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13587 members Mstep: Class 2 contains 11190 members Entering Unmasked Estep Score: -4849084.500000 Penalty: 5018.364746 Iteration 12Q: 3 clusters Score -4849084 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13679 members Mstep: Class 2 contains 11098 members Entering Unmasked Estep Score: -4849199.000000 Penalty: 5018.364746 Iteration 13Q: 3 clusters Score -4849199 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13777 members Mstep: Class 2 contains 11000 members Entering Unmasked Estep Score: -4849266.500000 Penalty: 5018.364746 Iteration 14Q: 3 clusters Score -4849266 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13839 members Mstep: Class 2 contains 10938 members Entering Unmasked Estep Score: -4849324.500000 Penalty: 5018.364746 Iteration 15Q: 3 clusters Score -4849324 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13892 members Mstep: Class 2 contains 10885 members Entering Unmasked Estep Score: -4849403.000000 Penalty: 5018.364746 Iteration 16Q: 3 clusters Score -4849403 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13934 members Mstep: Class 2 contains 10843 members Entering Unmasked Estep Score: -4849467.000000 Penalty: 5018.364746 Iteration 17Q: 3 clusters Score -4849467 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13967 members Mstep: Class 2 contains 10810 members Entering Unmasked Estep Score: -4849487.000000 Penalty: 5018.364746 Iteration 18Q: 3 clusters Score -4849487 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13972 members Mstep: Class 2 contains 10805 members Entering Unmasked Estep Score: -4849496.000000 Penalty: 5018.364746 Iteration 19Q: 3 clusters Score -4849496 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13955 members Mstep: Class 2 contains 10822 members Entering Unmasked Estep Score: -4849511.500000 Penalty: 5018.364746 Iteration 20F: 3 clusters Score -4849512 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13948 members Mstep: Class 2 contains 10829 members Entering Unmasked Estep Score: -4849513.500000 Penalty: 5018.364746 Iteration 21Q: 3 clusters Score -4849514 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13940 members Mstep: Class 2 contains 10837 members Entering Unmasked Estep Score: -4849511.000000 Penalty: 5018.364746 Iteration 22Q: 3 clusters Score -4849511 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13926 members Mstep: Class 2 contains 10851 members Entering Unmasked Estep Score: -4849525.000000 Penalty: 5018.364746 Iteration 23Q: 3 clusters Score -4849525 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13905 members Mstep: Class 2 contains 10872 members Entering Unmasked Estep Score: -4849522.000000 Penalty: 5018.364746 Iteration 24Q: 3 clusters Score -4849522 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13889 members Mstep: Class 2 contains 10888 members Entering Unmasked Estep Score: -4849533.000000 Penalty: 5018.364746 Iteration 25Q: 3 clusters Score -4849533 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13879 members Mstep: Class 2 contains 10898 members Entering Unmasked Estep Score: -4849535.500000 Penalty: 5018.364746 Iteration 26Q: 3 clusters Score -4849536 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13865 members Mstep: Class 2 contains 10912 members Entering Unmasked Estep Score: -4849533.000000 Penalty: 5018.364746 Iteration 27Q: 3 clusters Score -4849533 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13861 members Mstep: Class 2 contains 10916 members Entering Unmasked Estep Score: -4849540.500000 Penalty: 5018.364746 Iteration 28Q: 3 clusters Score -4849540 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13846 members Mstep: Class 2 contains 10931 members Entering Unmasked Estep Score: -4849546.500000 Penalty: 5018.364746 Iteration 29Q: 3 clusters Score -4849546 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13832 members Mstep: Class 2 contains 10945 members Entering Unmasked Estep Score: -4849550.500000 Penalty: 5018.364746 Iteration 30Q: 3 clusters Score -4849550 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13828 members Mstep: Class 2 contains 10949 members Entering Unmasked Estep Score: -4849558.000000 Penalty: 5018.364746 Iteration 31Q: 3 clusters Score -4849558 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13821 members Mstep: Class 2 contains 10956 members Entering Unmasked Estep Score: -4849568.000000 Penalty: 5018.364746 Iteration 32Q: 3 clusters Score -4849568 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13812 members Mstep: Class 2 contains 10965 members Entering Unmasked Estep Score: -4849563.500000 Penalty: 5018.364746 Iteration 33Q: 3 clusters Score -4849564 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13810 members Mstep: Class 2 contains 10967 members Entering Unmasked Estep Score: -4849573.000000 Penalty: 5018.364746 Iteration 34Q: 3 clusters Score -4849573 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13805 members Mstep: Class 2 contains 10972 members Entering Unmasked Estep Score: -4849574.000000 Penalty: 5018.364746 Iteration 35Q: 3 clusters Score -4849574 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13798 members Mstep: Class 2 contains 10979 members Entering Unmasked Estep Score: -4849569.000000 Penalty: 5018.364746 Iteration 36Q: 3 clusters Score -4849569 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13789 members Mstep: Class 2 contains 10988 members Entering Unmasked Estep Score: -4849560.500000 Penalty: 5018.364746 Iteration 37Q: 3 clusters Score -4849560 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13779 members Mstep: Class 2 contains 10998 members Entering Unmasked Estep Score: -4849562.000000 Penalty: 5018.364746 Iteration 38Q: 3 clusters Score -4849562 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13778 members Mstep: Class 2 contains 10999 members Entering Unmasked Estep Score: -4849557.500000 Penalty: 5018.364746 Iteration 39Q: 3 clusters Score -4849558 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13778 members Mstep: Class 2 contains 10999 members Entering Unmasked Estep Score: -4849562.000000 Penalty: 5018.364746 Iteration 40F: 3 clusters Score -4849562 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13776 members Mstep: Class 2 contains 11001 members Entering Unmasked Estep Score: -4849567.000000 Penalty: 5018.364746 Iteration 41Q: 3 clusters Score -4849567 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13772 members Mstep: Class 2 contains 11005 members Entering Unmasked Estep Score: -4849561.500000 Penalty: 5018.364746 Iteration 42Q: 3 clusters Score -4849562 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13771 members Mstep: Class 2 contains 11006 members Entering Unmasked Estep Score: -4849564.000000 Penalty: 5018.364746 Iteration 43Q: 3 clusters Score -4849564 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13770 members Mstep: Class 2 contains 11007 members Entering Unmasked Estep Score: -4849561.500000 Penalty: 5018.364746 Iteration 44Q: 3 clusters Score -4849562 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13768 members Mstep: Class 2 contains 11009 members Entering Unmasked Estep Score: -4849565.000000 Penalty: 5018.364746 Iteration 45Q: 3 clusters Score -4849565 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13768 members Mstep: Class 2 contains 11009 members Entering Unmasked Estep Score: -4849560.000000 Penalty: 5018.364746 Iteration 46Q: 3 clusters Score -4849560 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13768 members Mstep: Class 2 contains 11009 members Entering Unmasked Estep Score: -4849561.500000 Penalty: 5018.364746 Iteration 47Q: 3 clusters Score -4849562 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13767 members Mstep: Class 2 contains 11010 members Entering Unmasked Estep Score: -4849564.500000 Penalty: 5018.364746 Iteration 48Q: 3 clusters Score -4849564 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13762 members Mstep: Class 2 contains 11015 members Entering Unmasked Estep Score: -4849565.000000 Penalty: 5018.364746 Iteration 49Q: 3 clusters Score -4849565 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13757 members Mstep: Class 2 contains 11020 members Entering Unmasked Estep Score: -4849561.500000 Penalty: 5018.364746 Iteration 50Q: 3 clusters Score -4849562 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13754 members Mstep: Class 2 contains 11023 members Entering Unmasked Estep Score: -4849563.000000 Penalty: 5018.364746 Iteration 51Q: 3 clusters Score -4849563 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13750 members Mstep: Class 2 contains 11027 members Entering Unmasked Estep Score: -4849556.500000 Penalty: 5018.364746 Iteration 52Q: 3 clusters Score -4849556 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13748 members Mstep: Class 2 contains 11029 members Entering Unmasked Estep Score: -4849559.000000 Penalty: 5018.364746 Iteration 53Q: 3 clusters Score -4849559 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13749 members Mstep: Class 2 contains 11028 members Entering Unmasked Estep Score: -4849557.500000 Penalty: 5018.364746 Iteration 54Q: 3 clusters Score -4849558 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13746 members Mstep: Class 2 contains 11031 members Entering Unmasked Estep Score: -4849558.000000 Penalty: 5018.364746 Iteration 55Q: 3 clusters Score -4849558 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13743 members Mstep: Class 2 contains 11034 members Entering Unmasked Estep Score: -4849564.500000 Penalty: 5018.364746 Iteration 56Q: 3 clusters Score -4849564 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13740 members Mstep: Class 2 contains 11037 members Entering Unmasked Estep Score: -4849563.500000 Penalty: 5018.364746 Iteration 57Q: 3 clusters Score -4849564 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13736 members Mstep: Class 2 contains 11041 members Entering Unmasked Estep Score: -4849567.000000 Penalty: 5018.364746 Iteration 58Q: 3 clusters Score -4849567 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13735 members Mstep: Class 2 contains 11042 members Entering Unmasked Estep Score: -4849565.000000 Penalty: 5018.364746 Iteration 59Q: 3 clusters Score -4849565 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13732 members Mstep: Class 2 contains 11045 members Entering Unmasked Estep Score: -4849564.000000 Penalty: 5018.364746 Iteration 60F: 3 clusters Score -4849564 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13731 members Mstep: Class 2 contains 11046 members Entering Unmasked Estep Score: -4849563.500000 Penalty: 5018.364746 Iteration 61Q: 3 clusters Score -4849564 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13730 members Mstep: Class 2 contains 11047 members Entering Unmasked Estep Score: -4849564.000000 Penalty: 5018.364746 Iteration 62Q: 3 clusters Score -4849564 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13731 members Mstep: Class 2 contains 11046 members Entering Unmasked Estep Score: -4849561.500000 Penalty: 5018.364746 Iteration 63Q: 3 clusters Score -4849562 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13731 members Mstep: Class 2 contains 11046 members Entering Unmasked Estep Score: -4849561.500000 Penalty: 5018.364746 Iteration 64F: 3 clusters Score -4849562 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Entering Unmasked Estep Score: -52452.648438 Penalty: 1425.849487 Iteration 0F: 2 clusters Score -52452.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -51162.992188 Penalty: 2851.698975 Iteration 0F: 3 clusters Score -51162.99 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -51313.371094 Penalty: 2851.698975 Iteration 1F: 3 clusters Score -51313.37 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -51352.406250 Penalty: 2851.698975 Iteration 2Q: 3 clusters Score -51352.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -51393.042969 Penalty: 2851.698975 Iteration 3Q: 3 clusters Score -51393.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -51454.914062 Penalty: 2851.698975 Iteration 4Q: 3 clusters Score -51454.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -51505.226562 Penalty: 2851.698975 Iteration 5Q: 3 clusters Score -51505.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -51508.804688 Penalty: 2851.698975 Iteration 6Q: 3 clusters Score -51508.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -51508.804688 Penalty: 2851.698975 Iteration 7F: 3 clusters Score -51508.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55584 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2522 members Mstep: Class 5 contains 67083 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7492 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24390 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21570 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62818 members Mstep: Class 16 contains 23771 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24561 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23227 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649844.000000 Penalty: 75971.281250 Iteration 239Q: 25 clusters Score -6.364984e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55584 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 67083 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7492 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24389 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21571 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62816 members Mstep: Class 16 contains 23771 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24561 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23227 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24778 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649824.000000 Penalty: 75971.281250 Iteration 240F: 25 clusters Score -6.364982e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55584 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 67077 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7492 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24388 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21570 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62820 members Mstep: Class 16 contains 23774 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24562 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23227 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24778 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649856.000000 Penalty: 75971.281250 Iteration 241Q: 25 clusters Score -6.364986e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55584 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 67072 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7491 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24388 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21570 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62825 members Mstep: Class 16 contains 23774 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24563 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23227 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24778 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649876.000000 Penalty: 75971.281250 Iteration 242Q: 25 clusters Score -6.364988e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55584 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 67062 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7490 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24388 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21572 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62831 members Mstep: Class 16 contains 23777 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24562 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23227 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649900.000000 Penalty: 75971.281250 Iteration 243Q: 25 clusters Score -6.36499e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55586 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 67053 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7490 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24388 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21573 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62835 members Mstep: Class 16 contains 23779 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23227 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649868.000000 Penalty: 75971.281250 Iteration 244Q: 25 clusters Score -6.364987e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55586 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 67047 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7490 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24388 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21571 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62841 members Mstep: Class 16 contains 23781 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23227 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649848.000000 Penalty: 75971.281250 Iteration 245Q: 25 clusters Score -6.364985e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55587 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 67039 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7490 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24389 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21569 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62850 members Mstep: Class 16 contains 23779 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23227 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649848.000000 Penalty: 75971.281250 Iteration 246Q: 25 clusters Score -6.364985e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55589 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 67032 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7490 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24390 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21567 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62853 members Mstep: Class 16 contains 23782 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23227 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649844.000000 Penalty: 75971.281250 Iteration 247Q: 25 clusters Score -6.364984e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55589 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 67027 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7490 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24391 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21570 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62853 members Mstep: Class 16 contains 23783 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23227 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649844.000000 Penalty: 75971.281250 Iteration 248Q: 25 clusters Score -6.364984e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55591 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 67028 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7490 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24391 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21568 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62853 members Mstep: Class 16 contains 23783 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23226 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649852.000000 Penalty: 75971.281250 Iteration 249Q: 25 clusters Score -6.364985e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55592 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 67019 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7490 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24390 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21569 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62857 members Mstep: Class 16 contains 23787 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23226 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649852.000000 Penalty: 75971.281250 Iteration 250Q: 25 clusters Score -6.364985e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55593 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 67015 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7490 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24389 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21569 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62861 members Mstep: Class 16 contains 23787 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23226 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649820.000000 Penalty: 75971.281250 Iteration 251Q: 25 clusters Score -6.364982e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55593 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 67008 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7490 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24389 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21571 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62865 members Mstep: Class 16 contains 23788 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23226 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649844.000000 Penalty: 75971.281250 Iteration 252Q: 25 clusters Score -6.364984e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55592 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 67003 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7490 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24387 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21570 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62873 members Mstep: Class 16 contains 23790 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23225 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649824.000000 Penalty: 75971.281250 Iteration 253Q: 25 clusters Score -6.364982e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55593 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 66992 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7490 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24385 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21571 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62879 members Mstep: Class 16 contains 23795 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23225 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649856.000000 Penalty: 75971.281250 Iteration 254Q: 25 clusters Score -6.364986e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55591 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 66979 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7491 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24383 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21576 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62888 members Mstep: Class 16 contains 23797 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23225 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649816.000000 Penalty: 75971.281250 Iteration 255Q: 25 clusters Score -6.364982e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55593 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 66967 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7491 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24380 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21577 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62898 members Mstep: Class 16 contains 23799 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23225 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649860.000000 Penalty: 75971.281250 Iteration 256Q: 25 clusters Score -6.364986e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55596 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 66961 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7491 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24377 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21581 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62899 members Mstep: Class 16 contains 23801 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23223 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24778 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649860.000000 Penalty: 75971.281250 Iteration 257Q: 25 clusters Score -6.364986e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55596 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 66956 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7491 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24374 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21581 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62903 members Mstep: Class 16 contains 23803 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23225 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24778 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649856.000000 Penalty: 75971.281250 Iteration 258Q: 25 clusters Score -6.364986e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55603 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 66959 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7491 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24371 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21579 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62899 members Mstep: Class 16 contains 23802 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23225 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24778 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649892.000000 Penalty: 75971.281250 Iteration 259Q: 25 clusters Score -6.364989e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55606 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 66959 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7491 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24369 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21580 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62898 members Mstep: Class 16 contains 23802 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23225 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24778 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649920.000000 Penalty: 75971.281250 Iteration 260F: 25 clusters Score -6.364992e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55610 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 66949 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7491 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24370 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21581 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62896 members Mstep: Class 16 contains 23807 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23224 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24778 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649936.000000 Penalty: 75971.281250 Iteration 261Q: 25 clusters Score -6.364994e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55613 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 66944 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7492 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24371 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2272 members Mstep: Class 13 contains 21581 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62893 members Mstep: Class 16 contains 23808 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23224 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24778 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649932.000000 Penalty: 75971.281250 Iteration 262Q: 25 clusters Score -6.364993e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55620 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 66937 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7492 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24368 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2271 members Mstep: Class 13 contains 21580 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62899 members Mstep: Class 16 contains 23805 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24565 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23225 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24778 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649924.000000 Penalty: 75971.281250 Iteration 263Q: 25 clusters Score -6.364992e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55626 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 66925 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7491 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24366 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2272 members Mstep: Class 13 contains 21580 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62909 members Mstep: Class 16 contains 23803 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24566 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23225 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649924.000000 Penalty: 75971.281250 Iteration 264Q: 25 clusters Score -6.364992e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55632 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 66924 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7491 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24366 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2273 members Mstep: Class 13 contains 21579 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62904 members Mstep: Class 16 contains 23804 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24566 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23224 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649976.000000 Penalty: 75971.281250 Iteration 265Q: 25 clusters Score -6.364998e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55637 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 66921 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7490 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24367 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2274 members Mstep: Class 13 contains 21582 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62898 members Mstep: Class 16 contains 23806 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24566 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23223 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24776 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649972.000000 Penalty: 75971.281250 Iteration 266Q: 25 clusters Score -6.364997e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55644 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 66932 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7489 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24367 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2273 members Mstep: Class 13 contains 21583 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62881 members Mstep: Class 16 contains 23805 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24566 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23224 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24776 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649912.000000 Penalty: 75971.281250 Iteration 267Q: 25 clusters Score -6.364991e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55645 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2523 members Mstep: Class 5 contains 66932 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7490 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24366 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2272 members Mstep: Class 13 contains 21586 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62876 members Mstep: Class 16 contains 23806 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24565 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23226 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24776 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649852.000000 Penalty: 75971.281250 Iteration 268Q: 25 clusters Score -6.364985e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55647 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2524 members Mstep: Class 5 contains 66930 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7490 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24365 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21589 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62874 members Mstep: Class 16 contains 23807 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24565 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23226 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24776 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649884.000000 Penalty: 75971.281250 Iteration 269Q: 25 clusters Score -6.364988e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55646 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66926 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7490 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24366 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21590 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62874 members Mstep: Class 16 contains 23809 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24565 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23226 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24776 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649876.000000 Penalty: 75971.281250 Iteration 270Q: 25 clusters Score -6.364988e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55646 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66923 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7489 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24365 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21593 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62871 members Mstep: Class 16 contains 23812 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24565 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23227 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649896.000000 Penalty: 75971.281250 Iteration 271Q: 25 clusters Score -6.36499e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55648 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66916 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7488 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24365 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21595 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62871 members Mstep: Class 16 contains 23816 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24565 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23227 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649888.000000 Penalty: 75971.281250 Iteration 272Q: 25 clusters Score -6.364989e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55649 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66909 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24362 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2271 members Mstep: Class 13 contains 21598 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62873 members Mstep: Class 16 contains 23818 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24566 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23228 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649940.000000 Penalty: 75971.281250 Iteration 273Q: 25 clusters Score -6.364994e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55648 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66905 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24363 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2271 members Mstep: Class 13 contains 21598 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62875 members Mstep: Class 16 contains 23821 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24565 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23227 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24778 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649956.000000 Penalty: 75971.281250 Iteration 274Q: 25 clusters Score -6.364996e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55648 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66904 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24361 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2271 members Mstep: Class 13 contains 21599 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62875 members Mstep: Class 16 contains 23823 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23228 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24778 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649936.000000 Penalty: 75971.281250 Iteration 275Q: 25 clusters Score -6.364994e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55648 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66904 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7486 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24361 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2271 members Mstep: Class 13 contains 21598 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62876 members Mstep: Class 16 contains 23825 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23228 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649944.000000 Penalty: 75971.281250 Iteration 276Q: 25 clusters Score -6.364994e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55647 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66908 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7486 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24361 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21598 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62872 members Mstep: Class 16 contains 23826 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23229 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24777 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649940.000000 Penalty: 75971.281250 Iteration 277Q: 25 clusters Score -6.364994e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55645 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66898 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7486 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24361 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 21597 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62876 members Mstep: Class 16 contains 23833 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24778 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649924.000000 Penalty: 75971.281250 Iteration 278Q: 25 clusters Score -6.364992e+07 nChanged 21 Entering ConstructFrom: Score: -63649924.000000 Penalty: 75971.281250 Entering ConstructFrom: Trying to split cluster 1 (1234 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Entering Unmasked Estep Score: -217368.828125 Penalty: 1765.268066 Iteration 0F: 2 clusters Score -217368.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -215237.171875 Penalty: 3530.536133 Iteration 0F: 3 clusters Score -215237.2 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -215559.921875 Penalty: 3530.536133 Iteration 1F: 3 clusters Score -215559.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -215635.687500 Penalty: 3530.536133 Iteration 2F: 3 clusters Score -215635.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -215682.343750 Penalty: 3530.536133 Iteration 3Q: 3 clusters Score -215682.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -215733.328125 Penalty: 3530.536133 Iteration 4Q: 3 clusters Score -215733.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -215766.343750 Penalty: 3530.536133 Iteration 5Q: 3 clusters Score -215766.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -215795.687500 Penalty: 3530.536133 Iteration 6Q: 3 clusters Score -215795.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -215831.421875 Penalty: 3530.536133 Iteration 7Q: 3 clusters Score -215831.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -215862.000000 Penalty: 3530.536133 Iteration 8Q: 3 clusters Score -215862 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -215892.171875 Penalty: 3530.536133 Iteration 9Q: 3 clusters Score -215892.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -215932.062500 Penalty: 3530.536133 Iteration 10Q: 3 clusters Score -215932.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -215975.750000 Penalty: 3530.536133 Iteration 11Q: 3 clusters Score -215975.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -216012.515625 Penalty: 3530.536133 Iteration 12Q: 3 clusters Score -216012.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -216040.515625 Penalty: 3530.536133 Iteration 13Q: 3 clusters Score -216040.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -216066.984375 Penalty: 3530.536133 Iteration 14Q: 3 clusters Score -216067 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -216097.265625 Penalty: 3530.536133 Iteration 15Q: 3 clusters Score -216097.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -216126.484375 Penalty: 3530.536133 Iteration 16Q: 3 clusters Score -216126.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -216149.656250 Penalty: 3530.536133 Iteration 17Q: 3 clusters Score -216149.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -216178.000000 Penalty: 3530.536133 Iteration 18Q: 3 clusters Score -216178 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -216200.109375 Penalty: 3530.536133 Iteration 19Q: 3 clusters Score -216200.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -216214.312500 Penalty: 3530.536133 Iteration 20F: 3 clusters Score -216214.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -216232.593750 Penalty: 3530.536133 Iteration 21Q: 3 clusters Score -216232.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -216240.531250 Penalty: 3530.536133 Iteration 22Q: 3 clusters Score -216240.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -216260.046875 Penalty: 3530.536133 Iteration 23Q: 3 clusters Score -216260 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -216272.828125 Penalty: 3530.536133 Iteration 24Q: 3 clusters Score -216272.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -216282.843750 Penalty: 3530.536133 Iteration 25Q: 3 clusters Score -216282.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -216292.859375 Penalty: 3530.536133 Iteration 26Q: 3 clusters Score -216292.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -216302.296875 Penalty: 3530.536133 Iteration 27Q: 3 clusters Score -216302.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -216307.812500 Penalty: 3530.536133 Iteration 28Q: 3 clusters Score -216307.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -216315.109375 Penalty: 3530.536133 Iteration 29Q: 3 clusters Score -216315.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -216320.375000 Penalty: 3530.536133 Iteration 30Q: 3 clusters Score -216320.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -216322.671875 Penalty: 3530.536133 Iteration 31Q: 3 clusters Score -216322.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -216324.453125 Penalty: 3530.536133 Iteration 32Q: 3 clusters Score -216324.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -216324.453125 Penalty: 3530.536133 Iteration 33F: 3 clusters Score -216324.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (55646 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55646 members Entering Unmasked Estep Score: -10061371.000000 Penalty: 2709.837891 Iteration 0F: 2 clusters Score -1.006137e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27733 members Mstep: Class 2 contains 27913 members Entering Unmasked Estep Score: -10028704.000000 Penalty: 5419.675781 Iteration 0F: 3 clusters Score -1.00287e+07 nChanged 25918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26531 members Mstep: Class 2 contains 29115 members Entering Unmasked Estep Score: -10043031.000000 Penalty: 5419.675781 Iteration 1F: 3 clusters Score -1.004303e+07 nChanged 2058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25917 members Mstep: Class 2 contains 29729 members Entering Unmasked Estep Score: -10043486.000000 Penalty: 5419.675781 Iteration 2Q: 3 clusters Score -1.004349e+07 nChanged 2028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25003 members Mstep: Class 2 contains 30643 members Entering Unmasked Estep Score: -10044055.000000 Penalty: 5419.675781 Iteration 3Q: 3 clusters Score -1.004406e+07 nChanged 2126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23673 members Mstep: Class 2 contains 31973 members Entering Unmasked Estep Score: -10044792.000000 Penalty: 5419.675781 Iteration 4Q: 3 clusters Score -1.004479e+07 nChanged 2354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21817 members Mstep: Class 2 contains 33829 members Entering Unmasked Estep Score: -10045743.000000 Penalty: 5419.675781 Iteration 5Q: 3 clusters Score -1.004574e+07 nChanged 2759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19376 members Mstep: Class 2 contains 36270 members Entering Unmasked Estep Score: -10047031.000000 Penalty: 5419.675781 Iteration 6Q: 3 clusters Score -1.004703e+07 nChanged 3335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16211 members Mstep: Class 2 contains 39435 members Entering Unmasked Estep Score: -10048940.000000 Penalty: 5419.675781 Iteration 7F: 3 clusters Score -1.004894e+07 nChanged 4071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12188 members Mstep: Class 2 contains 43458 members Entering Unmasked Estep Score: -10052039.000000 Penalty: 5419.675781 Iteration 8F: 3 clusters Score -1.005204e+07 nChanged 4336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7884 members Mstep: Class 2 contains 47762 members Entering Unmasked Estep Score: -10055077.000000 Penalty: 5419.675781 Iteration 9F: 3 clusters Score -1.005508e+07 nChanged 3735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 51493 members Entering Unmasked Estep Score: -10057137.000000 Penalty: 5419.675781 Iteration 10F: 3 clusters Score -1.005714e+07 nChanged 2379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 53868 members Entering Unmasked Estep Score: -10058142.000000 Penalty: 5419.675781 Iteration 11Q: 3 clusters Score -1.005814e+07 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 54923 members Entering Unmasked Estep Score: -10058553.000000 Penalty: 5419.675781 Iteration 12Q: 3 clusters Score -1.005855e+07 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 55256 members Entering Unmasked Estep Score: -10058790.000000 Penalty: 5419.675781 Iteration 13Q: 3 clusters Score -1.005879e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 55359 members Entering Unmasked Estep Score: -10058921.000000 Penalty: 5419.675781 Iteration 14Q: 3 clusters Score -1.005892e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 55393 members Entering Unmasked Estep Score: -10058972.000000 Penalty: 5419.675781 Iteration 15Q: 3 clusters Score -1.005897e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 55404 members Entering Unmasked Estep Score: -10059000.000000 Penalty: 5419.675781 Iteration 16Q: 3 clusters Score -1.0059e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 55412 members Entering Unmasked Estep Score: -10059006.000000 Penalty: 5419.675781 Iteration 17Q: 3 clusters Score -1.005901e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 55414 members Entering Unmasked Estep Score: -10059016.000000 Penalty: 5419.675781 Iteration 18Q: 3 clusters Score -1.005902e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 55414 members Entering Unmasked Estep Score: -10059031.000000 Penalty: 5419.675781 Iteration 19Q: 3 clusters Score -1.005903e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 55420 members Entering Unmasked Estep Score: -10059041.000000 Penalty: 5419.675781 Iteration 20F: 3 clusters Score -1.005904e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 55423 members Entering Unmasked Estep Score: -10059040.000000 Penalty: 5419.675781 Iteration 21Q: 3 clusters Score -1.005904e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 55425 members Entering Unmasked Estep Score: -10059048.000000 Penalty: 5419.675781 Iteration 22Q: 3 clusters Score -1.005905e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 55427 members Entering Unmasked Estep Score: -10059054.000000 Penalty: 5419.675781 Iteration 23Q: 3 clusters Score -1.005905e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 55429 members Entering Unmasked Estep Score: -10059049.000000 Penalty: 5419.675781 Iteration 24Q: 3 clusters Score -1.005905e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 55430 members Entering Unmasked Estep Score: -10059050.000000 Penalty: 5419.675781 Iteration 25Q: 3 clusters Score -1.005905e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 55429 members Entering Unmasked Estep Score: -10059056.000000 Penalty: 5419.675781 Iteration 26Q: 3 clusters Score -1.005906e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 55429 members Entering Unmasked Estep Score: -10059056.000000 Penalty: 5419.675781 Iteration 27F: 3 clusters Score -1.005906e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Entering Unmasked Estep Score: -232166.187500 Penalty: 1782.913696 Iteration 0F: 2 clusters Score -232166.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -230012.156250 Penalty: 3565.827393 Iteration 0F: 3 clusters Score -230012.2 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -230361.234375 Penalty: 3565.827393 Iteration 1F: 3 clusters Score -230361.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -230463.593750 Penalty: 3565.827393 Iteration 2F: 3 clusters Score -230463.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -230510.281250 Penalty: 3565.827393 Iteration 3Q: 3 clusters Score -230510.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -230535.015625 Penalty: 3565.827393 Iteration 4Q: 3 clusters Score -230535 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -230566.171875 Penalty: 3565.827393 Iteration 5Q: 3 clusters Score -230566.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -230585.890625 Penalty: 3565.827393 Iteration 6Q: 3 clusters Score -230585.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -230600.093750 Penalty: 3565.827393 Iteration 7Q: 3 clusters Score -230600.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -230608.406250 Penalty: 3565.827393 Iteration 8Q: 3 clusters Score -230608.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -230616.687500 Penalty: 3565.827393 Iteration 9Q: 3 clusters Score -230616.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -230619.437500 Penalty: 3565.827393 Iteration 10Q: 3 clusters Score -230619.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -230622.421875 Penalty: 3565.827393 Iteration 11Q: 3 clusters Score -230622.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -230623.921875 Penalty: 3565.827393 Iteration 12Q: 3 clusters Score -230623.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -230626.500000 Penalty: 3565.827393 Iteration 13Q: 3 clusters Score -230626.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -230630.171875 Penalty: 3565.827393 Iteration 14Q: 3 clusters Score -230630.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -230631.359375 Penalty: 3565.827393 Iteration 15Q: 3 clusters Score -230631.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -230631.656250 Penalty: 3565.827393 Iteration 16Q: 3 clusters Score -230631.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -230631.656250 Penalty: 3565.827393 Iteration 17F: 3 clusters Score -230631.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Entering Unmasked Estep Score: -430207.656250 Penalty: 1942.831055 Iteration 0F: 2 clusters Score -430207.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -427251.156250 Penalty: 3885.662109 Iteration 0F: 3 clusters Score -427251.2 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -427874.812500 Penalty: 3885.662109 Iteration 1F: 3 clusters Score -427874.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -428046.906250 Penalty: 3885.662109 Iteration 2F: 3 clusters Score -428046.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -428141.500000 Penalty: 3885.662109 Iteration 3Q: 3 clusters Score -428141.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -428203.062500 Penalty: 3885.662109 Iteration 4Q: 3 clusters Score -428203.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -428238.125000 Penalty: 3885.662109 Iteration 5Q: 3 clusters Score -428238.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -428257.937500 Penalty: 3885.662109 Iteration 6Q: 3 clusters Score -428257.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -428265.781250 Penalty: 3885.662109 Iteration 7Q: 3 clusters Score -428265.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -428273.281250 Penalty: 3885.662109 Iteration 8Q: 3 clusters Score -428273.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -428279.468750 Penalty: 3885.662109 Iteration 9Q: 3 clusters Score -428279.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -428285.906250 Penalty: 3885.662109 Iteration 10Q: 3 clusters Score -428285.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -428294.000000 Penalty: 3885.662109 Iteration 11Q: 3 clusters Score -428294 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -428308.187500 Penalty: 3885.662109 Iteration 12Q: 3 clusters Score -428308.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -428323.250000 Penalty: 3885.662109 Iteration 13Q: 3 clusters Score -428323.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -428342.656250 Penalty: 3885.662109 Iteration 14Q: 3 clusters Score -428342.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -428367.343750 Penalty: 3885.662109 Iteration 15Q: 3 clusters Score -428367.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -428397.312500 Penalty: 3885.662109 Iteration 16Q: 3 clusters Score -428397.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -428434.968750 Penalty: 3885.662109 Iteration 17Q: 3 clusters Score -428435 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -428475.093750 Penalty: 3885.662109 Iteration 18Q: 3 clusters Score -428475.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -428503.718750 Penalty: 3885.662109 Iteration 19Q: 3 clusters Score -428503.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -428529.937500 Penalty: 3885.662109 Iteration 20F: 3 clusters Score -428529.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -428558.593750 Penalty: 3885.662109 Iteration 21Q: 3 clusters Score -428558.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -428590.093750 Penalty: 3885.662109 Iteration 22Q: 3 clusters Score -428590.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -428613.750000 Penalty: 3885.662109 Iteration 23Q: 3 clusters Score -428613.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -428639.343750 Penalty: 3885.662109 Iteration 24Q: 3 clusters Score -428639.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -428656.031250 Penalty: 3885.662109 Iteration 25Q: 3 clusters Score -428656 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -428667.125000 Penalty: 3885.662109 Iteration 26Q: 3 clusters Score -428667.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -428672.000000 Penalty: 3885.662109 Iteration 27Q: 3 clusters Score -428672 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -428677.562500 Penalty: 3885.662109 Iteration 28Q: 3 clusters Score -428677.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -428686.000000 Penalty: 3885.662109 Iteration 29Q: 3 clusters Score -428686 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -428696.343750 Penalty: 3885.662109 Iteration 30Q: 3 clusters Score -428696.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -428704.062500 Penalty: 3885.662109 Iteration 31Q: 3 clusters Score -428704.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -428710.093750 Penalty: 3885.662109 Iteration 32Q: 3 clusters Score -428710.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -428714.281250 Penalty: 3885.662109 Iteration 33Q: 3 clusters Score -428714.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -428719.750000 Penalty: 3885.662109 Iteration 34Q: 3 clusters Score -428719.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -428728.718750 Penalty: 3885.662109 Iteration 35Q: 3 clusters Score -428728.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -428735.343750 Penalty: 3885.662109 Iteration 36Q: 3 clusters Score -428735.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -428742.500000 Penalty: 3885.662109 Iteration 37Q: 3 clusters Score -428742.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -428748.812500 Penalty: 3885.662109 Iteration 38Q: 3 clusters Score -428748.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -428755.031250 Penalty: 3885.662109 Iteration 39Q: 3 clusters Score -428755 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -428757.187500 Penalty: 3885.662109 Iteration 40F: 3 clusters Score -428757.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -428760.781250 Penalty: 3885.662109 Iteration 41Q: 3 clusters Score -428760.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -428763.093750 Penalty: 3885.662109 Iteration 42Q: 3 clusters Score -428763.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -428767.625000 Penalty: 3885.662109 Iteration 43Q: 3 clusters Score -428767.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -428774.875000 Penalty: 3885.662109 Iteration 44Q: 3 clusters Score -428774.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -428777.593750 Penalty: 3885.662109 Iteration 45Q: 3 clusters Score -428777.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -428778.812500 Penalty: 3885.662109 Iteration 46Q: 3 clusters Score -428778.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -428778.812500 Penalty: 3885.662109 Iteration 47F: 3 clusters Score -428778.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (66895 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66895 members Entering Unmasked Estep Score: -12314221.000000 Penalty: 2755.498291 Iteration 0F: 2 clusters Score -1.231422e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33515 members Mstep: Class 2 contains 33380 members Entering Unmasked Estep Score: -12273017.000000 Penalty: 5510.996582 Iteration 0F: 3 clusters Score -1.227302e+07 nChanged 31171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34632 members Mstep: Class 2 contains 32263 members Entering Unmasked Estep Score: -12290131.000000 Penalty: 5510.996582 Iteration 1F: 3 clusters Score -1.229013e+07 nChanged 2183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35135 members Mstep: Class 2 contains 31760 members Entering Unmasked Estep Score: -12290624.000000 Penalty: 5510.996582 Iteration 2Q: 3 clusters Score -1.229062e+07 nChanged 2097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35892 members Mstep: Class 2 contains 31003 members Entering Unmasked Estep Score: -12291111.000000 Penalty: 5510.996582 Iteration 3Q: 3 clusters Score -1.229111e+07 nChanged 2142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37034 members Mstep: Class 2 contains 29861 members Entering Unmasked Estep Score: -12291715.000000 Penalty: 5510.996582 Iteration 4Q: 3 clusters Score -1.229172e+07 nChanged 2386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38666 members Mstep: Class 2 contains 28229 members Entering Unmasked Estep Score: -12292521.000000 Penalty: 5510.996582 Iteration 5Q: 3 clusters Score -1.229252e+07 nChanged 2917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40999 members Mstep: Class 2 contains 25896 members Entering Unmasked Estep Score: -12293784.000000 Penalty: 5510.996582 Iteration 6Q: 3 clusters Score -1.229378e+07 nChanged 3889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44336 members Mstep: Class 2 contains 22559 members Entering Unmasked Estep Score: -12296044.000000 Penalty: 5510.996582 Iteration 7F: 3 clusters Score -1.229604e+07 nChanged 4890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48684 members Mstep: Class 2 contains 18211 members Entering Unmasked Estep Score: -12299624.000000 Penalty: 5510.996582 Iteration 8F: 3 clusters Score -1.229962e+07 nChanged 5328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53652 members Mstep: Class 2 contains 13243 members Entering Unmasked Estep Score: -12303713.000000 Penalty: 5510.996582 Iteration 9F: 3 clusters Score -1.230371e+07 nChanged 4802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58306 members Mstep: Class 2 contains 8589 members Entering Unmasked Estep Score: -12307440.000000 Penalty: 5510.996582 Iteration 10F: 3 clusters Score -1.230744e+07 nChanged 3386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61604 members Mstep: Class 2 contains 5291 members Entering Unmasked Estep Score: -12309898.000000 Penalty: 5510.996582 Iteration 11F: 3 clusters Score -1.23099e+07 nChanged 1872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63404 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -12311220.000000 Penalty: 5510.996582 Iteration 12Q: 3 clusters Score -1.231122e+07 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64250 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -12311752.000000 Penalty: 5510.996582 Iteration 13Q: 3 clusters Score -1.231175e+07 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64697 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -12312037.000000 Penalty: 5510.996582 Iteration 14Q: 3 clusters Score -1.231204e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65004 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -12312203.000000 Penalty: 5510.996582 Iteration 15Q: 3 clusters Score -1.23122e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65200 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -12312299.000000 Penalty: 5510.996582 Iteration 16Q: 3 clusters Score -1.23123e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65346 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -12312342.000000 Penalty: 5510.996582 Iteration 17Q: 3 clusters Score -1.231234e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65441 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -12312348.000000 Penalty: 5510.996582 Iteration 18Q: 3 clusters Score -1.231235e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65524 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -12312389.000000 Penalty: 5510.996582 Iteration 19Q: 3 clusters Score -1.231239e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65594 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -12312396.000000 Penalty: 5510.996582 Iteration 20F: 3 clusters Score -1.23124e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65649 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -12312385.000000 Penalty: 5510.996582 Iteration 21Q: 3 clusters Score -1.231238e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65696 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -12312378.000000 Penalty: 5510.996582 Iteration 22Q: 3 clusters Score -1.231238e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65735 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -12312360.000000 Penalty: 5510.996582 Iteration 23Q: 3 clusters Score -1.231236e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65761 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -12312371.000000 Penalty: 5510.996582 Iteration 24Q: 3 clusters Score -1.231237e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65784 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -12312379.000000 Penalty: 5510.996582 Iteration 25Q: 3 clusters Score -1.231238e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65806 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -12312398.000000 Penalty: 5510.996582 Iteration 26Q: 3 clusters Score -1.23124e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65824 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -12312393.000000 Penalty: 5510.996582 Iteration 27Q: 3 clusters Score -1.231239e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65841 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -12312398.000000 Penalty: 5510.996582 Iteration 28Q: 3 clusters Score -1.23124e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65853 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -12312401.000000 Penalty: 5510.996582 Iteration 29Q: 3 clusters Score -1.23124e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65860 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -12312406.000000 Penalty: 5510.996582 Iteration 30Q: 3 clusters Score -1.231241e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65867 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -12312408.000000 Penalty: 5510.996582 Iteration 31Q: 3 clusters Score -1.231241e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65872 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -12312411.000000 Penalty: 5510.996582 Iteration 32Q: 3 clusters Score -1.231241e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65876 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -12312429.000000 Penalty: 5510.996582 Iteration 33Q: 3 clusters Score -1.231243e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65881 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -12312427.000000 Penalty: 5510.996582 Iteration 34Q: 3 clusters Score -1.231243e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65886 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -12312428.000000 Penalty: 5510.996582 Iteration 35Q: 3 clusters Score -1.231243e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65890 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -12312413.000000 Penalty: 5510.996582 Iteration 36Q: 3 clusters Score -1.231241e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65895 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -12312412.000000 Penalty: 5510.996582 Iteration 37Q: 3 clusters Score -1.231241e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65899 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -12312411.000000 Penalty: 5510.996582 Iteration 38Q: 3 clusters Score -1.231241e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65902 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -12312410.000000 Penalty: 5510.996582 Iteration 39Q: 3 clusters Score -1.231241e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65903 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -12312406.000000 Penalty: 5510.996582 Iteration 40F: 3 clusters Score -1.231241e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65905 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -12312403.000000 Penalty: 5510.996582 Iteration 41Q: 3 clusters Score -1.23124e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65906 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -12312397.000000 Penalty: 5510.996582 Iteration 42Q: 3 clusters Score -1.23124e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65907 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -12312399.000000 Penalty: 5510.996582 Iteration 43Q: 3 clusters Score -1.23124e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65908 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -12312391.000000 Penalty: 5510.996582 Iteration 44Q: 3 clusters Score -1.231239e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65908 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -12312391.000000 Penalty: 5510.996582 Iteration 45F: 3 clusters Score -1.231239e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Entering Unmasked Estep Score: -172297.281250 Penalty: 1725.459351 Iteration 0F: 2 clusters Score -172297.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -170347.343750 Penalty: 3450.918701 Iteration 0F: 3 clusters Score -170347.3 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -170689.906250 Penalty: 3450.918701 Iteration 1F: 3 clusters Score -170689.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -170887.921875 Penalty: 3450.918701 Iteration 2F: 3 clusters Score -170887.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -171186.656250 Penalty: 3450.918701 Iteration 3F: 3 clusters Score -171186.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -171629.187500 Penalty: 3450.918701 Iteration 4F: 3 clusters Score -171629.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -172044.718750 Penalty: 3450.918701 Iteration 5F: 3 clusters Score -172044.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -172275.968750 Penalty: 3450.918701 Iteration 6F: 3 clusters Score -172276 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -172468.265625 Penalty: 3450.918701 Iteration 7Q: 3 clusters Score -172468.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -172590.390625 Penalty: 3450.918701 Iteration 8Q: 3 clusters Score -172590.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -172626.390625 Penalty: 3450.918701 Iteration 9Q: 3 clusters Score -172626.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -172644.578125 Penalty: 3450.918701 Iteration 10Q: 3 clusters Score -172644.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -172653.593750 Penalty: 3450.918701 Iteration 11Q: 3 clusters Score -172653.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -172662.718750 Penalty: 3450.918701 Iteration 12Q: 3 clusters Score -172662.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -172664.140625 Penalty: 3450.918701 Iteration 13Q: 3 clusters Score -172664.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -172664.140625 Penalty: 3450.918701 Iteration 14F: 3 clusters Score -172664.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55646 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66895 members Mstep: Class 6 contains 325 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24360 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21597 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62877 members Mstep: Class 16 contains 23837 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 726 members Entering Unmasked Estep Score: -63648792.000000 Penalty: 79136.750000 Splitting cluster 6 changes total score from -63649924.000000 to -63648792.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (7485 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7485 members Entering Unmasked Estep Score: -1357710.375000 Penalty: 2212.322754 Iteration 0F: 2 clusters Score -1357710 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -1351574.750000 Penalty: 4424.645508 Iteration 0F: 3 clusters Score -1351575 nChanged 3009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -1353167.500000 Penalty: 4424.645508 Iteration 1F: 3 clusters Score -1353168 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -1353418.375000 Penalty: 4424.645508 Iteration 2F: 3 clusters Score -1353418 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -1353584.750000 Penalty: 4424.645508 Iteration 3Q: 3 clusters Score -1353585 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -1353701.250000 Penalty: 4424.645508 Iteration 4Q: 3 clusters Score -1353701 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -1353795.750000 Penalty: 4424.645508 Iteration 5Q: 3 clusters Score -1353796 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -1353880.750000 Penalty: 4424.645508 Iteration 6Q: 3 clusters Score -1353881 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -1353964.125000 Penalty: 4424.645508 Iteration 7Q: 3 clusters Score -1353964 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -1354036.500000 Penalty: 4424.645508 Iteration 8Q: 3 clusters Score -1354036 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -1354107.750000 Penalty: 4424.645508 Iteration 9Q: 3 clusters Score -1354108 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -1354172.000000 Penalty: 4424.645508 Iteration 10Q: 3 clusters Score -1354172 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -1354232.125000 Penalty: 4424.645508 Iteration 11Q: 3 clusters Score -1354232 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -1354275.125000 Penalty: 4424.645508 Iteration 12Q: 3 clusters Score -1354275 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -1354316.000000 Penalty: 4424.645508 Iteration 13Q: 3 clusters Score -1354316 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -1354367.125000 Penalty: 4424.645508 Iteration 14Q: 3 clusters Score -1354367 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -1354403.750000 Penalty: 4424.645508 Iteration 15Q: 3 clusters Score -1354404 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -1354447.625000 Penalty: 4424.645508 Iteration 16Q: 3 clusters Score -1354448 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -1354475.125000 Penalty: 4424.645508 Iteration 17Q: 3 clusters Score -1354475 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -1354493.375000 Penalty: 4424.645508 Iteration 18Q: 3 clusters Score -1354493 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -1354528.625000 Penalty: 4424.645508 Iteration 19Q: 3 clusters Score -1354529 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -1354562.625000 Penalty: 4424.645508 Iteration 20F: 3 clusters Score -1354563 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -1354586.375000 Penalty: 4424.645508 Iteration 21Q: 3 clusters Score -1354586 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -1354605.750000 Penalty: 4424.645508 Iteration 22Q: 3 clusters Score -1354606 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -1354639.750000 Penalty: 4424.645508 Iteration 23Q: 3 clusters Score -1354640 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -1354661.750000 Penalty: 4424.645508 Iteration 24Q: 3 clusters Score -1354662 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -1354685.375000 Penalty: 4424.645508 Iteration 25Q: 3 clusters Score -1354685 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -1354711.500000 Penalty: 4424.645508 Iteration 26Q: 3 clusters Score -1354712 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -1354729.000000 Penalty: 4424.645508 Iteration 27Q: 3 clusters Score -1354729 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -1354764.750000 Penalty: 4424.645508 Iteration 28Q: 3 clusters Score -1354765 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5132 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -1354806.750000 Penalty: 4424.645508 Iteration 29Q: 3 clusters Score -1354807 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -1354850.000000 Penalty: 4424.645508 Iteration 30Q: 3 clusters Score -1354850 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -1354911.500000 Penalty: 4424.645508 Iteration 31Q: 3 clusters Score -1354912 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5453 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -1354970.500000 Penalty: 4424.645508 Iteration 32Q: 3 clusters Score -1354970 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -1355050.250000 Penalty: 4424.645508 Iteration 33Q: 3 clusters Score -1355050 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5712 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -1355126.250000 Penalty: 4424.645508 Iteration 34Q: 3 clusters Score -1355126 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5832 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -1355189.250000 Penalty: 4424.645508 Iteration 35Q: 3 clusters Score -1355189 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5943 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -1355259.125000 Penalty: 4424.645508 Iteration 36Q: 3 clusters Score -1355259 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6046 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -1355328.375000 Penalty: 4424.645508 Iteration 37Q: 3 clusters Score -1355328 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6138 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -1355395.375000 Penalty: 4424.645508 Iteration 38Q: 3 clusters Score -1355395 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6230 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -1355456.375000 Penalty: 4424.645508 Iteration 39Q: 3 clusters Score -1355456 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6298 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -1355495.375000 Penalty: 4424.645508 Iteration 40F: 3 clusters Score -1355495 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -1355534.500000 Penalty: 4424.645508 Iteration 41Q: 3 clusters Score -1355534 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -1355574.125000 Penalty: 4424.645508 Iteration 42Q: 3 clusters Score -1355574 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -1355610.500000 Penalty: 4424.645508 Iteration 43Q: 3 clusters Score -1355610 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6503 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -1355635.625000 Penalty: 4424.645508 Iteration 44Q: 3 clusters Score -1355636 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -1355656.000000 Penalty: 4424.645508 Iteration 45Q: 3 clusters Score -1355656 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -1355674.500000 Penalty: 4424.645508 Iteration 46Q: 3 clusters Score -1355674 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6593 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -1355684.375000 Penalty: 4424.645508 Iteration 47Q: 3 clusters Score -1355684 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6601 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -1355690.625000 Penalty: 4424.645508 Iteration 48Q: 3 clusters Score -1355691 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6613 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -1355696.875000 Penalty: 4424.645508 Iteration 49Q: 3 clusters Score -1355697 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -1355707.875000 Penalty: 4424.645508 Iteration 50Q: 3 clusters Score -1355708 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6641 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -1355714.625000 Penalty: 4424.645508 Iteration 51Q: 3 clusters Score -1355715 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -1355723.375000 Penalty: 4424.645508 Iteration 52Q: 3 clusters Score -1355723 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -1355732.125000 Penalty: 4424.645508 Iteration 53Q: 3 clusters Score -1355732 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -1355737.500000 Penalty: 4424.645508 Iteration 54Q: 3 clusters Score -1355738 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6688 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -1355750.250000 Penalty: 4424.645508 Iteration 55Q: 3 clusters Score -1355750 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -1355768.750000 Penalty: 4424.645508 Iteration 56Q: 3 clusters Score -1355769 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6728 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -1355779.625000 Penalty: 4424.645508 Iteration 57Q: 3 clusters Score -1355780 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6740 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -1355781.875000 Penalty: 4424.645508 Iteration 58Q: 3 clusters Score -1355782 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6751 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -1355788.250000 Penalty: 4424.645508 Iteration 59Q: 3 clusters Score -1355788 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -1355792.750000 Penalty: 4424.645508 Iteration 60F: 3 clusters Score -1355793 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6769 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -1355799.875000 Penalty: 4424.645508 Iteration 61Q: 3 clusters Score -1355800 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6777 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -1355803.375000 Penalty: 4424.645508 Iteration 62Q: 3 clusters Score -1355803 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6786 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -1355809.375000 Penalty: 4424.645508 Iteration 63Q: 3 clusters Score -1355809 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6794 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -1355813.125000 Penalty: 4424.645508 Iteration 64Q: 3 clusters Score -1355813 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6799 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -1355816.625000 Penalty: 4424.645508 Iteration 65Q: 3 clusters Score -1355817 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6802 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -1355817.250000 Penalty: 4424.645508 Iteration 66Q: 3 clusters Score -1355817 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -1355820.250000 Penalty: 4424.645508 Iteration 67Q: 3 clusters Score -1355820 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6812 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -1355820.250000 Penalty: 4424.645508 Iteration 68Q: 3 clusters Score -1355820 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6816 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -1355826.875000 Penalty: 4424.645508 Iteration 69Q: 3 clusters Score -1355827 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6821 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -1355830.625000 Penalty: 4424.645508 Iteration 70Q: 3 clusters Score -1355831 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6828 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -1355836.250000 Penalty: 4424.645508 Iteration 71Q: 3 clusters Score -1355836 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6834 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -1355838.250000 Penalty: 4424.645508 Iteration 72Q: 3 clusters Score -1355838 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6837 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -1355838.125000 Penalty: 4424.645508 Iteration 73Q: 3 clusters Score -1355838 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6841 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -1355841.875000 Penalty: 4424.645508 Iteration 74Q: 3 clusters Score -1355842 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6844 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -1355844.750000 Penalty: 4424.645508 Iteration 75Q: 3 clusters Score -1355845 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6848 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -1355848.500000 Penalty: 4424.645508 Iteration 76Q: 3 clusters Score -1355848 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6851 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -1355854.875000 Penalty: 4424.645508 Iteration 77Q: 3 clusters Score -1355855 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6856 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -1355853.875000 Penalty: 4424.645508 Iteration 78Q: 3 clusters Score -1355854 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6862 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -1355861.250000 Penalty: 4424.645508 Iteration 79Q: 3 clusters Score -1355861 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6871 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -1355867.125000 Penalty: 4424.645508 Iteration 80F: 3 clusters Score -1355867 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6876 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -1355870.250000 Penalty: 4424.645508 Iteration 81Q: 3 clusters Score -1355870 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6883 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -1355878.875000 Penalty: 4424.645508 Iteration 82Q: 3 clusters Score -1355879 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6891 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -1355889.875000 Penalty: 4424.645508 Iteration 83Q: 3 clusters Score -1355890 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6900 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -1355897.000000 Penalty: 4424.645508 Iteration 84Q: 3 clusters Score -1355897 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6910 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -1355903.500000 Penalty: 4424.645508 Iteration 85Q: 3 clusters Score -1355904 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6915 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -1355908.125000 Penalty: 4424.645508 Iteration 86Q: 3 clusters Score -1355908 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6921 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -1355912.000000 Penalty: 4424.645508 Iteration 87Q: 3 clusters Score -1355912 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6928 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -1355917.250000 Penalty: 4424.645508 Iteration 88Q: 3 clusters Score -1355917 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -1355922.375000 Penalty: 4424.645508 Iteration 89Q: 3 clusters Score -1355922 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6930 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -1355923.750000 Penalty: 4424.645508 Iteration 90Q: 3 clusters Score -1355924 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6930 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -1355923.750000 Penalty: 4424.645508 Iteration 91F: 3 clusters Score -1355924 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Entering Unmasked Estep Score: -42030.753906 Penalty: 1390.238892 Iteration 0F: 2 clusters Score -42030.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -40851.441406 Penalty: 2780.477783 Iteration 0F: 3 clusters Score -40851.44 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -40989.257812 Penalty: 2780.477783 Iteration 1F: 3 clusters Score -40989.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -41009.101562 Penalty: 2780.477783 Iteration 2Q: 3 clusters Score -41009.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -41022.273438 Penalty: 2780.477783 Iteration 3Q: 3 clusters Score -41022.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -41030.574219 Penalty: 2780.477783 Iteration 4Q: 3 clusters Score -41030.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -41035.500000 Penalty: 2780.477783 Iteration 5Q: 3 clusters Score -41035.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -41035.500000 Penalty: 2780.477783 Iteration 6F: 3 clusters Score -41035.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Entering Unmasked Estep Score: -319411.000000 Penalty: 1870.074219 Iteration 0F: 2 clusters Score -319411 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -317030.250000 Penalty: 3740.148438 Iteration 0F: 3 clusters Score -317030.2 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -317774.500000 Penalty: 3740.148438 Iteration 1F: 3 clusters Score -317774.5 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -318245.500000 Penalty: 3740.148438 Iteration 2F: 3 clusters Score -318245.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -318601.812500 Penalty: 3740.148438 Iteration 3F: 3 clusters Score -318601.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -318945.062500 Penalty: 3740.148438 Iteration 4F: 3 clusters Score -318945.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -319228.718750 Penalty: 3740.148438 Iteration 5F: 3 clusters Score -319228.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -319357.906250 Penalty: 3740.148438 Iteration 6Q: 3 clusters Score -319357.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -319408.437500 Penalty: 3740.148438 Iteration 7Q: 3 clusters Score -319408.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -319439.843750 Penalty: 3740.148438 Iteration 8Q: 3 clusters Score -319439.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -319454.937500 Penalty: 3740.148438 Iteration 9Q: 3 clusters Score -319454.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -319471.281250 Penalty: 3740.148438 Iteration 10Q: 3 clusters Score -319471.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -319475.125000 Penalty: 3740.148438 Iteration 11Q: 3 clusters Score -319475.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -319485.625000 Penalty: 3740.148438 Iteration 12Q: 3 clusters Score -319485.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -319495.875000 Penalty: 3740.148438 Iteration 13Q: 3 clusters Score -319495.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -319499.593750 Penalty: 3740.148438 Iteration 14Q: 3 clusters Score -319499.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -319502.218750 Penalty: 3740.148438 Iteration 15Q: 3 clusters Score -319502.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -319504.093750 Penalty: 3740.148438 Iteration 16Q: 3 clusters Score -319504.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -319504.750000 Penalty: 3740.148438 Iteration 17Q: 3 clusters Score -319504.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -319506.312500 Penalty: 3740.148438 Iteration 18F: 3 clusters Score -319506.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -319513.906250 Penalty: 3740.148438 Iteration 19Q: 3 clusters Score -319513.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -319520.875000 Penalty: 3740.148438 Iteration 20F: 3 clusters Score -319520.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -319522.531250 Penalty: 3740.148438 Iteration 21Q: 3 clusters Score -319522.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -319522.531250 Penalty: 3740.148438 Iteration 22F: 3 clusters Score -319522.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55646 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66895 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1067 members Mstep: Class 10 contains 24360 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21597 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62877 members Mstep: Class 16 contains 23837 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 816 members Entering Unmasked Estep Score: -63648844.000000 Penalty: 79136.750000 Splitting cluster 9 changes total score from -63649924.000000 to -63648844.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (24360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24360 members Entering Unmasked Estep Score: -4505144.500000 Penalty: 2504.972900 Iteration 0F: 2 clusters Score -4505144 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12122 members Mstep: Class 2 contains 12238 members Entering Unmasked Estep Score: -4488350.000000 Penalty: 5009.945801 Iteration 0F: 3 clusters Score -4488350 nChanged 10834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11762 members Mstep: Class 2 contains 12598 members Entering Unmasked Estep Score: -4494213.500000 Penalty: 5009.945801 Iteration 1F: 3 clusters Score -4494214 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11608 members Mstep: Class 2 contains 12752 members Entering Unmasked Estep Score: -4494837.000000 Penalty: 5009.945801 Iteration 2F: 3 clusters Score -4494837 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11384 members Mstep: Class 2 contains 12976 members Entering Unmasked Estep Score: -4495486.000000 Penalty: 5009.945801 Iteration 3F: 3 clusters Score -4495486 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11077 members Mstep: Class 2 contains 13283 members Entering Unmasked Estep Score: -4496050.500000 Penalty: 5009.945801 Iteration 4Q: 3 clusters Score -4496050 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10636 members Mstep: Class 2 contains 13724 members Entering Unmasked Estep Score: -4496610.500000 Penalty: 5009.945801 Iteration 5Q: 3 clusters Score -4496610 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9988 members Mstep: Class 2 contains 14372 members Entering Unmasked Estep Score: -4497118.000000 Penalty: 5009.945801 Iteration 6Q: 3 clusters Score -4497118 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9172 members Mstep: Class 2 contains 15188 members Entering Unmasked Estep Score: -4497669.000000 Penalty: 5009.945801 Iteration 7Q: 3 clusters Score -4497669 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8218 members Mstep: Class 2 contains 16142 members Entering Unmasked Estep Score: -4498359.000000 Penalty: 5009.945801 Iteration 8Q: 3 clusters Score -4498359 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7100 members Mstep: Class 2 contains 17260 members Entering Unmasked Estep Score: -4499179.500000 Penalty: 5009.945801 Iteration 9Q: 3 clusters Score -4499180 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5972 members Mstep: Class 2 contains 18388 members Entering Unmasked Estep Score: -4500099.500000 Penalty: 5009.945801 Iteration 10Q: 3 clusters Score -4500100 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 19412 members Entering Unmasked Estep Score: -4501024.000000 Penalty: 5009.945801 Iteration 11Q: 3 clusters Score -4501024 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 20307 members Entering Unmasked Estep Score: -4501790.000000 Penalty: 5009.945801 Iteration 12Q: 3 clusters Score -4501790 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 20989 members Entering Unmasked Estep Score: -4502375.500000 Penalty: 5009.945801 Iteration 13Q: 3 clusters Score -4502376 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 21543 members Entering Unmasked Estep Score: -4502868.000000 Penalty: 5009.945801 Iteration 14Q: 3 clusters Score -4502868 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 22003 members Entering Unmasked Estep Score: -4503235.500000 Penalty: 5009.945801 Iteration 15Q: 3 clusters Score -4503236 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 22351 members Entering Unmasked Estep Score: -4503545.000000 Penalty: 5009.945801 Iteration 16Q: 3 clusters Score -4503545 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 22614 members Entering Unmasked Estep Score: -4503763.000000 Penalty: 5009.945801 Iteration 17Q: 3 clusters Score -4503763 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 22798 members Entering Unmasked Estep Score: -4503909.500000 Penalty: 5009.945801 Iteration 18Q: 3 clusters Score -4503910 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 22933 members Entering Unmasked Estep Score: -4504003.000000 Penalty: 5009.945801 Iteration 19Q: 3 clusters Score -4504003 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 23033 members Entering Unmasked Estep Score: -4504064.000000 Penalty: 5009.945801 Iteration 20F: 3 clusters Score -4504064 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 23102 members Entering Unmasked Estep Score: -4504098.500000 Penalty: 5009.945801 Iteration 21Q: 3 clusters Score -4504098 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 23158 members Entering Unmasked Estep Score: -4504125.500000 Penalty: 5009.945801 Iteration 22Q: 3 clusters Score -4504126 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 23202 members Entering Unmasked Estep Score: -4504141.000000 Penalty: 5009.945801 Iteration 23Q: 3 clusters Score -4504141 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 23235 members Entering Unmasked Estep Score: -4504159.500000 Penalty: 5009.945801 Iteration 24Q: 3 clusters Score -4504160 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 23261 members Entering Unmasked Estep Score: -4504179.500000 Penalty: 5009.945801 Iteration 25Q: 3 clusters Score -4504180 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 23292 members Entering Unmasked Estep Score: -4504190.500000 Penalty: 5009.945801 Iteration 26Q: 3 clusters Score -4504190 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 23316 members Entering Unmasked Estep Score: -4504198.500000 Penalty: 5009.945801 Iteration 27Q: 3 clusters Score -4504198 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 23330 members Entering Unmasked Estep Score: -4504206.000000 Penalty: 5009.945801 Iteration 28Q: 3 clusters Score -4504206 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 23338 members Entering Unmasked Estep Score: -4504209.000000 Penalty: 5009.945801 Iteration 29Q: 3 clusters Score -4504209 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 23352 members Entering Unmasked Estep Score: -4504220.500000 Penalty: 5009.945801 Iteration 30Q: 3 clusters Score -4504220 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 23363 members Entering Unmasked Estep Score: -4504226.500000 Penalty: 5009.945801 Iteration 31Q: 3 clusters Score -4504226 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 23375 members Entering Unmasked Estep Score: -4504229.500000 Penalty: 5009.945801 Iteration 32Q: 3 clusters Score -4504230 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 23387 members Entering Unmasked Estep Score: -4504235.500000 Penalty: 5009.945801 Iteration 33Q: 3 clusters Score -4504236 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 23395 members Entering Unmasked Estep Score: -4504241.000000 Penalty: 5009.945801 Iteration 34Q: 3 clusters Score -4504241 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 23402 members Entering Unmasked Estep Score: -4504243.000000 Penalty: 5009.945801 Iteration 35Q: 3 clusters Score -4504243 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 23410 members Entering Unmasked Estep Score: -4504242.500000 Penalty: 5009.945801 Iteration 36Q: 3 clusters Score -4504242 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 23413 members Entering Unmasked Estep Score: -4504244.500000 Penalty: 5009.945801 Iteration 37Q: 3 clusters Score -4504244 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 23413 members Entering Unmasked Estep Score: -4504244.500000 Penalty: 5009.945801 Iteration 38F: 3 clusters Score -4504244 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (240 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Entering Unmasked Estep Score: -24712.019531 Penalty: 1359.198486 Iteration 0F: 2 clusters Score -24712.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -23913.656250 Penalty: 2718.396973 Iteration 0F: 3 clusters Score -23913.66 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -24252.214844 Penalty: 2718.396973 Iteration 1F: 3 clusters Score -24252.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -24277.478516 Penalty: 2718.396973 Iteration 2Q: 3 clusters Score -24277.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -24284.142578 Penalty: 2718.396973 Iteration 3Q: 3 clusters Score -24284.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -24303.685547 Penalty: 2718.396973 Iteration 4Q: 3 clusters Score -24303.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -24335.375000 Penalty: 2718.396973 Iteration 5Q: 3 clusters Score -24335.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -24346.798828 Penalty: 2718.396973 Iteration 6Q: 3 clusters Score -24346.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -24346.798828 Penalty: 2718.396973 Iteration 7F: 3 clusters Score -24346.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Entering Unmasked Estep Score: -401881.781250 Penalty: 1916.210083 Iteration 0F: 2 clusters Score -401881.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -399069.000000 Penalty: 3832.420166 Iteration 0F: 3 clusters Score -399069 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -399622.281250 Penalty: 3832.420166 Iteration 1F: 3 clusters Score -399622.3 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -399796.656250 Penalty: 3832.420166 Iteration 2F: 3 clusters Score -399796.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -399915.562500 Penalty: 3832.420166 Iteration 3Q: 3 clusters Score -399915.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -400011.812500 Penalty: 3832.420166 Iteration 4Q: 3 clusters Score -400011.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -400078.156250 Penalty: 3832.420166 Iteration 5Q: 3 clusters Score -400078.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -400120.593750 Penalty: 3832.420166 Iteration 6Q: 3 clusters Score -400120.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -400147.656250 Penalty: 3832.420166 Iteration 7Q: 3 clusters Score -400147.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -400166.437500 Penalty: 3832.420166 Iteration 8Q: 3 clusters Score -400166.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -400181.437500 Penalty: 3832.420166 Iteration 9Q: 3 clusters Score -400181.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -400195.406250 Penalty: 3832.420166 Iteration 10Q: 3 clusters Score -400195.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -400207.625000 Penalty: 3832.420166 Iteration 11Q: 3 clusters Score -400207.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -400217.968750 Penalty: 3832.420166 Iteration 12Q: 3 clusters Score -400218 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -400226.406250 Penalty: 3832.420166 Iteration 13Q: 3 clusters Score -400226.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -400231.312500 Penalty: 3832.420166 Iteration 14Q: 3 clusters Score -400231.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -400236.687500 Penalty: 3832.420166 Iteration 15Q: 3 clusters Score -400236.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -400243.375000 Penalty: 3832.420166 Iteration 16Q: 3 clusters Score -400243.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -400247.968750 Penalty: 3832.420166 Iteration 17Q: 3 clusters Score -400248 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -400253.125000 Penalty: 3832.420166 Iteration 18Q: 3 clusters Score -400253.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -400258.593750 Penalty: 3832.420166 Iteration 19Q: 3 clusters Score -400258.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -400268.562500 Penalty: 3832.420166 Iteration 20F: 3 clusters Score -400268.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -400279.625000 Penalty: 3832.420166 Iteration 21Q: 3 clusters Score -400279.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -400286.250000 Penalty: 3832.420166 Iteration 22Q: 3 clusters Score -400286.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -400291.968750 Penalty: 3832.420166 Iteration 23Q: 3 clusters Score -400292 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -400295.031250 Penalty: 3832.420166 Iteration 24Q: 3 clusters Score -400295 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -400297.093750 Penalty: 3832.420166 Iteration 25Q: 3 clusters Score -400297.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -400298.843750 Penalty: 3832.420166 Iteration 26Q: 3 clusters Score -400298.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -400302.187500 Penalty: 3832.420166 Iteration 27Q: 3 clusters Score -400302.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -400303.968750 Penalty: 3832.420166 Iteration 28Q: 3 clusters Score -400304 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -400305.656250 Penalty: 3832.420166 Iteration 29Q: 3 clusters Score -400305.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -400306.375000 Penalty: 3832.420166 Iteration 30Q: 3 clusters Score -400306.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -400306.781250 Penalty: 3832.420166 Iteration 31Q: 3 clusters Score -400306.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -400307.406250 Penalty: 3832.420166 Iteration 32Q: 3 clusters Score -400307.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -400307.406250 Penalty: 3832.420166 Iteration 33F: 3 clusters Score -400307.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (21597 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21597 members Entering Unmasked Estep Score: -3781594.250000 Penalty: 2475.116699 Iteration 0F: 2 clusters Score -3781594 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10702 members Mstep: Class 2 contains 10895 members Entering Unmasked Estep Score: -3766460.000000 Penalty: 4950.233398 Iteration 0F: 3 clusters Score -3766460 nChanged 9527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10301 members Mstep: Class 2 contains 11296 members Entering Unmasked Estep Score: -3771262.000000 Penalty: 4950.233398 Iteration 1F: 3 clusters Score -3771262 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10005 members Mstep: Class 2 contains 11592 members Entering Unmasked Estep Score: -3771667.750000 Penalty: 4950.233398 Iteration 2F: 3 clusters Score -3771668 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9562 members Mstep: Class 2 contains 12035 members Entering Unmasked Estep Score: -3772036.000000 Penalty: 4950.233398 Iteration 3Q: 3 clusters Score -3772036 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8990 members Mstep: Class 2 contains 12607 members Entering Unmasked Estep Score: -3772425.250000 Penalty: 4950.233398 Iteration 4Q: 3 clusters Score -3772425 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8262 members Mstep: Class 2 contains 13335 members Entering Unmasked Estep Score: -3772855.750000 Penalty: 4950.233398 Iteration 5Q: 3 clusters Score -3772856 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7323 members Mstep: Class 2 contains 14274 members Entering Unmasked Estep Score: -3773421.750000 Penalty: 4950.233398 Iteration 6Q: 3 clusters Score -3773422 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6157 members Mstep: Class 2 contains 15440 members Entering Unmasked Estep Score: -3774199.500000 Penalty: 4950.233398 Iteration 7F: 3 clusters Score -3774200 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 16778 members Entering Unmasked Estep Score: -3775163.250000 Penalty: 4950.233398 Iteration 8F: 3 clusters Score -3775163 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 18167 members Entering Unmasked Estep Score: -3776322.000000 Penalty: 4950.233398 Iteration 9F: 3 clusters Score -3776322 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 19457 members Entering Unmasked Estep Score: -3777488.000000 Penalty: 4950.233398 Iteration 10F: 3 clusters Score -3777488 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 20380 members Entering Unmasked Estep Score: -3778357.500000 Penalty: 4950.233398 Iteration 11Q: 3 clusters Score -3778358 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 20894 members Entering Unmasked Estep Score: -3778858.500000 Penalty: 4950.233398 Iteration 12Q: 3 clusters Score -3778858 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 21126 members Entering Unmasked Estep Score: -3779097.750000 Penalty: 4950.233398 Iteration 13Q: 3 clusters Score -3779098 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 21219 members Entering Unmasked Estep Score: -3779216.000000 Penalty: 4950.233398 Iteration 14Q: 3 clusters Score -3779216 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 21271 members Entering Unmasked Estep Score: -3779287.000000 Penalty: 4950.233398 Iteration 15Q: 3 clusters Score -3779287 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 21302 members Entering Unmasked Estep Score: -3779333.750000 Penalty: 4950.233398 Iteration 16Q: 3 clusters Score -3779334 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 21317 members Entering Unmasked Estep Score: -3779357.750000 Penalty: 4950.233398 Iteration 17Q: 3 clusters Score -3779358 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 21330 members Entering Unmasked Estep Score: -3779385.750000 Penalty: 4950.233398 Iteration 18Q: 3 clusters Score -3779386 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 21344 members Entering Unmasked Estep Score: -3779410.750000 Penalty: 4950.233398 Iteration 19Q: 3 clusters Score -3779411 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 21353 members Entering Unmasked Estep Score: -3779434.750000 Penalty: 4950.233398 Iteration 20F: 3 clusters Score -3779435 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 21358 members Entering Unmasked Estep Score: -3779443.500000 Penalty: 4950.233398 Iteration 21Q: 3 clusters Score -3779444 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 21361 members Entering Unmasked Estep Score: -3779443.750000 Penalty: 4950.233398 Iteration 22Q: 3 clusters Score -3779444 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 21362 members Entering Unmasked Estep Score: -3779450.000000 Penalty: 4950.233398 Iteration 23Q: 3 clusters Score -3779450 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 21363 members Entering Unmasked Estep Score: -3779455.750000 Penalty: 4950.233398 Iteration 24Q: 3 clusters Score -3779456 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 21364 members Entering Unmasked Estep Score: -3779458.500000 Penalty: 4950.233398 Iteration 25Q: 3 clusters Score -3779458 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 21364 members Entering Unmasked Estep Score: -3779460.000000 Penalty: 4950.233398 Iteration 26Q: 3 clusters Score -3779460 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 21365 members Entering Unmasked Estep Score: -3779461.750000 Penalty: 4950.233398 Iteration 27Q: 3 clusters Score -3779462 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 21366 members Entering Unmasked Estep Score: -3779462.750000 Penalty: 4950.233398 Iteration 28Q: 3 clusters Score -3779463 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 21366 members Entering Unmasked Estep Score: -3779462.750000 Penalty: 4950.233398 Iteration 29F: 3 clusters Score -3779463 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Entering Unmasked Estep Score: -215883.375000 Penalty: 1763.655029 Iteration 0F: 2 clusters Score -215883.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -213792.718750 Penalty: 3527.310059 Iteration 0F: 3 clusters Score -213792.7 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -214256.484375 Penalty: 3527.310059 Iteration 1F: 3 clusters Score -214256.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -214420.515625 Penalty: 3527.310059 Iteration 2F: 3 clusters Score -214420.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -214529.062500 Penalty: 3527.310059 Iteration 3F: 3 clusters Score -214529.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -214648.609375 Penalty: 3527.310059 Iteration 4Q: 3 clusters Score -214648.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -214760.093750 Penalty: 3527.310059 Iteration 5Q: 3 clusters Score -214760.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -214896.250000 Penalty: 3527.310059 Iteration 6Q: 3 clusters Score -214896.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -215020.015625 Penalty: 3527.310059 Iteration 7Q: 3 clusters Score -215020 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -215179.187500 Penalty: 3527.310059 Iteration 8Q: 3 clusters Score -215179.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -215446.468750 Penalty: 3527.310059 Iteration 9Q: 3 clusters Score -215446.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -215670.343750 Penalty: 3527.310059 Iteration 10Q: 3 clusters Score -215670.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -215750.062500 Penalty: 3527.310059 Iteration 11Q: 3 clusters Score -215750.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -215796.562500 Penalty: 3527.310059 Iteration 12Q: 3 clusters Score -215796.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -215815.218750 Penalty: 3527.310059 Iteration 13Q: 3 clusters Score -215815.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -215826.218750 Penalty: 3527.310059 Iteration 14Q: 3 clusters Score -215826.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -215831.359375 Penalty: 3527.310059 Iteration 15Q: 3 clusters Score -215831.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -215834.500000 Penalty: 3527.310059 Iteration 16Q: 3 clusters Score -215834.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -215835.984375 Penalty: 3527.310059 Iteration 17Q: 3 clusters Score -215836 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -215835.984375 Penalty: 3527.310059 Iteration 18F: 3 clusters Score -215836 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (62877 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62877 members Entering Unmasked Estep Score: -11584639.000000 Penalty: 2740.135986 Iteration 0F: 2 clusters Score -1.158464e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31342 members Mstep: Class 2 contains 31535 members Entering Unmasked Estep Score: -11545342.000000 Penalty: 5480.271973 Iteration 0F: 3 clusters Score -1.154534e+07 nChanged 29387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30895 members Mstep: Class 2 contains 31982 members Entering Unmasked Estep Score: -11562017.000000 Penalty: 5480.271973 Iteration 1F: 3 clusters Score -1.156202e+07 nChanged 2567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30516 members Mstep: Class 2 contains 32361 members Entering Unmasked Estep Score: -11562933.000000 Penalty: 5480.271973 Iteration 2Q: 3 clusters Score -1.156293e+07 nChanged 2729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29847 members Mstep: Class 2 contains 33030 members Entering Unmasked Estep Score: -11564028.000000 Penalty: 5480.271973 Iteration 3Q: 3 clusters Score -1.156403e+07 nChanged 3041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28816 members Mstep: Class 2 contains 34061 members Entering Unmasked Estep Score: -11565482.000000 Penalty: 5480.271973 Iteration 4Q: 3 clusters Score -1.156548e+07 nChanged 3500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27314 members Mstep: Class 2 contains 35563 members Entering Unmasked Estep Score: -11567339.000000 Penalty: 5480.271973 Iteration 5F: 3 clusters Score -1.156734e+07 nChanged 3902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25410 members Mstep: Class 2 contains 37467 members Entering Unmasked Estep Score: -11569999.000000 Penalty: 5480.271973 Iteration 6F: 3 clusters Score -1.157e+07 nChanged 4241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23271 members Mstep: Class 2 contains 39606 members Entering Unmasked Estep Score: -11573537.000000 Penalty: 5480.271973 Iteration 7F: 3 clusters Score -1.157354e+07 nChanged 4147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21332 members Mstep: Class 2 contains 41545 members Entering Unmasked Estep Score: -11577146.000000 Penalty: 5480.271973 Iteration 8F: 3 clusters Score -1.157715e+07 nChanged 3307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 42880 members Entering Unmasked Estep Score: -11579593.000000 Penalty: 5480.271973 Iteration 9F: 3 clusters Score -1.157959e+07 nChanged 2126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19019 members Mstep: Class 2 contains 43858 members Entering Unmasked Estep Score: -11580683.000000 Penalty: 5480.271973 Iteration 10Q: 3 clusters Score -1.158068e+07 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18208 members Mstep: Class 2 contains 44669 members Entering Unmasked Estep Score: -11581255.000000 Penalty: 5480.271973 Iteration 11Q: 3 clusters Score -1.158126e+07 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17447 members Mstep: Class 2 contains 45430 members Entering Unmasked Estep Score: -11581737.000000 Penalty: 5480.271973 Iteration 12Q: 3 clusters Score -1.158174e+07 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16753 members Mstep: Class 2 contains 46124 members Entering Unmasked Estep Score: -11582037.000000 Penalty: 5480.271973 Iteration 13Q: 3 clusters Score -1.158204e+07 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16064 members Mstep: Class 2 contains 46813 members Entering Unmasked Estep Score: -11582335.000000 Penalty: 5480.271973 Iteration 14Q: 3 clusters Score -1.158234e+07 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15423 members Mstep: Class 2 contains 47454 members Entering Unmasked Estep Score: -11582532.000000 Penalty: 5480.271973 Iteration 15Q: 3 clusters Score -1.158253e+07 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14780 members Mstep: Class 2 contains 48097 members Entering Unmasked Estep Score: -11582658.000000 Penalty: 5480.271973 Iteration 16Q: 3 clusters Score -1.158266e+07 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14127 members Mstep: Class 2 contains 48750 members Entering Unmasked Estep Score: -11582788.000000 Penalty: 5480.271973 Iteration 17Q: 3 clusters Score -1.158279e+07 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13644 members Mstep: Class 2 contains 49233 members Entering Unmasked Estep Score: -11582835.000000 Penalty: 5480.271973 Iteration 18Q: 3 clusters Score -1.158284e+07 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13182 members Mstep: Class 2 contains 49695 members Entering Unmasked Estep Score: -11582877.000000 Penalty: 5480.271973 Iteration 19Q: 3 clusters Score -1.158288e+07 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12710 members Mstep: Class 2 contains 50167 members Entering Unmasked Estep Score: -11582898.000000 Penalty: 5480.271973 Iteration 20F: 3 clusters Score -1.15829e+07 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12304 members Mstep: Class 2 contains 50573 members Entering Unmasked Estep Score: -11582933.000000 Penalty: 5480.271973 Iteration 21Q: 3 clusters Score -1.158293e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11928 members Mstep: Class 2 contains 50949 members Entering Unmasked Estep Score: -11582956.000000 Penalty: 5480.271973 Iteration 22Q: 3 clusters Score -1.158296e+07 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11567 members Mstep: Class 2 contains 51310 members Entering Unmasked Estep Score: -11582947.000000 Penalty: 5480.271973 Iteration 23Q: 3 clusters Score -1.158295e+07 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11211 members Mstep: Class 2 contains 51666 members Entering Unmasked Estep Score: -11583030.000000 Penalty: 5480.271973 Iteration 24Q: 3 clusters Score -1.158303e+07 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10844 members Mstep: Class 2 contains 52033 members Entering Unmasked Estep Score: -11583053.000000 Penalty: 5480.271973 Iteration 25Q: 3 clusters Score -1.158305e+07 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10481 members Mstep: Class 2 contains 52396 members Entering Unmasked Estep Score: -11583040.000000 Penalty: 5480.271973 Iteration 26Q: 3 clusters Score -1.158304e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10151 members Mstep: Class 2 contains 52726 members Entering Unmasked Estep Score: -11583087.000000 Penalty: 5480.271973 Iteration 27Q: 3 clusters Score -1.158309e+07 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9840 members Mstep: Class 2 contains 53037 members Entering Unmasked Estep Score: -11583062.000000 Penalty: 5480.271973 Iteration 28Q: 3 clusters Score -1.158306e+07 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9531 members Mstep: Class 2 contains 53346 members Entering Unmasked Estep Score: -11583059.000000 Penalty: 5480.271973 Iteration 29Q: 3 clusters Score -1.158306e+07 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9241 members Mstep: Class 2 contains 53636 members Entering Unmasked Estep Score: -11583021.000000 Penalty: 5480.271973 Iteration 30Q: 3 clusters Score -1.158302e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8912 members Mstep: Class 2 contains 53965 members Entering Unmasked Estep Score: -11583028.000000 Penalty: 5480.271973 Iteration 31Q: 3 clusters Score -1.158303e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8567 members Mstep: Class 2 contains 54310 members Entering Unmasked Estep Score: -11583045.000000 Penalty: 5480.271973 Iteration 32Q: 3 clusters Score -1.158304e+07 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8207 members Mstep: Class 2 contains 54670 members Entering Unmasked Estep Score: -11583059.000000 Penalty: 5480.271973 Iteration 33Q: 3 clusters Score -1.158306e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7852 members Mstep: Class 2 contains 55025 members Entering Unmasked Estep Score: -11583091.000000 Penalty: 5480.271973 Iteration 34Q: 3 clusters Score -1.158309e+07 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7442 members Mstep: Class 2 contains 55435 members Entering Unmasked Estep Score: -11583112.000000 Penalty: 5480.271973 Iteration 35Q: 3 clusters Score -1.158311e+07 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7044 members Mstep: Class 2 contains 55833 members Entering Unmasked Estep Score: -11583160.000000 Penalty: 5480.271973 Iteration 36Q: 3 clusters Score -1.158316e+07 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Mstep: Class 2 contains 56208 members Entering Unmasked Estep Score: -11583159.000000 Penalty: 5480.271973 Iteration 37Q: 3 clusters Score -1.158316e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 56520 members Entering Unmasked Estep Score: -11583142.000000 Penalty: 5480.271973 Iteration 38Q: 3 clusters Score -1.158314e+07 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 56803 members Entering Unmasked Estep Score: -11583134.000000 Penalty: 5480.271973 Iteration 39Q: 3 clusters Score -1.158313e+07 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 57078 members Entering Unmasked Estep Score: -11583132.000000 Penalty: 5480.271973 Iteration 40F: 3 clusters Score -1.158313e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 57329 members Entering Unmasked Estep Score: -11583096.000000 Penalty: 5480.271973 Iteration 41Q: 3 clusters Score -1.15831e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Mstep: Class 2 contains 57565 members Entering Unmasked Estep Score: -11583102.000000 Penalty: 5480.271973 Iteration 42Q: 3 clusters Score -1.15831e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 57802 members Entering Unmasked Estep Score: -11583115.000000 Penalty: 5480.271973 Iteration 43Q: 3 clusters Score -1.158312e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 58040 members Entering Unmasked Estep Score: -11583129.000000 Penalty: 5480.271973 Iteration 44Q: 3 clusters Score -1.158313e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 58248 members Entering Unmasked Estep Score: -11583107.000000 Penalty: 5480.271973 Iteration 45Q: 3 clusters Score -1.158311e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 58457 members Entering Unmasked Estep Score: -11583131.000000 Penalty: 5480.271973 Iteration 46Q: 3 clusters Score -1.158313e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 58657 members Entering Unmasked Estep Score: -11583141.000000 Penalty: 5480.271973 Iteration 47Q: 3 clusters Score -1.158314e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 58821 members Entering Unmasked Estep Score: -11583121.000000 Penalty: 5480.271973 Iteration 48Q: 3 clusters Score -1.158312e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 58982 members Entering Unmasked Estep Score: -11583115.000000 Penalty: 5480.271973 Iteration 49Q: 3 clusters Score -1.158312e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 59133 members Entering Unmasked Estep Score: -11583145.000000 Penalty: 5480.271973 Iteration 50Q: 3 clusters Score -1.158314e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 59287 members Entering Unmasked Estep Score: -11583141.000000 Penalty: 5480.271973 Iteration 51Q: 3 clusters Score -1.158314e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 59443 members Entering Unmasked Estep Score: -11583134.000000 Penalty: 5480.271973 Iteration 52Q: 3 clusters Score -1.158313e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 59576 members Entering Unmasked Estep Score: -11583108.000000 Penalty: 5480.271973 Iteration 53Q: 3 clusters Score -1.158311e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 59718 members Entering Unmasked Estep Score: -11583085.000000 Penalty: 5480.271973 Iteration 54Q: 3 clusters Score -1.158308e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 59848 members Entering Unmasked Estep Score: -11583055.000000 Penalty: 5480.271973 Iteration 55Q: 3 clusters Score -1.158306e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 59964 members Entering Unmasked Estep Score: -11583045.000000 Penalty: 5480.271973 Iteration 56Q: 3 clusters Score -1.158304e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 60063 members Entering Unmasked Estep Score: -11583014.000000 Penalty: 5480.271973 Iteration 57Q: 3 clusters Score -1.158301e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 60134 members Entering Unmasked Estep Score: -11583007.000000 Penalty: 5480.271973 Iteration 58Q: 3 clusters Score -1.158301e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 60206 members Entering Unmasked Estep Score: -11583025.000000 Penalty: 5480.271973 Iteration 59Q: 3 clusters Score -1.158302e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 60274 members Entering Unmasked Estep Score: -11582997.000000 Penalty: 5480.271973 Iteration 60F: 3 clusters Score -1.1583e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 60335 members Entering Unmasked Estep Score: -11582986.000000 Penalty: 5480.271973 Iteration 61Q: 3 clusters Score -1.158299e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 60387 members Entering Unmasked Estep Score: -11582988.000000 Penalty: 5480.271973 Iteration 62Q: 3 clusters Score -1.158299e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 60438 members Entering Unmasked Estep Score: -11582977.000000 Penalty: 5480.271973 Iteration 63Q: 3 clusters Score -1.158298e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 60487 members Entering Unmasked Estep Score: -11582964.000000 Penalty: 5480.271973 Iteration 64Q: 3 clusters Score -1.158296e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 60526 members Entering Unmasked Estep Score: -11582985.000000 Penalty: 5480.271973 Iteration 65Q: 3 clusters Score -1.158298e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 60564 members Entering Unmasked Estep Score: -11582990.000000 Penalty: 5480.271973 Iteration 66Q: 3 clusters Score -1.158299e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 60604 members Entering Unmasked Estep Score: -11582996.000000 Penalty: 5480.271973 Iteration 67Q: 3 clusters Score -1.1583e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 60636 members Entering Unmasked Estep Score: -11582995.000000 Penalty: 5480.271973 Iteration 68Q: 3 clusters Score -1.1583e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 60677 members Entering Unmasked Estep Score: -11582998.000000 Penalty: 5480.271973 Iteration 69Q: 3 clusters Score -1.1583e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 60716 members Entering Unmasked Estep Score: -11582987.000000 Penalty: 5480.271973 Iteration 70Q: 3 clusters Score -1.158299e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 60762 members Entering Unmasked Estep Score: -11582992.000000 Penalty: 5480.271973 Iteration 71Q: 3 clusters Score -1.158299e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 60804 members Entering Unmasked Estep Score: -11582984.000000 Penalty: 5480.271973 Iteration 72Q: 3 clusters Score -1.158298e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 60833 members Entering Unmasked Estep Score: -11582982.000000 Penalty: 5480.271973 Iteration 73Q: 3 clusters Score -1.158298e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 60862 members Entering Unmasked Estep Score: -11582963.000000 Penalty: 5480.271973 Iteration 74Q: 3 clusters Score -1.158296e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 60885 members Entering Unmasked Estep Score: -11582967.000000 Penalty: 5480.271973 Iteration 75Q: 3 clusters Score -1.158297e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 60905 members Entering Unmasked Estep Score: -11582960.000000 Penalty: 5480.271973 Iteration 76Q: 3 clusters Score -1.158296e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 60929 members Entering Unmasked Estep Score: -11582944.000000 Penalty: 5480.271973 Iteration 77Q: 3 clusters Score -1.158294e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 60962 members Entering Unmasked Estep Score: -11582939.000000 Penalty: 5480.271973 Iteration 78Q: 3 clusters Score -1.158294e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 60993 members Entering Unmasked Estep Score: -11582936.000000 Penalty: 5480.271973 Iteration 79Q: 3 clusters Score -1.158294e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 61020 members Entering Unmasked Estep Score: -11582899.000000 Penalty: 5480.271973 Iteration 80F: 3 clusters Score -1.15829e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 61039 members Entering Unmasked Estep Score: -11582902.000000 Penalty: 5480.271973 Iteration 81Q: 3 clusters Score -1.15829e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 61059 members Entering Unmasked Estep Score: -11582903.000000 Penalty: 5480.271973 Iteration 82Q: 3 clusters Score -1.15829e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 61073 members Entering Unmasked Estep Score: -11582903.000000 Penalty: 5480.271973 Iteration 83Q: 3 clusters Score -1.15829e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 61082 members Entering Unmasked Estep Score: -11582901.000000 Penalty: 5480.271973 Iteration 84Q: 3 clusters Score -1.15829e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 61089 members Entering Unmasked Estep Score: -11582913.000000 Penalty: 5480.271973 Iteration 85Q: 3 clusters Score -1.158291e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 61098 members Entering Unmasked Estep Score: -11582897.000000 Penalty: 5480.271973 Iteration 86Q: 3 clusters Score -1.15829e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 61107 members Entering Unmasked Estep Score: -11582900.000000 Penalty: 5480.271973 Iteration 87Q: 3 clusters Score -1.15829e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 61111 members Entering Unmasked Estep Score: -11582896.000000 Penalty: 5480.271973 Iteration 88Q: 3 clusters Score -1.15829e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 61114 members Entering Unmasked Estep Score: -11582895.000000 Penalty: 5480.271973 Iteration 89Q: 3 clusters Score -1.15829e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 61116 members Entering Unmasked Estep Score: -11582902.000000 Penalty: 5480.271973 Iteration 90Q: 3 clusters Score -1.15829e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 61120 members Entering Unmasked Estep Score: -11582910.000000 Penalty: 5480.271973 Iteration 91Q: 3 clusters Score -1.158291e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 61125 members Entering Unmasked Estep Score: -11582901.000000 Penalty: 5480.271973 Iteration 92Q: 3 clusters Score -1.15829e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 61136 members Entering Unmasked Estep Score: -11582903.000000 Penalty: 5480.271973 Iteration 93Q: 3 clusters Score -1.15829e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 61143 members Entering Unmasked Estep Score: -11582905.000000 Penalty: 5480.271973 Iteration 94Q: 3 clusters Score -1.15829e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 61149 members Entering Unmasked Estep Score: -11582902.000000 Penalty: 5480.271973 Iteration 95Q: 3 clusters Score -1.15829e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 61155 members Entering Unmasked Estep Score: -11582891.000000 Penalty: 5480.271973 Iteration 96Q: 3 clusters Score -1.158289e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 61164 members Entering Unmasked Estep Score: -11582903.000000 Penalty: 5480.271973 Iteration 97Q: 3 clusters Score -1.15829e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 61173 members Entering Unmasked Estep Score: -11582894.000000 Penalty: 5480.271973 Iteration 98Q: 3 clusters Score -1.158289e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 61184 members Entering Unmasked Estep Score: -11582885.000000 Penalty: 5480.271973 Iteration 99Q: 3 clusters Score -1.158288e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 61195 members Entering Unmasked Estep Score: -11582889.000000 Penalty: 5480.271973 Iteration 100F: 3 clusters Score -1.158289e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 61205 members Entering Unmasked Estep Score: -11582891.000000 Penalty: 5480.271973 Iteration 101Q: 3 clusters Score -1.158289e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 61216 members Entering Unmasked Estep Score: -11582888.000000 Penalty: 5480.271973 Iteration 102Q: 3 clusters Score -1.158289e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 61227 members Entering Unmasked Estep Score: -11582897.000000 Penalty: 5480.271973 Iteration 103Q: 3 clusters Score -1.15829e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 61233 members Entering Unmasked Estep Score: -11582899.000000 Penalty: 5480.271973 Iteration 104Q: 3 clusters Score -1.15829e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 61236 members Entering Unmasked Estep Score: -11582901.000000 Penalty: 5480.271973 Iteration 105Q: 3 clusters Score -1.15829e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 61236 members Entering Unmasked Estep Score: -11582896.000000 Penalty: 5480.271973 Iteration 106Q: 3 clusters Score -1.15829e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 61237 members Entering Unmasked Estep Score: -11582905.000000 Penalty: 5480.271973 Iteration 107Q: 3 clusters Score -1.15829e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 61237 members Entering Unmasked Estep Score: -11582905.000000 Penalty: 5480.271973 Iteration 108F: 3 clusters Score -1.15829e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (23837 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23837 members Entering Unmasked Estep Score: -4301482.000000 Penalty: 2499.590820 Iteration 0F: 2 clusters Score -4301482 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11950 members Mstep: Class 2 contains 11887 members Entering Unmasked Estep Score: -4284877.500000 Penalty: 4999.181641 Iteration 0F: 3 clusters Score -4284878 nChanged 10603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12045 members Mstep: Class 2 contains 11792 members Entering Unmasked Estep Score: -4290619.500000 Penalty: 4999.181641 Iteration 1F: 3 clusters Score -4290620 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12167 members Mstep: Class 2 contains 11670 members Entering Unmasked Estep Score: -4291041.500000 Penalty: 4999.181641 Iteration 2Q: 3 clusters Score -4291042 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12242 members Mstep: Class 2 contains 11595 members Entering Unmasked Estep Score: -4291482.500000 Penalty: 4999.181641 Iteration 3Q: 3 clusters Score -4291482 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12306 members Mstep: Class 2 contains 11531 members Entering Unmasked Estep Score: -4292025.000000 Penalty: 4999.181641 Iteration 4Q: 3 clusters Score -4292025 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12306 members Mstep: Class 2 contains 11531 members Entering Unmasked Estep Score: -4292775.000000 Penalty: 4999.181641 Iteration 5Q: 3 clusters Score -4292775 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12178 members Mstep: Class 2 contains 11659 members Entering Unmasked Estep Score: -4293555.500000 Penalty: 4999.181641 Iteration 6F: 3 clusters Score -4293556 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11914 members Mstep: Class 2 contains 11923 members Entering Unmasked Estep Score: -4294300.000000 Penalty: 4999.181641 Iteration 7F: 3 clusters Score -4294300 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11535 members Mstep: Class 2 contains 12302 members Entering Unmasked Estep Score: -4295045.500000 Penalty: 4999.181641 Iteration 8F: 3 clusters Score -4295046 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11047 members Mstep: Class 2 contains 12790 members Entering Unmasked Estep Score: -4295660.000000 Penalty: 4999.181641 Iteration 9F: 3 clusters Score -4295660 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10479 members Mstep: Class 2 contains 13358 members Entering Unmasked Estep Score: -4296185.000000 Penalty: 4999.181641 Iteration 10Q: 3 clusters Score -4296185 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9898 members Mstep: Class 2 contains 13939 members Entering Unmasked Estep Score: -4296558.000000 Penalty: 4999.181641 Iteration 11Q: 3 clusters Score -4296558 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 14502 members Entering Unmasked Estep Score: -4296860.500000 Penalty: 4999.181641 Iteration 12Q: 3 clusters Score -4296860 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8807 members Mstep: Class 2 contains 15030 members Entering Unmasked Estep Score: -4297093.500000 Penalty: 4999.181641 Iteration 13Q: 3 clusters Score -4297094 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8279 members Mstep: Class 2 contains 15558 members Entering Unmasked Estep Score: -4297309.000000 Penalty: 4999.181641 Iteration 14Q: 3 clusters Score -4297309 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7781 members Mstep: Class 2 contains 16056 members Entering Unmasked Estep Score: -4297504.000000 Penalty: 4999.181641 Iteration 15Q: 3 clusters Score -4297504 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7259 members Mstep: Class 2 contains 16578 members Entering Unmasked Estep Score: -4297702.500000 Penalty: 4999.181641 Iteration 16Q: 3 clusters Score -4297702 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6702 members Mstep: Class 2 contains 17135 members Entering Unmasked Estep Score: -4297912.500000 Penalty: 4999.181641 Iteration 17Q: 3 clusters Score -4297912 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6159 members Mstep: Class 2 contains 17678 members Entering Unmasked Estep Score: -4298134.000000 Penalty: 4999.181641 Iteration 18Q: 3 clusters Score -4298134 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5609 members Mstep: Class 2 contains 18228 members Entering Unmasked Estep Score: -4298375.500000 Penalty: 4999.181641 Iteration 19Q: 3 clusters Score -4298376 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 18788 members Entering Unmasked Estep Score: -4298626.000000 Penalty: 4999.181641 Iteration 20F: 3 clusters Score -4298626 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 19332 members Entering Unmasked Estep Score: -4298893.500000 Penalty: 4999.181641 Iteration 21Q: 3 clusters Score -4298894 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 19835 members Entering Unmasked Estep Score: -4299171.500000 Penalty: 4999.181641 Iteration 22Q: 3 clusters Score -4299172 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 20306 members Entering Unmasked Estep Score: -4299410.000000 Penalty: 4999.181641 Iteration 23Q: 3 clusters Score -4299410 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 20710 members Entering Unmasked Estep Score: -4299639.500000 Penalty: 4999.181641 Iteration 24Q: 3 clusters Score -4299640 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 21058 members Entering Unmasked Estep Score: -4299872.000000 Penalty: 4999.181641 Iteration 25Q: 3 clusters Score -4299872 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 21331 members Entering Unmasked Estep Score: -4300172.500000 Penalty: 4999.181641 Iteration 26Q: 3 clusters Score -4300172 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 21555 members Entering Unmasked Estep Score: -4300414.000000 Penalty: 4999.181641 Iteration 27Q: 3 clusters Score -4300414 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 21736 members Entering Unmasked Estep Score: -4300506.000000 Penalty: 4999.181641 Iteration 28Q: 3 clusters Score -4300506 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 21862 members Entering Unmasked Estep Score: -4300551.000000 Penalty: 4999.181641 Iteration 29Q: 3 clusters Score -4300551 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 21943 members Entering Unmasked Estep Score: -4300575.500000 Penalty: 4999.181641 Iteration 30Q: 3 clusters Score -4300576 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 22017 members Entering Unmasked Estep Score: -4300595.000000 Penalty: 4999.181641 Iteration 31Q: 3 clusters Score -4300595 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 22079 members Entering Unmasked Estep Score: -4300627.500000 Penalty: 4999.181641 Iteration 32Q: 3 clusters Score -4300628 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 22127 members Entering Unmasked Estep Score: -4300637.500000 Penalty: 4999.181641 Iteration 33Q: 3 clusters Score -4300638 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 22171 members Entering Unmasked Estep Score: -4300645.500000 Penalty: 4999.181641 Iteration 34Q: 3 clusters Score -4300646 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 22199 members Entering Unmasked Estep Score: -4300653.500000 Penalty: 4999.181641 Iteration 35Q: 3 clusters Score -4300654 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 22222 members Entering Unmasked Estep Score: -4300646.000000 Penalty: 4999.181641 Iteration 36Q: 3 clusters Score -4300646 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 22240 members Entering Unmasked Estep Score: -4300650.500000 Penalty: 4999.181641 Iteration 37Q: 3 clusters Score -4300650 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 22263 members Entering Unmasked Estep Score: -4300662.000000 Penalty: 4999.181641 Iteration 38Q: 3 clusters Score -4300662 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 22279 members Entering Unmasked Estep Score: -4300669.000000 Penalty: 4999.181641 Iteration 39Q: 3 clusters Score -4300669 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 22289 members Entering Unmasked Estep Score: -4300673.000000 Penalty: 4999.181641 Iteration 40F: 3 clusters Score -4300673 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 22296 members Entering Unmasked Estep Score: -4300679.000000 Penalty: 4999.181641 Iteration 41Q: 3 clusters Score -4300679 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 22302 members Entering Unmasked Estep Score: -4300684.500000 Penalty: 4999.181641 Iteration 42Q: 3 clusters Score -4300684 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 22309 members Entering Unmasked Estep Score: -4300680.000000 Penalty: 4999.181641 Iteration 43Q: 3 clusters Score -4300680 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 22316 members Entering Unmasked Estep Score: -4300684.000000 Penalty: 4999.181641 Iteration 44Q: 3 clusters Score -4300684 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 22319 members Entering Unmasked Estep Score: -4300681.000000 Penalty: 4999.181641 Iteration 45Q: 3 clusters Score -4300681 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 22321 members Entering Unmasked Estep Score: -4300688.500000 Penalty: 4999.181641 Iteration 46Q: 3 clusters Score -4300688 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 22322 members Entering Unmasked Estep Score: -4300689.500000 Penalty: 4999.181641 Iteration 47Q: 3 clusters Score -4300690 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 22324 members Entering Unmasked Estep Score: -4300692.000000 Penalty: 4999.181641 Iteration 48Q: 3 clusters Score -4300692 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 22324 members Entering Unmasked Estep Score: -4300692.000000 Penalty: 4999.181641 Iteration 49F: 3 clusters Score -4300692 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Entering Unmasked Estep Score: -20976.830078 Penalty: 1270.743042 Iteration 0F: 2 clusters Score -20976.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -20144.833984 Penalty: 2541.486084 Iteration 0F: 3 clusters Score -20144.83 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -20242.376953 Penalty: 2541.486084 Iteration 1F: 3 clusters Score -20242.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -20315.544922 Penalty: 2541.486084 Iteration 2Q: 3 clusters Score -20315.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -20344.021484 Penalty: 2541.486084 Iteration 3Q: 3 clusters Score -20344.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -20356.550781 Penalty: 2541.486084 Iteration 4Q: 3 clusters Score -20356.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -20368.355469 Penalty: 2541.486084 Iteration 5Q: 3 clusters Score -20368.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -20377.185547 Penalty: 2541.486084 Iteration 6Q: 3 clusters Score -20377.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -20377.185547 Penalty: 2541.486084 Iteration 7F: 3 clusters Score -20377.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (24564 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24564 members Entering Unmasked Estep Score: -4847284.500000 Penalty: 2507.041260 Iteration 0F: 2 clusters Score -4847284 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12336 members Mstep: Class 2 contains 12228 members Entering Unmasked Estep Score: -4830699.000000 Penalty: 5014.082520 Iteration 0F: 3 clusters Score -4830699 nChanged 10961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12749 members Mstep: Class 2 contains 11815 members Entering Unmasked Estep Score: -4836405.000000 Penalty: 5014.082520 Iteration 1F: 3 clusters Score -4836405 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13036 members Mstep: Class 2 contains 11528 members Entering Unmasked Estep Score: -4836809.500000 Penalty: 5014.082520 Iteration 2Q: 3 clusters Score -4836810 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13437 members Mstep: Class 2 contains 11127 members Entering Unmasked Estep Score: -4837145.000000 Penalty: 5014.082520 Iteration 3Q: 3 clusters Score -4837145 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13935 members Mstep: Class 2 contains 10629 members Entering Unmasked Estep Score: -4837422.000000 Penalty: 5014.082520 Iteration 4Q: 3 clusters Score -4837422 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14604 members Mstep: Class 2 contains 9960 members Entering Unmasked Estep Score: -4837799.500000 Penalty: 5014.082520 Iteration 5Q: 3 clusters Score -4837800 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15500 members Mstep: Class 2 contains 9064 members Entering Unmasked Estep Score: -4838272.000000 Penalty: 5014.082520 Iteration 6Q: 3 clusters Score -4838272 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16593 members Mstep: Class 2 contains 7971 members Entering Unmasked Estep Score: -4838829.500000 Penalty: 5014.082520 Iteration 7Q: 3 clusters Score -4838830 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17907 members Mstep: Class 2 contains 6657 members Entering Unmasked Estep Score: -4839645.000000 Penalty: 5014.082520 Iteration 8F: 3 clusters Score -4839645 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19405 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -4840698.000000 Penalty: 5014.082520 Iteration 9F: 3 clusters Score -4840698 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20977 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -4842021.500000 Penalty: 5014.082520 Iteration 10F: 3 clusters Score -4842022 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22351 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -4843187.000000 Penalty: 5014.082520 Iteration 11F: 3 clusters Score -4843187 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23341 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -4844049.500000 Penalty: 5014.082520 Iteration 12Q: 3 clusters Score -4844050 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23891 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -4844573.500000 Penalty: 5014.082520 Iteration 13Q: 3 clusters Score -4844574 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24156 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -4844838.000000 Penalty: 5014.082520 Iteration 14Q: 3 clusters Score -4844838 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24248 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -4844945.500000 Penalty: 5014.082520 Iteration 15Q: 3 clusters Score -4844946 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24290 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -4844996.500000 Penalty: 5014.082520 Iteration 16Q: 3 clusters Score -4844996 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24311 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -4845031.000000 Penalty: 5014.082520 Iteration 17Q: 3 clusters Score -4845031 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24322 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -4845054.000000 Penalty: 5014.082520 Iteration 18Q: 3 clusters Score -4845054 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24331 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -4845058.000000 Penalty: 5014.082520 Iteration 19Q: 3 clusters Score -4845058 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24335 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -4845076.500000 Penalty: 5014.082520 Iteration 20F: 3 clusters Score -4845076 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24337 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -4845083.000000 Penalty: 5014.082520 Iteration 21Q: 3 clusters Score -4845083 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24340 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -4845086.000000 Penalty: 5014.082520 Iteration 22Q: 3 clusters Score -4845086 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24345 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -4845097.500000 Penalty: 5014.082520 Iteration 23Q: 3 clusters Score -4845098 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24345 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -4845107.500000 Penalty: 5014.082520 Iteration 24Q: 3 clusters Score -4845108 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24345 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -4845116.000000 Penalty: 5014.082520 Iteration 25Q: 3 clusters Score -4845116 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24345 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -4845130.000000 Penalty: 5014.082520 Iteration 26Q: 3 clusters Score -4845130 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24346 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -4845136.000000 Penalty: 5014.082520 Iteration 27Q: 3 clusters Score -4845136 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24349 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -4845145.000000 Penalty: 5014.082520 Iteration 28Q: 3 clusters Score -4845145 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24350 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -4845145.500000 Penalty: 5014.082520 Iteration 29Q: 3 clusters Score -4845146 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24350 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -4845145.500000 Penalty: 5014.082520 Iteration 30F: 3 clusters Score -4845146 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Entering Unmasked Estep Score: -109081.992188 Penalty: 1611.947144 Iteration 0F: 2 clusters Score -109082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -107400.906250 Penalty: 3223.894287 Iteration 0F: 3 clusters Score -107400.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -107603.085938 Penalty: 3223.894287 Iteration 1F: 3 clusters Score -107603.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -107653.140625 Penalty: 3223.894287 Iteration 2Q: 3 clusters Score -107653.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -107670.773438 Penalty: 3223.894287 Iteration 3Q: 3 clusters Score -107670.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -107688.179688 Penalty: 3223.894287 Iteration 4Q: 3 clusters Score -107688.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -107699.031250 Penalty: 3223.894287 Iteration 5Q: 3 clusters Score -107699 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -107712.343750 Penalty: 3223.894287 Iteration 6Q: 3 clusters Score -107712.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -107726.656250 Penalty: 3223.894287 Iteration 7Q: 3 clusters Score -107726.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -107731.710938 Penalty: 3223.894287 Iteration 8Q: 3 clusters Score -107731.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -107735.453125 Penalty: 3223.894287 Iteration 9Q: 3 clusters Score -107735.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -107736.914062 Penalty: 3223.894287 Iteration 10Q: 3 clusters Score -107736.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -107738.062500 Penalty: 3223.894287 Iteration 11Q: 3 clusters Score -107738.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -107738.062500 Penalty: 3223.894287 Iteration 12F: 3 clusters Score -107738.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Entering Unmasked Estep Score: -76282.257812 Penalty: 1535.705811 Iteration 0F: 2 clusters Score -76282.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -74854.781250 Penalty: 3071.411621 Iteration 0F: 3 clusters Score -74854.78 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -75215.835938 Penalty: 3071.411621 Iteration 1F: 3 clusters Score -75215.84 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -75363.117188 Penalty: 3071.411621 Iteration 2F: 3 clusters Score -75363.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -75423.882812 Penalty: 3071.411621 Iteration 3Q: 3 clusters Score -75423.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -75473.968750 Penalty: 3071.411621 Iteration 4Q: 3 clusters Score -75473.97 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -75519.218750 Penalty: 3071.411621 Iteration 5Q: 3 clusters Score -75519.22 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -75582.453125 Penalty: 3071.411621 Iteration 6Q: 3 clusters Score -75582.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -75601.460938 Penalty: 3071.411621 Iteration 7Q: 3 clusters Score -75601.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -75621.421875 Penalty: 3071.411621 Iteration 8Q: 3 clusters Score -75621.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -75647.445312 Penalty: 3071.411621 Iteration 9Q: 3 clusters Score -75647.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -75661.000000 Penalty: 3071.411621 Iteration 10Q: 3 clusters Score -75661 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -75662.804688 Penalty: 3071.411621 Iteration 11Q: 3 clusters Score -75662.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -75662.804688 Penalty: 3071.411621 Iteration 12F: 3 clusters Score -75662.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (23230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23230 members Entering Unmasked Estep Score: -4511315.500000 Penalty: 2493.193604 Iteration 0F: 2 clusters Score -4511316 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11630 members Mstep: Class 2 contains 11600 members Entering Unmasked Estep Score: -4495126.000000 Penalty: 4986.387207 Iteration 0F: 3 clusters Score -4495126 nChanged 10334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11596 members Mstep: Class 2 contains 11634 members Entering Unmasked Estep Score: -4500512.500000 Penalty: 4986.387207 Iteration 1F: 3 clusters Score -4500512 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11593 members Mstep: Class 2 contains 11637 members Entering Unmasked Estep Score: -4500842.000000 Penalty: 4986.387207 Iteration 2Q: 3 clusters Score -4500842 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11590 members Mstep: Class 2 contains 11640 members Entering Unmasked Estep Score: -4501147.500000 Penalty: 4986.387207 Iteration 3Q: 3 clusters Score -4501148 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11586 members Mstep: Class 2 contains 11644 members Entering Unmasked Estep Score: -4501423.000000 Penalty: 4986.387207 Iteration 4Q: 3 clusters Score -4501423 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11604 members Mstep: Class 2 contains 11626 members Entering Unmasked Estep Score: -4501686.500000 Penalty: 4986.387207 Iteration 5Q: 3 clusters Score -4501686 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11604 members Mstep: Class 2 contains 11626 members Entering Unmasked Estep Score: -4501932.000000 Penalty: 4986.387207 Iteration 6Q: 3 clusters Score -4501932 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11596 members Mstep: Class 2 contains 11634 members Entering Unmasked Estep Score: -4502170.500000 Penalty: 4986.387207 Iteration 7Q: 3 clusters Score -4502170 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11573 members Mstep: Class 2 contains 11657 members Entering Unmasked Estep Score: -4502375.000000 Penalty: 4986.387207 Iteration 8Q: 3 clusters Score -4502375 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11550 members Mstep: Class 2 contains 11680 members Entering Unmasked Estep Score: -4502654.500000 Penalty: 4986.387207 Iteration 9Q: 3 clusters Score -4502654 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11455 members Mstep: Class 2 contains 11775 members Entering Unmasked Estep Score: -4502998.500000 Penalty: 4986.387207 Iteration 10Q: 3 clusters Score -4502998 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11343 members Mstep: Class 2 contains 11887 members Entering Unmasked Estep Score: -4503443.500000 Penalty: 4986.387207 Iteration 11Q: 3 clusters Score -4503444 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11186 members Mstep: Class 2 contains 12044 members Entering Unmasked Estep Score: -4504023.500000 Penalty: 4986.387207 Iteration 12Q: 3 clusters Score -4504024 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11059 members Mstep: Class 2 contains 12171 members Entering Unmasked Estep Score: -4504612.500000 Penalty: 4986.387207 Iteration 13Q: 3 clusters Score -4504612 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10908 members Mstep: Class 2 contains 12322 members Entering Unmasked Estep Score: -4505088.500000 Penalty: 4986.387207 Iteration 14Q: 3 clusters Score -4505088 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10735 members Mstep: Class 2 contains 12495 members Entering Unmasked Estep Score: -4505417.000000 Penalty: 4986.387207 Iteration 15Q: 3 clusters Score -4505417 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10566 members Mstep: Class 2 contains 12664 members Entering Unmasked Estep Score: -4505612.000000 Penalty: 4986.387207 Iteration 16Q: 3 clusters Score -4505612 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10386 members Mstep: Class 2 contains 12844 members Entering Unmasked Estep Score: -4505701.500000 Penalty: 4986.387207 Iteration 17Q: 3 clusters Score -4505702 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10192 members Mstep: Class 2 contains 13038 members Entering Unmasked Estep Score: -4505765.500000 Penalty: 4986.387207 Iteration 18Q: 3 clusters Score -4505766 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9998 members Mstep: Class 2 contains 13232 members Entering Unmasked Estep Score: -4505808.500000 Penalty: 4986.387207 Iteration 19Q: 3 clusters Score -4505808 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9795 members Mstep: Class 2 contains 13435 members Entering Unmasked Estep Score: -4505879.000000 Penalty: 4986.387207 Iteration 20F: 3 clusters Score -4505879 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9593 members Mstep: Class 2 contains 13637 members Entering Unmasked Estep Score: -4505928.500000 Penalty: 4986.387207 Iteration 21Q: 3 clusters Score -4505928 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9389 members Mstep: Class 2 contains 13841 members Entering Unmasked Estep Score: -4505980.000000 Penalty: 4986.387207 Iteration 22Q: 3 clusters Score -4505980 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9182 members Mstep: Class 2 contains 14048 members Entering Unmasked Estep Score: -4506047.000000 Penalty: 4986.387207 Iteration 23Q: 3 clusters Score -4506047 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8952 members Mstep: Class 2 contains 14278 members Entering Unmasked Estep Score: -4506120.000000 Penalty: 4986.387207 Iteration 24Q: 3 clusters Score -4506120 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8699 members Mstep: Class 2 contains 14531 members Entering Unmasked Estep Score: -4506194.500000 Penalty: 4986.387207 Iteration 25Q: 3 clusters Score -4506194 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8417 members Mstep: Class 2 contains 14813 members Entering Unmasked Estep Score: -4506305.500000 Penalty: 4986.387207 Iteration 26Q: 3 clusters Score -4506306 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8104 members Mstep: Class 2 contains 15126 members Entering Unmasked Estep Score: -4506425.000000 Penalty: 4986.387207 Iteration 27Q: 3 clusters Score -4506425 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7785 members Mstep: Class 2 contains 15445 members Entering Unmasked Estep Score: -4506573.000000 Penalty: 4986.387207 Iteration 28Q: 3 clusters Score -4506573 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7463 members Mstep: Class 2 contains 15767 members Entering Unmasked Estep Score: -4506726.000000 Penalty: 4986.387207 Iteration 29Q: 3 clusters Score -4506726 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7125 members Mstep: Class 2 contains 16105 members Entering Unmasked Estep Score: -4506895.500000 Penalty: 4986.387207 Iteration 30Q: 3 clusters Score -4506896 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 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members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 17594 members Entering Unmasked Estep Score: -4507615.000000 Penalty: 4986.387207 Iteration 35Q: 3 clusters Score -4507615 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 17825 members Entering Unmasked Estep Score: -4507710.500000 Penalty: 4986.387207 Iteration 36Q: 3 clusters Score -4507710 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 18050 members Entering Unmasked Estep Score: -4507814.000000 Penalty: 4986.387207 Iteration 37Q: 3 clusters Score -4507814 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 18247 members Entering Unmasked Estep Score: -4507891.000000 Penalty: 4986.387207 Iteration 38Q: 3 clusters Score -4507891 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 18439 members Entering Unmasked Estep Score: -4507968.000000 Penalty: 4986.387207 Iteration 39Q: 3 clusters Score -4507968 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 18623 members Entering Unmasked Estep Score: -4508048.500000 Penalty: 4986.387207 Iteration 40F: 3 clusters Score -4508048 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 18800 members Entering Unmasked Estep Score: -4508148.000000 Penalty: 4986.387207 Iteration 41Q: 3 clusters Score -4508148 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 18960 members Entering Unmasked Estep Score: -4508221.500000 Penalty: 4986.387207 Iteration 42Q: 3 clusters Score -4508222 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 19103 members Entering Unmasked Estep Score: -4508254.000000 Penalty: 4986.387207 Iteration 43Q: 3 clusters Score -4508254 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 19223 members Entering Unmasked Estep Score: -4508299.000000 Penalty: 4986.387207 Iteration 44Q: 3 clusters Score -4508299 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 19339 members Entering Unmasked Estep Score: -4508336.000000 Penalty: 4986.387207 Iteration 45Q: 3 clusters Score -4508336 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 19444 members Entering Unmasked Estep Score: -4508376.500000 Penalty: 4986.387207 Iteration 46Q: 3 clusters Score -4508376 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 19556 members Entering Unmasked Estep Score: -4508398.000000 Penalty: 4986.387207 Iteration 47Q: 3 clusters Score -4508398 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 19653 members Entering Unmasked Estep Score: -4508418.500000 Penalty: 4986.387207 Iteration 48Q: 3 clusters Score -4508418 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 19728 members Entering Unmasked Estep Score: -4508444.000000 Penalty: 4986.387207 Iteration 49Q: 3 clusters Score -4508444 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 19805 members Entering Unmasked Estep Score: -4508460.000000 Penalty: 4986.387207 Iteration 50Q: 3 clusters Score -4508460 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 19887 members Entering Unmasked Estep Score: -4508496.500000 Penalty: 4986.387207 Iteration 51Q: 3 clusters Score -4508496 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 19977 members Entering Unmasked Estep Score: -4508523.000000 Penalty: 4986.387207 Iteration 52Q: 3 clusters Score -4508523 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 20059 members Entering Unmasked Estep Score: -4508540.500000 Penalty: 4986.387207 Iteration 53Q: 3 clusters Score -4508540 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 20143 members Entering Unmasked Estep Score: -4508583.000000 Penalty: 4986.387207 Iteration 54Q: 3 clusters Score -4508583 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 20219 members Entering Unmasked Estep Score: -4508592.000000 Penalty: 4986.387207 Iteration 55Q: 3 clusters Score -4508592 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 20294 members Entering Unmasked Estep Score: -4508599.500000 Penalty: 4986.387207 Iteration 56Q: 3 clusters Score -4508600 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 20352 members Entering Unmasked Estep Score: -4508627.500000 Penalty: 4986.387207 Iteration 57Q: 3 clusters Score -4508628 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 20413 members Entering Unmasked Estep Score: -4508643.000000 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members Entering Unmasked Estep Score: -4508832.000000 Penalty: 4986.387207 Iteration 70Q: 3 clusters Score -4508832 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 21055 members Entering Unmasked Estep Score: -4508855.000000 Penalty: 4986.387207 Iteration 71Q: 3 clusters Score -4508855 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 21089 members Entering Unmasked Estep Score: -4508866.500000 Penalty: 4986.387207 Iteration 72Q: 3 clusters Score -4508866 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 21122 members Entering Unmasked Estep Score: -4508862.000000 Penalty: 4986.387207 Iteration 73Q: 3 clusters Score -4508862 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 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-4509178.500000 Penalty: 4986.387207 Iteration 113Q: 3 clusters Score -4509178 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 22018 members Entering Unmasked Estep Score: -4509184.500000 Penalty: 4986.387207 Iteration 114Q: 3 clusters Score -4509184 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 22032 members Entering Unmasked Estep Score: -4509188.500000 Penalty: 4986.387207 Iteration 115Q: 3 clusters Score -4509188 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 22046 members Entering Unmasked Estep Score: -4509191.500000 Penalty: 4986.387207 Iteration 116Q: 3 clusters Score -4509192 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 22061 members Entering Unmasked Estep Score: -4509197.000000 Penalty: 4986.387207 Iteration 117Q: 3 clusters Score -4509197 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 22072 members Entering Unmasked Estep Score: -4509202.500000 Penalty: 4986.387207 Iteration 118Q: 3 clusters Score -4509202 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 22085 members Entering Unmasked Estep Score: -4509213.500000 Penalty: 4986.387207 Iteration 119Q: 3 clusters Score -4509214 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 22098 members Entering Unmasked Estep Score: -4509208.500000 Penalty: 4986.387207 Iteration 120F: 3 clusters Score -4509208 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 22108 members Entering Unmasked Estep Score: -4509218.500000 Penalty: 4986.387207 Iteration 121Q: 3 clusters Score -4509218 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 22117 members Entering Unmasked Estep Score: -4509213.500000 Penalty: 4986.387207 Iteration 122Q: 3 clusters Score -4509214 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 22123 members Entering Unmasked Estep Score: -4509213.500000 Penalty: 4986.387207 Iteration 123Q: 3 clusters Score -4509214 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 22129 members Entering Unmasked Estep Score: -4509211.500000 Penalty: 4986.387207 Iteration 124Q: 3 clusters Score -4509212 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 22133 members Entering Unmasked Estep Score: -4509217.000000 Penalty: 4986.387207 Iteration 125Q: 3 clusters Score -4509217 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 22137 members Entering Unmasked Estep Score: -4509212.000000 Penalty: 4986.387207 Iteration 126Q: 3 clusters Score -4509212 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 22136 members Entering Unmasked Estep Score: -4509221.000000 Penalty: 4986.387207 Iteration 127Q: 3 clusters Score -4509221 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 22137 members Entering Unmasked Estep Score: -4509224.000000 Penalty: 4986.387207 Iteration 128Q: 3 clusters Score -4509224 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 22139 members Entering Unmasked Estep Score: -4509218.000000 Penalty: 4986.387207 Iteration 129Q: 3 clusters Score -4509218 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 22143 members Entering Unmasked Estep Score: -4509220.500000 Penalty: 4986.387207 Iteration 130Q: 3 clusters Score -4509220 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 22147 members Entering Unmasked Estep Score: -4509226.500000 Penalty: 4986.387207 Iteration 131Q: 3 clusters Score -4509226 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 22151 members Entering Unmasked Estep Score: -4509222.000000 Penalty: 4986.387207 Iteration 132Q: 3 clusters Score -4509222 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 22155 members Entering Unmasked Estep Score: -4509226.000000 Penalty: 4986.387207 Iteration 133Q: 3 clusters Score -4509226 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 22156 members Entering Unmasked Estep Score: -4509231.000000 Penalty: 4986.387207 Iteration 134Q: 3 clusters Score -4509231 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 22157 members Entering Unmasked Estep Score: -4509228.500000 Penalty: 4986.387207 Iteration 135Q: 3 clusters Score -4509228 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 22161 members Entering Unmasked Estep Score: -4509232.500000 Penalty: 4986.387207 Iteration 136Q: 3 clusters Score -4509232 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 22164 members Entering Unmasked Estep Score: -4509232.500000 Penalty: 4986.387207 Iteration 137Q: 3 clusters Score -4509232 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 22166 members Entering Unmasked Estep Score: -4509234.000000 Penalty: 4986.387207 Iteration 138Q: 3 clusters Score -4509234 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 22169 members Entering Unmasked Estep Score: -4509237.500000 Penalty: 4986.387207 Iteration 139Q: 3 clusters Score -4509238 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 22171 members Entering Unmasked Estep Score: -4509236.000000 Penalty: 4986.387207 Iteration 140F: 3 clusters Score -4509236 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 22174 members Entering Unmasked Estep Score: -4509236.000000 Penalty: 4986.387207 Iteration 141Q: 3 clusters Score -4509236 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 22177 members Entering Unmasked Estep Score: -4509238.500000 Penalty: 4986.387207 Iteration 142Q: 3 clusters Score -4509238 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 22179 members Entering Unmasked Estep Score: -4509234.000000 Penalty: 4986.387207 Iteration 143Q: 3 clusters Score -4509234 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 22180 members Entering Unmasked Estep Score: -4509235.500000 Penalty: 4986.387207 Iteration 144Q: 3 clusters Score -4509236 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 22180 members Entering Unmasked Estep Score: -4509235.500000 Penalty: 4986.387207 Iteration 145F: 3 clusters Score -4509236 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Entering Unmasked Estep Score: -55875.523438 Penalty: 1467.885620 Iteration 0F: 2 clusters Score -55875.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -54576.929688 Penalty: 2935.771240 Iteration 0F: 3 clusters Score -54576.93 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -54820.347656 Penalty: 2935.771240 Iteration 1F: 3 clusters Score -54820.35 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -55015.726562 Penalty: 2935.771240 Iteration 2F: 3 clusters Score -55015.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -55064.453125 Penalty: 2935.771240 Iteration 3Q: 3 clusters Score -55064.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -55080.953125 Penalty: 2935.771240 Iteration 4Q: 3 clusters Score -55080.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -55109.082031 Penalty: 2935.771240 Iteration 5Q: 3 clusters Score -55109.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -55135.207031 Penalty: 2935.771240 Iteration 6Q: 3 clusters Score -55135.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -55143.449219 Penalty: 2935.771240 Iteration 7Q: 3 clusters Score -55143.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -55147.996094 Penalty: 2935.771240 Iteration 8Q: 3 clusters Score -55148 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -55167.144531 Penalty: 2935.771240 Iteration 9Q: 3 clusters Score -55167.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -55176.925781 Penalty: 2935.771240 Iteration 10Q: 3 clusters Score -55176.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -55185.550781 Penalty: 2935.771240 Iteration 11Q: 3 clusters Score -55185.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -55190.929688 Penalty: 2935.771240 Iteration 12Q: 3 clusters Score -55190.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -55193.550781 Penalty: 2935.771240 Iteration 13Q: 3 clusters Score -55193.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -55193.550781 Penalty: 2935.771240 Iteration 14F: 3 clusters Score -55193.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (24779 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24779 members Entering Unmasked Estep Score: -4853010.000000 Penalty: 2509.202637 Iteration 0F: 2 clusters Score -4853010 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12239 members Mstep: Class 2 contains 12540 members Entering Unmasked Estep Score: -4836224.000000 Penalty: 5018.405273 Iteration 0F: 3 clusters Score -4836224 nChanged 11009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11498 members Mstep: Class 2 contains 13281 members Entering Unmasked Estep Score: -4842204.000000 Penalty: 5018.405273 Iteration 1F: 3 clusters Score -4842204 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11021 members Mstep: Class 2 contains 13758 members Entering Unmasked Estep Score: -4842721.500000 Penalty: 5018.405273 Iteration 2F: 3 clusters Score -4842722 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10411 members Mstep: Class 2 contains 14368 members Entering Unmasked Estep Score: -4843261.500000 Penalty: 5018.405273 Iteration 3Q: 3 clusters Score -4843262 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9618 members Mstep: Class 2 contains 15161 members Entering Unmasked Estep Score: -4843894.500000 Penalty: 5018.405273 Iteration 4Q: 3 clusters Score -4843894 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8704 members Mstep: Class 2 contains 16075 members Entering Unmasked Estep Score: -4844599.000000 Penalty: 5018.405273 Iteration 5Q: 3 clusters Score -4844599 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7622 members Mstep: Class 2 contains 17157 members Entering Unmasked Estep Score: -4845482.500000 Penalty: 5018.405273 Iteration 6Q: 3 clusters Score -4845482 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6403 members Mstep: Class 2 contains 18376 members Entering Unmasked Estep Score: -4846492.000000 Penalty: 5018.405273 Iteration 7F: 3 clusters Score -4846492 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 19585 members Entering Unmasked Estep Score: -4847464.500000 Penalty: 5018.405273 Iteration 8F: 3 clusters Score -4847464 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 20739 members Entering Unmasked Estep Score: -4848407.500000 Penalty: 5018.405273 Iteration 9Q: 3 clusters Score -4848408 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 21703 members Entering Unmasked Estep Score: -4849093.500000 Penalty: 5018.405273 Iteration 10Q: 3 clusters Score -4849094 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 22458 members Entering Unmasked Estep Score: -4849642.500000 Penalty: 5018.405273 Iteration 11Q: 3 clusters Score -4849642 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 23013 members Entering Unmasked Estep Score: -4850052.000000 Penalty: 5018.405273 Iteration 12Q: 3 clusters Score -4850052 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 23363 members Entering Unmasked Estep Score: -4850311.000000 Penalty: 5018.405273 Iteration 13Q: 3 clusters Score -4850311 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 23603 members Entering Unmasked Estep Score: -4850483.500000 Penalty: 5018.405273 Iteration 14Q: 3 clusters Score -4850484 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 23765 members Entering Unmasked Estep Score: -4850594.500000 Penalty: 5018.405273 Iteration 15Q: 3 clusters Score -4850594 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 23875 members Entering Unmasked Estep Score: -4850700.500000 Penalty: 5018.405273 Iteration 16Q: 3 clusters Score -4850700 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 23942 members Entering Unmasked Estep Score: -4850752.000000 Penalty: 5018.405273 Iteration 17Q: 3 clusters Score -4850752 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 24000 members Entering Unmasked Estep Score: -4850784.500000 Penalty: 5018.405273 Iteration 18Q: 3 clusters Score -4850784 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 24039 members Entering Unmasked Estep Score: -4850816.500000 Penalty: 5018.405273 Iteration 19Q: 3 clusters Score -4850816 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 24070 members Entering Unmasked Estep Score: -4850842.000000 Penalty: 5018.405273 Iteration 20F: 3 clusters Score -4850842 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 24098 members Entering Unmasked Estep Score: -4850876.500000 Penalty: 5018.405273 Iteration 21Q: 3 clusters Score -4850876 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 24113 members Entering Unmasked Estep Score: -4850893.500000 Penalty: 5018.405273 Iteration 22Q: 3 clusters Score -4850894 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 24120 members Entering Unmasked Estep Score: -4850901.500000 Penalty: 5018.405273 Iteration 23Q: 3 clusters Score -4850902 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 24128 members Entering Unmasked Estep Score: -4850899.000000 Penalty: 5018.405273 Iteration 24Q: 3 clusters Score -4850899 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 24133 members Entering Unmasked Estep Score: -4850904.000000 Penalty: 5018.405273 Iteration 25Q: 3 clusters Score -4850904 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 24142 members Entering Unmasked Estep Score: -4850910.500000 Penalty: 5018.405273 Iteration 26Q: 3 clusters Score -4850910 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 24147 members Entering Unmasked Estep Score: -4850913.000000 Penalty: 5018.405273 Iteration 27Q: 3 clusters Score -4850913 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 24151 members Entering Unmasked Estep Score: -4850923.000000 Penalty: 5018.405273 Iteration 28Q: 3 clusters Score -4850923 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 24156 members Entering Unmasked Estep Score: -4850919.000000 Penalty: 5018.405273 Iteration 29Q: 3 clusters Score -4850919 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 24161 members Entering Unmasked Estep Score: -4850920.000000 Penalty: 5018.405273 Iteration 30Q: 3 clusters Score -4850920 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 24164 members Entering Unmasked Estep Score: -4850929.500000 Penalty: 5018.405273 Iteration 31Q: 3 clusters Score -4850930 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 24173 members Entering Unmasked Estep Score: -4850940.000000 Penalty: 5018.405273 Iteration 32Q: 3 clusters Score -4850940 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 24183 members Entering Unmasked Estep Score: -4850948.000000 Penalty: 5018.405273 Iteration 33Q: 3 clusters Score -4850948 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 24190 members Entering Unmasked Estep Score: -4850954.500000 Penalty: 5018.405273 Iteration 34Q: 3 clusters Score -4850954 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 24197 members Entering Unmasked Estep Score: -4850958.000000 Penalty: 5018.405273 Iteration 35Q: 3 clusters Score -4850958 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 24200 members Entering Unmasked Estep Score: -4850968.000000 Penalty: 5018.405273 Iteration 36Q: 3 clusters Score -4850968 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 24206 members Entering Unmasked Estep Score: -4850970.000000 Penalty: 5018.405273 Iteration 37Q: 3 clusters Score -4850970 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 24211 members Entering Unmasked Estep Score: -4850976.000000 Penalty: 5018.405273 Iteration 38Q: 3 clusters Score -4850976 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 24216 members Entering Unmasked Estep Score: -4850978.000000 Penalty: 5018.405273 Iteration 39Q: 3 clusters Score -4850978 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 24223 members Entering Unmasked Estep Score: -4850977.500000 Penalty: 5018.405273 Iteration 40F: 3 clusters Score -4850978 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 24224 members Entering Unmasked Estep Score: -4850981.000000 Penalty: 5018.405273 Iteration 41Q: 3 clusters Score -4850981 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 24224 members Entering Unmasked Estep Score: -4850982.500000 Penalty: 5018.405273 Iteration 42Q: 3 clusters Score -4850982 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 24225 members Entering Unmasked Estep Score: -4850981.000000 Penalty: 5018.405273 Iteration 43Q: 3 clusters Score -4850981 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 24227 members Entering Unmasked Estep Score: -4850982.500000 Penalty: 5018.405273 Iteration 44Q: 3 clusters Score -4850982 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 24229 members Entering Unmasked Estep Score: -4850984.500000 Penalty: 5018.405273 Iteration 45Q: 3 clusters Score -4850984 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 24229 members Entering Unmasked Estep Score: -4850984.500000 Penalty: 5018.405273 Iteration 46F: 3 clusters Score -4850984 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Entering Unmasked Estep Score: -52452.648438 Penalty: 1425.849487 Iteration 0F: 2 clusters Score -52452.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -51130.015625 Penalty: 2851.698975 Iteration 0F: 3 clusters Score -51130.02 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -51240.386719 Penalty: 2851.698975 Iteration 1F: 3 clusters Score -51240.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -51283.179688 Penalty: 2851.698975 Iteration 2Q: 3 clusters Score -51283.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -51304.128906 Penalty: 2851.698975 Iteration 3Q: 3 clusters Score -51304.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -51322.386719 Penalty: 2851.698975 Iteration 4Q: 3 clusters Score -51322.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -51340.859375 Penalty: 2851.698975 Iteration 5Q: 3 clusters Score -51340.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -51348.816406 Penalty: 2851.698975 Iteration 6Q: 3 clusters Score -51348.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -51348.816406 Penalty: 2851.698975 Iteration 7F: 3 clusters Score -51348.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55646 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66895 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24360 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21597 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62877 members Mstep: Class 16 contains 23837 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649904.000000 Penalty: 75971.281250 Iteration 279Q: 25 clusters Score -6.36499e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55648 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66890 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24358 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21595 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62880 members Mstep: Class 16 contains 23839 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23231 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649920.000000 Penalty: 75971.281250 Iteration 280F: 25 clusters Score -6.364992e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55648 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66891 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24358 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21594 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62878 members Mstep: Class 16 contains 23841 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23231 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649900.000000 Penalty: 75971.281250 Iteration 281Q: 25 clusters Score -6.36499e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55648 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66887 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24358 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21591 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62884 members Mstep: Class 16 contains 23842 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23231 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649880.000000 Penalty: 75971.281250 Iteration 282Q: 25 clusters Score -6.364988e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55648 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66878 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24358 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 21591 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62892 members Mstep: Class 16 contains 23843 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23231 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649884.000000 Penalty: 75971.281250 Iteration 283Q: 25 clusters Score -6.364988e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55648 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66875 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24358 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21590 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62895 members Mstep: Class 16 contains 23845 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23231 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649868.000000 Penalty: 75971.281250 Iteration 284Q: 25 clusters Score -6.364987e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55648 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66874 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24358 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21589 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62895 members Mstep: Class 16 contains 23847 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23231 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649888.000000 Penalty: 75971.281250 Iteration 285Q: 25 clusters Score -6.364989e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55648 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66870 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24358 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21588 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62898 members Mstep: Class 16 contains 23849 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23231 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649876.000000 Penalty: 75971.281250 Iteration 286Q: 25 clusters Score -6.364988e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55647 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66864 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24358 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21588 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62904 members Mstep: Class 16 contains 23850 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23231 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649932.000000 Penalty: 75971.281250 Iteration 287Q: 25 clusters Score -6.364993e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55647 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66866 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24359 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21590 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62899 members Mstep: Class 16 contains 23850 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23231 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649896.000000 Penalty: 75971.281250 Iteration 288Q: 25 clusters Score -6.36499e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55647 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66866 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24360 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21590 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62898 members Mstep: Class 16 contains 23851 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649856.000000 Penalty: 75971.281250 Iteration 289Q: 25 clusters Score -6.364986e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55647 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66860 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24360 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21590 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62901 members Mstep: Class 16 contains 23855 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23229 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649884.000000 Penalty: 75971.281250 Iteration 290Q: 25 clusters Score -6.364988e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55647 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66853 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24360 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21590 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62905 members Mstep: Class 16 contains 23857 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649904.000000 Penalty: 75971.281250 Iteration 291Q: 25 clusters Score -6.36499e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55647 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66851 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24360 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21589 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62906 members Mstep: Class 16 contains 23859 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649912.000000 Penalty: 75971.281250 Iteration 292Q: 25 clusters Score -6.364991e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55647 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66847 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24360 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21591 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62909 members Mstep: Class 16 contains 23858 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649920.000000 Penalty: 75971.281250 Iteration 293Q: 25 clusters Score -6.364992e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55647 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66844 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24361 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21591 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62911 members Mstep: Class 16 contains 23858 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649896.000000 Penalty: 75971.281250 Iteration 294Q: 25 clusters Score -6.36499e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55648 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66843 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24360 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21592 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62911 members Mstep: Class 16 contains 23858 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649900.000000 Penalty: 75971.281250 Iteration 295Q: 25 clusters Score -6.36499e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55650 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66847 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24359 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21592 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62906 members Mstep: Class 16 contains 23858 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24779 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649928.000000 Penalty: 75971.281250 Iteration 296Q: 25 clusters Score -6.364993e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55650 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66850 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24359 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21594 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62900 members Mstep: Class 16 contains 23858 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649924.000000 Penalty: 75971.281250 Iteration 297Q: 25 clusters Score -6.364992e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55648 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66849 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24359 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21596 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62900 members Mstep: Class 16 contains 23859 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649916.000000 Penalty: 75971.281250 Iteration 298Q: 25 clusters Score -6.364992e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55648 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66851 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7486 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24359 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21597 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62896 members Mstep: Class 16 contains 23859 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649984.000000 Penalty: 75971.281250 Iteration 299Q: 25 clusters Score -6.364998e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55648 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66852 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24359 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21598 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62893 members Mstep: Class 16 contains 23859 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649968.000000 Penalty: 75971.281250 Iteration 300F: 25 clusters Score -6.364997e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55649 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66852 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24359 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21598 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62892 members Mstep: Class 16 contains 23859 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649948.000000 Penalty: 75971.281250 Iteration 301Q: 25 clusters Score -6.364995e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55649 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66853 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24359 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21597 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62892 members Mstep: Class 16 contains 23859 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649928.000000 Penalty: 75971.281250 Iteration 302Q: 25 clusters Score -6.364993e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55649 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66857 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24359 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21598 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62887 members Mstep: Class 16 contains 23859 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649940.000000 Penalty: 75971.281250 Iteration 303Q: 25 clusters Score -6.364994e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55649 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66859 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24359 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21601 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62882 members Mstep: Class 16 contains 23859 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649932.000000 Penalty: 75971.281250 Iteration 304Q: 25 clusters Score -6.364993e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55651 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66860 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24359 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21600 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62880 members Mstep: Class 16 contains 23859 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649964.000000 Penalty: 75971.281250 Iteration 305Q: 25 clusters Score -6.364996e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55652 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66860 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24360 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21600 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62878 members Mstep: Class 16 contains 23859 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649920.000000 Penalty: 75971.281250 Iteration 306Q: 25 clusters Score -6.364992e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55651 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66862 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24360 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21599 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62878 members Mstep: Class 16 contains 23859 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649924.000000 Penalty: 75971.281250 Iteration 307Q: 25 clusters Score -6.364992e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55651 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66862 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24360 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21600 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62877 members Mstep: Class 16 contains 23859 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649904.000000 Penalty: 75971.281250 Iteration 308Q: 25 clusters Score -6.36499e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55650 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66865 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24360 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21600 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62875 members Mstep: Class 16 contains 23859 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649924.000000 Penalty: 75971.281250 Iteration 309Q: 25 clusters Score -6.364992e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55650 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66867 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24360 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21600 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62873 members Mstep: Class 16 contains 23859 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649912.000000 Penalty: 75971.281250 Iteration 310Q: 25 clusters Score -6.364991e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55650 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66870 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24360 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21601 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62869 members Mstep: Class 16 contains 23859 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649904.000000 Penalty: 75971.281250 Iteration 311Q: 25 clusters Score -6.36499e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55650 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66874 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24360 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21601 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62866 members Mstep: Class 16 contains 23858 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649896.000000 Penalty: 75971.281250 Iteration 312Q: 25 clusters Score -6.36499e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55649 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66870 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24360 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21601 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62871 members Mstep: Class 16 contains 23858 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23230 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649908.000000 Penalty: 75971.281250 Iteration 313Q: 25 clusters Score -6.364991e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55649 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66875 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24360 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21600 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62867 members Mstep: Class 16 contains 23859 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23229 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649916.000000 Penalty: 75971.281250 Iteration 314Q: 25 clusters Score -6.364992e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55648 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66874 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24360 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21600 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62868 members Mstep: Class 16 contains 23862 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23227 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649916.000000 Penalty: 75971.281250 Iteration 315Q: 25 clusters Score -6.364992e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55648 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66877 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24361 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21600 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62863 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24565 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23225 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649896.000000 Penalty: 75971.281250 Iteration 316Q: 25 clusters Score -6.36499e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55648 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66875 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24361 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21600 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62867 members Mstep: Class 16 contains 23863 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24563 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23226 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649896.000000 Penalty: 75971.281250 Iteration 317Q: 25 clusters Score -6.36499e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55648 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66873 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24363 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21599 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62870 members Mstep: Class 16 contains 23862 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24563 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23225 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24780 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649888.000000 Penalty: 75971.281250 Iteration 318Q: 25 clusters Score -6.364989e+07 nChanged 14 Entering ConstructFrom: Score: -63649888.000000 Penalty: 75971.281250 Entering ConstructFrom: Trying to split cluster 1 (1234 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Entering Unmasked Estep Score: -217368.828125 Penalty: 1765.268066 Iteration 0F: 2 clusters Score -217368.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -215285.468750 Penalty: 3530.536133 Iteration 0F: 3 clusters Score -215285.5 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -215655.484375 Penalty: 3530.536133 Iteration 1F: 3 clusters Score -215655.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -215744.484375 Penalty: 3530.536133 Iteration 2F: 3 clusters Score -215744.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -215794.093750 Penalty: 3530.536133 Iteration 3Q: 3 clusters Score -215794.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -215815.218750 Penalty: 3530.536133 Iteration 4Q: 3 clusters Score -215815.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -215830.859375 Penalty: 3530.536133 Iteration 5Q: 3 clusters Score -215830.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -215842.781250 Penalty: 3530.536133 Iteration 6Q: 3 clusters Score -215842.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -215853.953125 Penalty: 3530.536133 Iteration 7Q: 3 clusters Score -215854 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -215866.890625 Penalty: 3530.536133 Iteration 8Q: 3 clusters Score -215866.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -215875.734375 Penalty: 3530.536133 Iteration 9Q: 3 clusters Score -215875.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -215888.546875 Penalty: 3530.536133 Iteration 10Q: 3 clusters Score -215888.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -215895.015625 Penalty: 3530.536133 Iteration 11Q: 3 clusters Score -215895 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -215906.187500 Penalty: 3530.536133 Iteration 12Q: 3 clusters Score -215906.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -215915.750000 Penalty: 3530.536133 Iteration 13Q: 3 clusters Score -215915.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -215926.359375 Penalty: 3530.536133 Iteration 14Q: 3 clusters Score -215926.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -215938.515625 Penalty: 3530.536133 Iteration 15Q: 3 clusters Score -215938.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -215951.093750 Penalty: 3530.536133 Iteration 16Q: 3 clusters Score -215951.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -215959.656250 Penalty: 3530.536133 Iteration 17Q: 3 clusters Score -215959.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -215978.453125 Penalty: 3530.536133 Iteration 18Q: 3 clusters Score -215978.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -216001.781250 Penalty: 3530.536133 Iteration 19Q: 3 clusters Score -216001.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -216032.453125 Penalty: 3530.536133 Iteration 20F: 3 clusters Score -216032.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -216077.718750 Penalty: 3530.536133 Iteration 21Q: 3 clusters Score -216077.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -216113.437500 Penalty: 3530.536133 Iteration 22Q: 3 clusters Score -216113.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -216151.125000 Penalty: 3530.536133 Iteration 23Q: 3 clusters Score -216151.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -216174.078125 Penalty: 3530.536133 Iteration 24Q: 3 clusters Score -216174.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -216205.484375 Penalty: 3530.536133 Iteration 25Q: 3 clusters Score -216205.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -216237.359375 Penalty: 3530.536133 Iteration 26Q: 3 clusters Score -216237.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -216261.625000 Penalty: 3530.536133 Iteration 27Q: 3 clusters Score -216261.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -216286.515625 Penalty: 3530.536133 Iteration 28Q: 3 clusters Score -216286.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -216299.281250 Penalty: 3530.536133 Iteration 29Q: 3 clusters Score -216299.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -216315.453125 Penalty: 3530.536133 Iteration 30Q: 3 clusters Score -216315.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -216334.718750 Penalty: 3530.536133 Iteration 31Q: 3 clusters Score -216334.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -216345.968750 Penalty: 3530.536133 Iteration 32Q: 3 clusters Score -216346 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -216351.218750 Penalty: 3530.536133 Iteration 33Q: 3 clusters Score -216351.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -216353.640625 Penalty: 3530.536133 Iteration 34Q: 3 clusters Score -216353.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -216359.359375 Penalty: 3530.536133 Iteration 35Q: 3 clusters Score -216359.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -216363.109375 Penalty: 3530.536133 Iteration 36Q: 3 clusters Score -216363.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -216366.250000 Penalty: 3530.536133 Iteration 37Q: 3 clusters Score -216366.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -216371.718750 Penalty: 3530.536133 Iteration 38Q: 3 clusters Score -216371.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -216372.828125 Penalty: 3530.536133 Iteration 39Q: 3 clusters Score -216372.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -216374.125000 Penalty: 3530.536133 Iteration 40F: 3 clusters Score -216374.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -216377.484375 Penalty: 3530.536133 Iteration 41Q: 3 clusters Score -216377.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -216380.953125 Penalty: 3530.536133 Iteration 42Q: 3 clusters Score -216381 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -216386.156250 Penalty: 3530.536133 Iteration 43Q: 3 clusters Score -216386.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -216391.109375 Penalty: 3530.536133 Iteration 44Q: 3 clusters Score -216391.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -216391.109375 Penalty: 3530.536133 Iteration 45F: 3 clusters Score -216391.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (55647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55647 members Entering Unmasked Estep Score: -10061559.000000 Penalty: 2709.842285 Iteration 0F: 2 clusters Score -1.006156e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27684 members Mstep: Class 2 contains 27963 members Entering Unmasked Estep Score: -10028919.000000 Penalty: 5419.684570 Iteration 0F: 3 clusters Score -1.002892e+07 nChanged 25854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26666 members Mstep: Class 2 contains 28981 members Entering Unmasked Estep Score: -10043477.000000 Penalty: 5419.684570 Iteration 1F: 3 clusters Score -1.004348e+07 nChanged 2078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26062 members Mstep: Class 2 contains 29585 members Entering Unmasked Estep Score: -10044052.000000 Penalty: 5419.684570 Iteration 2Q: 3 clusters Score -1.004405e+07 nChanged 1952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25138 members Mstep: Class 2 contains 30509 members Entering Unmasked Estep Score: -10044565.000000 Penalty: 5419.684570 Iteration 3Q: 3 clusters Score -1.004456e+07 nChanged 1965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23735 members Mstep: Class 2 contains 31912 members Entering Unmasked Estep Score: -10045208.000000 Penalty: 5419.684570 Iteration 4Q: 3 clusters Score -1.004521e+07 nChanged 2274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21785 members Mstep: Class 2 contains 33862 members Entering Unmasked Estep Score: -10046081.000000 Penalty: 5419.684570 Iteration 5Q: 3 clusters Score -1.004608e+07 nChanged 2769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19154 members Mstep: Class 2 contains 36493 members Entering Unmasked Estep Score: -10047471.000000 Penalty: 5419.684570 Iteration 6Q: 3 clusters Score -1.004747e+07 nChanged 3524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15694 members Mstep: Class 2 contains 39953 members Entering Unmasked Estep Score: -10049740.000000 Penalty: 5419.684570 Iteration 7F: 3 clusters Score -1.004974e+07 nChanged 4221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11487 members Mstep: Class 2 contains 44160 members Entering Unmasked Estep Score: -10052920.000000 Penalty: 5419.684570 Iteration 8F: 3 clusters Score -1.005292e+07 nChanged 4188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7303 members Mstep: Class 2 contains 48344 members Entering Unmasked Estep Score: -10055587.000000 Penalty: 5419.684570 Iteration 9F: 3 clusters Score -1.005559e+07 nChanged 3079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 51411 members Entering Unmasked Estep Score: -10057138.000000 Penalty: 5419.684570 Iteration 10F: 3 clusters Score -1.005714e+07 nChanged 1845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 53238 members Entering Unmasked Estep Score: -10058058.000000 Penalty: 5419.684570 Iteration 11Q: 3 clusters Score -1.005806e+07 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 54155 members Entering Unmasked Estep Score: -10058518.000000 Penalty: 5419.684570 Iteration 12Q: 3 clusters Score -1.005852e+07 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 54572 members Entering Unmasked Estep Score: -10058763.000000 Penalty: 5419.684570 Iteration 13Q: 3 clusters Score -1.005876e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 54786 members Entering Unmasked Estep Score: -10058901.000000 Penalty: 5419.684570 Iteration 14Q: 3 clusters Score -1.00589e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 54909 members Entering Unmasked Estep Score: -10059014.000000 Penalty: 5419.684570 Iteration 15Q: 3 clusters Score -1.005901e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 54978 members Entering Unmasked Estep Score: -10059082.000000 Penalty: 5419.684570 Iteration 16Q: 3 clusters Score -1.005908e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 55026 members Entering Unmasked Estep Score: -10059131.000000 Penalty: 5419.684570 Iteration 17Q: 3 clusters Score -1.005913e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 55071 members Entering Unmasked Estep Score: -10059177.000000 Penalty: 5419.684570 Iteration 18Q: 3 clusters Score -1.005918e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 55096 members Entering Unmasked Estep Score: -10059209.000000 Penalty: 5419.684570 Iteration 19Q: 3 clusters Score -1.005921e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 55120 members Entering Unmasked Estep Score: -10059237.000000 Penalty: 5419.684570 Iteration 20F: 3 clusters Score -1.005924e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 55127 members Entering Unmasked Estep Score: -10059258.000000 Penalty: 5419.684570 Iteration 21Q: 3 clusters Score -1.005926e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 55137 members Entering Unmasked Estep Score: -10059253.000000 Penalty: 5419.684570 Iteration 22Q: 3 clusters Score -1.005925e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 55146 members Entering Unmasked Estep Score: -10059266.000000 Penalty: 5419.684570 Iteration 23Q: 3 clusters Score -1.005927e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 55150 members Entering Unmasked Estep Score: -10059282.000000 Penalty: 5419.684570 Iteration 24Q: 3 clusters Score -1.005928e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 55152 members Entering Unmasked Estep Score: -10059289.000000 Penalty: 5419.684570 Iteration 25Q: 3 clusters Score -1.005929e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 55152 members Entering Unmasked Estep Score: -10059302.000000 Penalty: 5419.684570 Iteration 26Q: 3 clusters Score -1.00593e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 55153 members Entering Unmasked Estep Score: -10059297.000000 Penalty: 5419.684570 Iteration 27Q: 3 clusters Score -1.00593e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 55156 members Entering Unmasked Estep Score: -10059300.000000 Penalty: 5419.684570 Iteration 28Q: 3 clusters Score -1.00593e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 55160 members Entering Unmasked Estep Score: -10059301.000000 Penalty: 5419.684570 Iteration 29Q: 3 clusters Score -1.00593e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 55162 members Entering Unmasked Estep Score: -10059307.000000 Penalty: 5419.684570 Iteration 30Q: 3 clusters Score -1.005931e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 55162 members Entering Unmasked Estep Score: -10059307.000000 Penalty: 5419.684570 Iteration 31F: 3 clusters Score -1.005931e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Entering Unmasked Estep Score: -232166.187500 Penalty: 1782.913696 Iteration 0F: 2 clusters Score -232166.2 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 705 members Entering Unmasked Estep Score: -229991.781250 Penalty: 3565.827393 Iteration 0F: 3 clusters Score -229991.8 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -230395.578125 Penalty: 3565.827393 Iteration 1F: 3 clusters Score -230395.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -230554.578125 Penalty: 3565.827393 Iteration 2F: 3 clusters Score -230554.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -230716.828125 Penalty: 3565.827393 Iteration 3F: 3 clusters Score -230716.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -230865.593750 Penalty: 3565.827393 Iteration 4F: 3 clusters Score -230865.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -230989.328125 Penalty: 3565.827393 Iteration 5F: 3 clusters Score -230989.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -231061.671875 Penalty: 3565.827393 Iteration 6Q: 3 clusters Score -231061.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -231123.890625 Penalty: 3565.827393 Iteration 7Q: 3 clusters Score -231123.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -231167.375000 Penalty: 3565.827393 Iteration 8Q: 3 clusters Score -231167.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -231189.578125 Penalty: 3565.827393 Iteration 9Q: 3 clusters Score -231189.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -231202.015625 Penalty: 3565.827393 Iteration 10Q: 3 clusters Score -231202 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -231211.734375 Penalty: 3565.827393 Iteration 11Q: 3 clusters Score -231211.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -231216.187500 Penalty: 3565.827393 Iteration 12Q: 3 clusters Score -231216.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -231217.765625 Penalty: 3565.827393 Iteration 13Q: 3 clusters Score -231217.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -231217.765625 Penalty: 3565.827393 Iteration 14F: 3 clusters Score -231217.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Entering Unmasked Estep Score: -430207.656250 Penalty: 1942.831055 Iteration 0F: 2 clusters Score -430207.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -427283.156250 Penalty: 3885.662109 Iteration 0F: 3 clusters Score -427283.2 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -427936.531250 Penalty: 3885.662109 Iteration 1F: 3 clusters Score -427936.5 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -428150.343750 Penalty: 3885.662109 Iteration 2F: 3 clusters Score -428150.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -428257.468750 Penalty: 3885.662109 Iteration 3F: 3 clusters Score -428257.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -428321.250000 Penalty: 3885.662109 Iteration 4Q: 3 clusters Score -428321.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -428366.312500 Penalty: 3885.662109 Iteration 5Q: 3 clusters Score -428366.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -428402.000000 Penalty: 3885.662109 Iteration 6Q: 3 clusters Score -428402 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -428434.468750 Penalty: 3885.662109 Iteration 7Q: 3 clusters Score -428434.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -428461.968750 Penalty: 3885.662109 Iteration 8Q: 3 clusters Score -428462 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -428485.656250 Penalty: 3885.662109 Iteration 9Q: 3 clusters Score -428485.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -428504.187500 Penalty: 3885.662109 Iteration 10Q: 3 clusters Score -428504.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -428517.468750 Penalty: 3885.662109 Iteration 11Q: 3 clusters Score -428517.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -428528.656250 Penalty: 3885.662109 Iteration 12Q: 3 clusters Score -428528.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -428537.656250 Penalty: 3885.662109 Iteration 13Q: 3 clusters Score -428537.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -428548.937500 Penalty: 3885.662109 Iteration 14Q: 3 clusters Score -428548.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -428558.843750 Penalty: 3885.662109 Iteration 15Q: 3 clusters Score -428558.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -428565.906250 Penalty: 3885.662109 Iteration 16Q: 3 clusters Score -428565.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -428573.718750 Penalty: 3885.662109 Iteration 17Q: 3 clusters Score -428573.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -428581.375000 Penalty: 3885.662109 Iteration 18Q: 3 clusters Score -428581.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -428586.312500 Penalty: 3885.662109 Iteration 19Q: 3 clusters Score -428586.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -428587.968750 Penalty: 3885.662109 Iteration 20F: 3 clusters Score -428588 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -428592.062500 Penalty: 3885.662109 Iteration 21Q: 3 clusters Score -428592.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -428596.468750 Penalty: 3885.662109 Iteration 22Q: 3 clusters Score -428596.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -428599.656250 Penalty: 3885.662109 Iteration 23Q: 3 clusters Score -428599.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -428602.031250 Penalty: 3885.662109 Iteration 24Q: 3 clusters Score -428602 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -428603.531250 Penalty: 3885.662109 Iteration 25Q: 3 clusters Score -428603.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -428604.937500 Penalty: 3885.662109 Iteration 26Q: 3 clusters Score -428604.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -428610.625000 Penalty: 3885.662109 Iteration 27Q: 3 clusters Score -428610.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -428613.031250 Penalty: 3885.662109 Iteration 28Q: 3 clusters Score -428613 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -428618.781250 Penalty: 3885.662109 Iteration 29Q: 3 clusters Score -428618.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -428624.125000 Penalty: 3885.662109 Iteration 30Q: 3 clusters Score -428624.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -428629.125000 Penalty: 3885.662109 Iteration 31Q: 3 clusters Score -428629.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -428631.812500 Penalty: 3885.662109 Iteration 32Q: 3 clusters Score -428631.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -428633.375000 Penalty: 3885.662109 Iteration 33Q: 3 clusters Score -428633.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -428635.750000 Penalty: 3885.662109 Iteration 34Q: 3 clusters Score -428635.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -428637.093750 Penalty: 3885.662109 Iteration 35Q: 3 clusters Score -428637.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -428637.093750 Penalty: 3885.662109 Iteration 36F: 3 clusters Score -428637.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (66868 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66868 members Entering Unmasked Estep Score: -12309152.000000 Penalty: 2755.397949 Iteration 0F: 2 clusters Score -1.230915e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33121 members Mstep: Class 2 contains 33747 members Entering Unmasked Estep Score: -12267610.000000 Penalty: 5510.795898 Iteration 0F: 3 clusters Score -1.226761e+07 nChanged 31318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30093 members Mstep: Class 2 contains 36775 members Entering Unmasked Estep Score: -12285383.000000 Penalty: 5510.795898 Iteration 1F: 3 clusters Score -1.228538e+07 nChanged 2887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28356 members Mstep: Class 2 contains 38512 members Entering Unmasked Estep Score: -12286411.000000 Penalty: 5510.795898 Iteration 2Q: 3 clusters Score -1.228641e+07 nChanged 3095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25933 members Mstep: Class 2 contains 40935 members Entering Unmasked Estep Score: -12287657.000000 Penalty: 5510.795898 Iteration 3Q: 3 clusters Score -1.228766e+07 nChanged 3638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22589 members Mstep: Class 2 contains 44279 members Entering Unmasked Estep Score: -12289579.000000 Penalty: 5510.795898 Iteration 4F: 3 clusters Score -1.228958e+07 nChanged 4883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17788 members Mstep: Class 2 contains 49080 members Entering Unmasked Estep Score: -12293023.000000 Penalty: 5510.795898 Iteration 5F: 3 clusters Score -1.229302e+07 nChanged 5706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12112 members Mstep: Class 2 contains 54756 members Entering Unmasked Estep Score: -12297386.000000 Penalty: 5510.795898 Iteration 6F: 3 clusters Score -1.229739e+07 nChanged 5377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6743 members Mstep: Class 2 contains 60125 members Entering Unmasked Estep Score: -12301424.000000 Penalty: 5510.795898 Iteration 7F: 3 clusters Score -1.230142e+07 nChanged 3658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 63771 members Entering Unmasked Estep Score: -12304080.000000 Penalty: 5510.795898 Iteration 8F: 3 clusters Score -1.230408e+07 nChanged 1772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 65533 members Entering Unmasked Estep Score: -12305515.000000 Penalty: 5510.795898 Iteration 9Q: 3 clusters Score -1.230552e+07 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 66216 members Entering Unmasked Estep Score: -12306183.000000 Penalty: 5510.795898 Iteration 10Q: 3 clusters Score -1.230618e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 66435 members Entering Unmasked Estep Score: -12306437.000000 Penalty: 5510.795898 Iteration 11Q: 3 clusters Score -1.230644e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 66509 members Entering Unmasked Estep Score: -12306546.000000 Penalty: 5510.795898 Iteration 12Q: 3 clusters Score -1.230655e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 66541 members Entering Unmasked Estep Score: -12306609.000000 Penalty: 5510.795898 Iteration 13Q: 3 clusters Score -1.230661e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 66552 members Entering Unmasked Estep Score: -12306638.000000 Penalty: 5510.795898 Iteration 14Q: 3 clusters Score -1.230664e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 66557 members Entering Unmasked Estep Score: -12306664.000000 Penalty: 5510.795898 Iteration 15Q: 3 clusters Score -1.230666e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 66563 members Entering Unmasked Estep Score: -12306674.000000 Penalty: 5510.795898 Iteration 16Q: 3 clusters Score -1.230667e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 66559 members Entering Unmasked Estep Score: -12306688.000000 Penalty: 5510.795898 Iteration 17Q: 3 clusters Score -1.230669e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 66562 members Entering Unmasked Estep Score: -12306696.000000 Penalty: 5510.795898 Iteration 18Q: 3 clusters Score -1.23067e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 66563 members Entering Unmasked Estep Score: -12306698.000000 Penalty: 5510.795898 Iteration 19Q: 3 clusters Score -1.23067e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 66564 members Entering Unmasked Estep Score: -12306710.000000 Penalty: 5510.795898 Iteration 20F: 3 clusters Score -1.230671e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 66567 members Entering Unmasked Estep Score: -12306713.000000 Penalty: 5510.795898 Iteration 21Q: 3 clusters Score -1.230671e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 66569 members Entering Unmasked Estep Score: -12306719.000000 Penalty: 5510.795898 Iteration 22Q: 3 clusters Score -1.230672e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 66571 members Entering Unmasked Estep Score: -12306718.000000 Penalty: 5510.795898 Iteration 23Q: 3 clusters Score -1.230672e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 66573 members Entering Unmasked Estep Score: -12306714.000000 Penalty: 5510.795898 Iteration 24Q: 3 clusters Score -1.230671e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 66574 members Entering Unmasked Estep Score: -12306716.000000 Penalty: 5510.795898 Iteration 25Q: 3 clusters Score -1.230672e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 66574 members Entering Unmasked Estep Score: -12306713.000000 Penalty: 5510.795898 Iteration 26Q: 3 clusters Score -1.230671e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 66574 members Entering Unmasked Estep Score: -12306735.000000 Penalty: 5510.795898 Iteration 27Q: 3 clusters Score -1.230674e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 66578 members Entering Unmasked Estep Score: -12306745.000000 Penalty: 5510.795898 Iteration 28Q: 3 clusters Score -1.230674e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 66581 members Entering Unmasked Estep Score: -12306752.000000 Penalty: 5510.795898 Iteration 29Q: 3 clusters Score -1.230675e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 66586 members Entering Unmasked Estep Score: -12306762.000000 Penalty: 5510.795898 Iteration 30Q: 3 clusters Score -1.230676e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 66588 members Entering Unmasked Estep Score: -12306764.000000 Penalty: 5510.795898 Iteration 31Q: 3 clusters Score -1.230676e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 66590 members Entering Unmasked Estep Score: -12306769.000000 Penalty: 5510.795898 Iteration 32Q: 3 clusters Score -1.230677e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 66593 members Entering Unmasked Estep Score: -12306778.000000 Penalty: 5510.795898 Iteration 33Q: 3 clusters Score -1.230678e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 66596 members Entering Unmasked Estep Score: -12306776.000000 Penalty: 5510.795898 Iteration 34Q: 3 clusters Score -1.230678e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 66600 members Entering Unmasked Estep Score: -12306799.000000 Penalty: 5510.795898 Iteration 35Q: 3 clusters Score -1.23068e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 66598 members Entering Unmasked Estep Score: -12306803.000000 Penalty: 5510.795898 Iteration 36Q: 3 clusters Score -1.23068e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 66599 members Entering Unmasked Estep Score: -12306807.000000 Penalty: 5510.795898 Iteration 37Q: 3 clusters Score -1.230681e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 66602 members Entering Unmasked Estep Score: -12306826.000000 Penalty: 5510.795898 Iteration 38Q: 3 clusters Score -1.230683e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 66602 members Entering Unmasked Estep Score: -12306828.000000 Penalty: 5510.795898 Iteration 39Q: 3 clusters Score -1.230683e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 66602 members Entering Unmasked Estep Score: -12306828.000000 Penalty: 5510.795898 Iteration 40F: 3 clusters Score -1.230683e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Entering Unmasked Estep Score: -172297.281250 Penalty: 1725.459351 Iteration 0F: 2 clusters Score -172297.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -170330.671875 Penalty: 3450.918701 Iteration 0F: 3 clusters Score -170330.7 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -170627.734375 Penalty: 3450.918701 Iteration 1F: 3 clusters Score -170627.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -170718.734375 Penalty: 3450.918701 Iteration 2F: 3 clusters Score -170718.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -170775.750000 Penalty: 3450.918701 Iteration 3Q: 3 clusters Score -170775.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -170810.281250 Penalty: 3450.918701 Iteration 4Q: 3 clusters Score -170810.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -170862.515625 Penalty: 3450.918701 Iteration 5Q: 3 clusters Score -170862.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -170904.562500 Penalty: 3450.918701 Iteration 6Q: 3 clusters Score -170904.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -170957.906250 Penalty: 3450.918701 Iteration 7Q: 3 clusters Score -170957.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -171016.312500 Penalty: 3450.918701 Iteration 8Q: 3 clusters Score -171016.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -171103.281250 Penalty: 3450.918701 Iteration 9Q: 3 clusters Score -171103.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -171214.562500 Penalty: 3450.918701 Iteration 10Q: 3 clusters Score -171214.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -171394.406250 Penalty: 3450.918701 Iteration 11Q: 3 clusters Score -171394.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -171616.796875 Penalty: 3450.918701 Iteration 12F: 3 clusters Score -171616.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -171860.890625 Penalty: 3450.918701 Iteration 13Q: 3 clusters Score -171860.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -172168.234375 Penalty: 3450.918701 Iteration 14Q: 3 clusters Score -172168.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -172269.984375 Penalty: 3450.918701 Iteration 15Q: 3 clusters Score -172270 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -172306.000000 Penalty: 3450.918701 Iteration 16Q: 3 clusters Score -172306 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -172323.562500 Penalty: 3450.918701 Iteration 17Q: 3 clusters Score -172323.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -172329.359375 Penalty: 3450.918701 Iteration 18Q: 3 clusters Score -172329.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -172335.640625 Penalty: 3450.918701 Iteration 19Q: 3 clusters Score -172335.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -172340.640625 Penalty: 3450.918701 Iteration 20F: 3 clusters Score -172340.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -172342.609375 Penalty: 3450.918701 Iteration 21Q: 3 clusters Score -172342.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -172342.609375 Penalty: 3450.918701 Iteration 22F: 3 clusters Score -172342.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55647 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66868 members Mstep: Class 6 contains 404 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24364 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21598 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62876 members Mstep: Class 16 contains 23861 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24562 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23225 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24782 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 647 members Entering Unmasked Estep Score: -63648572.000000 Penalty: 79136.750000 Splitting cluster 6 changes total score from -63649888.000000 to -63648572.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (7487 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7487 members Entering Unmasked Estep Score: -1358073.625000 Penalty: 2212.388916 Iteration 0F: 2 clusters Score -1358074 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -1351981.000000 Penalty: 4424.777832 Iteration 0F: 3 clusters Score -1351981 nChanged 3024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -1353609.500000 Penalty: 4424.777832 Iteration 1F: 3 clusters Score -1353610 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -1353859.500000 Penalty: 4424.777832 Iteration 2F: 3 clusters Score -1353860 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -1353998.625000 Penalty: 4424.777832 Iteration 3Q: 3 clusters Score -1353999 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -1354090.125000 Penalty: 4424.777832 Iteration 4Q: 3 clusters Score -1354090 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -1354155.250000 Penalty: 4424.777832 Iteration 5Q: 3 clusters Score -1354155 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -1354202.750000 Penalty: 4424.777832 Iteration 6Q: 3 clusters Score -1354203 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -1354254.750000 Penalty: 4424.777832 Iteration 7Q: 3 clusters Score -1354255 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -1354292.750000 Penalty: 4424.777832 Iteration 8Q: 3 clusters Score -1354293 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -1354325.125000 Penalty: 4424.777832 Iteration 9Q: 3 clusters Score -1354325 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -1354359.375000 Penalty: 4424.777832 Iteration 10Q: 3 clusters Score -1354359 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -1354395.750000 Penalty: 4424.777832 Iteration 11Q: 3 clusters Score -1354396 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -1354424.125000 Penalty: 4424.777832 Iteration 12Q: 3 clusters Score -1354424 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -1354464.750000 Penalty: 4424.777832 Iteration 13Q: 3 clusters Score -1354465 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -1354509.250000 Penalty: 4424.777832 Iteration 14Q: 3 clusters Score -1354509 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -1354561.625000 Penalty: 4424.777832 Iteration 15Q: 3 clusters Score -1354562 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -1354615.125000 Penalty: 4424.777832 Iteration 16Q: 3 clusters Score -1354615 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -1354665.750000 Penalty: 4424.777832 Iteration 17Q: 3 clusters Score -1354666 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -1354723.750000 Penalty: 4424.777832 Iteration 18Q: 3 clusters Score -1354724 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -1354787.250000 Penalty: 4424.777832 Iteration 19Q: 3 clusters Score -1354787 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -1354847.000000 Penalty: 4424.777832 Iteration 20F: 3 clusters Score -1354847 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -1354906.500000 Penalty: 4424.777832 Iteration 21Q: 3 clusters Score -1354906 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -1354958.875000 Penalty: 4424.777832 Iteration 22Q: 3 clusters Score -1354959 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -1355017.125000 Penalty: 4424.777832 Iteration 23Q: 3 clusters Score -1355017 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 5074 members Entering Unmasked Estep Score: -1355073.000000 Penalty: 4424.777832 Iteration 24Q: 3 clusters Score -1355073 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 5165 members Entering Unmasked Estep Score: -1355133.875000 Penalty: 4424.777832 Iteration 25Q: 3 clusters Score -1355134 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -1355208.625000 Penalty: 4424.777832 Iteration 26Q: 3 clusters Score -1355209 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 5391 members Entering Unmasked Estep Score: -1355291.375000 Penalty: 4424.777832 Iteration 27Q: 3 clusters Score -1355291 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -1355365.375000 Penalty: 4424.777832 Iteration 28Q: 3 clusters Score -1355365 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -1355430.375000 Penalty: 4424.777832 Iteration 29Q: 3 clusters Score -1355430 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 5708 members Entering Unmasked Estep Score: -1355487.625000 Penalty: 4424.777832 Iteration 30Q: 3 clusters Score -1355488 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -1355563.000000 Penalty: 4424.777832 Iteration 31Q: 3 clusters Score -1355563 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 5915 members Entering Unmasked Estep Score: -1355626.500000 Penalty: 4424.777832 Iteration 32Q: 3 clusters Score -1355626 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -1355681.750000 Penalty: 4424.777832 Iteration 33Q: 3 clusters Score -1355682 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 6095 members Entering Unmasked Estep Score: -1355728.500000 Penalty: 4424.777832 Iteration 34Q: 3 clusters Score -1355728 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 6174 members Entering Unmasked Estep Score: -1355777.250000 Penalty: 4424.777832 Iteration 35Q: 3 clusters Score -1355777 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -1355821.125000 Penalty: 4424.777832 Iteration 36Q: 3 clusters Score -1355821 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -1355865.750000 Penalty: 4424.777832 Iteration 37Q: 3 clusters Score -1355866 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 6394 members Entering Unmasked Estep Score: -1355914.125000 Penalty: 4424.777832 Iteration 38Q: 3 clusters Score -1355914 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 6450 members Entering Unmasked Estep Score: -1355948.375000 Penalty: 4424.777832 Iteration 39Q: 3 clusters Score -1355948 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 6489 members Entering Unmasked Estep Score: -1355970.500000 Penalty: 4424.777832 Iteration 40F: 3 clusters Score -1355970 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 6528 members Entering Unmasked Estep Score: -1355996.375000 Penalty: 4424.777832 Iteration 41Q: 3 clusters Score -1355996 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 6568 members Entering Unmasked Estep Score: -1356024.500000 Penalty: 4424.777832 Iteration 42Q: 3 clusters Score -1356024 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -1356052.500000 Penalty: 4424.777832 Iteration 43Q: 3 clusters Score -1356052 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 6647 members Entering Unmasked Estep Score: -1356085.750000 Penalty: 4424.777832 Iteration 44Q: 3 clusters Score -1356086 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 6682 members Entering Unmasked Estep Score: -1356113.750000 Penalty: 4424.777832 Iteration 45Q: 3 clusters Score -1356114 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 6714 members Entering Unmasked Estep Score: -1356142.250000 Penalty: 4424.777832 Iteration 46Q: 3 clusters Score -1356142 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 6740 members Entering Unmasked Estep Score: -1356162.500000 Penalty: 4424.777832 Iteration 47Q: 3 clusters Score -1356162 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 6753 members Entering Unmasked Estep Score: -1356172.250000 Penalty: 4424.777832 Iteration 48Q: 3 clusters Score -1356172 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -1356181.750000 Penalty: 4424.777832 Iteration 49Q: 3 clusters Score -1356182 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 6780 members Entering Unmasked Estep Score: -1356191.500000 Penalty: 4424.777832 Iteration 50Q: 3 clusters Score -1356192 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -1356196.500000 Penalty: 4424.777832 Iteration 51Q: 3 clusters Score -1356196 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -1356202.375000 Penalty: 4424.777832 Iteration 52Q: 3 clusters Score -1356202 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -1356207.250000 Penalty: 4424.777832 Iteration 53Q: 3 clusters Score -1356207 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 6808 members Entering Unmasked Estep Score: -1356211.750000 Penalty: 4424.777832 Iteration 54Q: 3 clusters Score -1356212 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -1356216.250000 Penalty: 4424.777832 Iteration 55Q: 3 clusters Score -1356216 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 6822 members Entering Unmasked Estep Score: -1356219.000000 Penalty: 4424.777832 Iteration 56Q: 3 clusters Score -1356219 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 6824 members Entering Unmasked Estep Score: -1356220.750000 Penalty: 4424.777832 Iteration 57Q: 3 clusters Score -1356221 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -1356221.000000 Penalty: 4424.777832 Iteration 58Q: 3 clusters Score -1356221 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -1356221.000000 Penalty: 4424.777832 Iteration 59F: 3 clusters Score -1356221 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Entering Unmasked Estep Score: -42030.753906 Penalty: 1390.238892 Iteration 0F: 2 clusters Score -42030.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -40888.464844 Penalty: 2780.477783 Iteration 0F: 3 clusters Score -40888.46 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -40969.570312 Penalty: 2780.477783 Iteration 1F: 3 clusters Score -40969.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -40997.519531 Penalty: 2780.477783 Iteration 2Q: 3 clusters Score -40997.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -41019.617188 Penalty: 2780.477783 Iteration 3Q: 3 clusters Score -41019.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -41032.562500 Penalty: 2780.477783 Iteration 4Q: 3 clusters Score -41032.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -41037.308594 Penalty: 2780.477783 Iteration 5Q: 3 clusters Score -41037.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -41038.902344 Penalty: 2780.477783 Iteration 6Q: 3 clusters Score -41038.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -41038.902344 Penalty: 2780.477783 Iteration 7F: 3 clusters Score -41038.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Entering Unmasked Estep Score: -319411.000000 Penalty: 1870.074219 Iteration 0F: 2 clusters Score -319411 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -317040.343750 Penalty: 3740.148438 Iteration 0F: 3 clusters Score -317040.3 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -318336.156250 Penalty: 3740.148438 Iteration 1F: 3 clusters Score -318336.2 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -319376.250000 Penalty: 3740.148438 Iteration 2F: 3 clusters Score -319376.2 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -319972.562500 Penalty: 3740.148438 Iteration 3F: 3 clusters Score -319972.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -320185.187500 Penalty: 3740.148438 Iteration 4F: 3 clusters Score -320185.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -320274.562500 Penalty: 3740.148438 Iteration 5Q: 3 clusters Score -320274.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -320312.468750 Penalty: 3740.148438 Iteration 6Q: 3 clusters Score -320312.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -320324.968750 Penalty: 3740.148438 Iteration 7Q: 3 clusters Score -320325 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -320329.812500 Penalty: 3740.148438 Iteration 8Q: 3 clusters Score -320329.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -320335.843750 Penalty: 3740.148438 Iteration 9Q: 3 clusters Score -320335.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -320338.031250 Penalty: 3740.148438 Iteration 10Q: 3 clusters Score -320338 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -320343.593750 Penalty: 3740.148438 Iteration 11Q: 3 clusters Score -320343.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -320346.312500 Penalty: 3740.148438 Iteration 12Q: 3 clusters Score -320346.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -320348.062500 Penalty: 3740.148438 Iteration 13Q: 3 clusters Score -320348.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -320351.562500 Penalty: 3740.148438 Iteration 14Q: 3 clusters Score -320351.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -320351.781250 Penalty: 3740.148438 Iteration 15Q: 3 clusters Score -320351.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -320353.593750 Penalty: 3740.148438 Iteration 16Q: 3 clusters Score -320353.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -320353.750000 Penalty: 3740.148438 Iteration 17Q: 3 clusters Score -320353.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -320353.750000 Penalty: 3740.148438 Iteration 18F: 3 clusters Score -320353.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55647 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66868 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1366 members Mstep: Class 10 contains 24364 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21598 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62876 members Mstep: Class 16 contains 23861 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24562 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23225 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24782 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 517 members Entering Unmasked Estep Score: -63649692.000000 Penalty: 79136.750000 Splitting cluster 9 changes total score from -63649888.000000 to -63649692.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (24364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24364 members Entering Unmasked Estep Score: -4505883.500000 Penalty: 2505.013672 Iteration 0F: 2 clusters Score -4505884 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12052 members Mstep: Class 2 contains 12312 members Entering Unmasked Estep Score: -4489143.000000 Penalty: 5010.027344 Iteration 0F: 3 clusters Score -4489143 nChanged 10763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11221 members Mstep: Class 2 contains 13143 members Entering Unmasked Estep Score: -4494862.000000 Penalty: 5010.027344 Iteration 1F: 3 clusters Score -4494862 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10743 members Mstep: Class 2 contains 13621 members Entering Unmasked Estep Score: -4495422.500000 Penalty: 5010.027344 Iteration 2F: 3 clusters Score -4495422 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10107 members Mstep: Class 2 contains 14257 members Entering Unmasked Estep Score: -4496021.500000 Penalty: 5010.027344 Iteration 3F: 3 clusters Score -4496022 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9291 members Mstep: Class 2 contains 15073 members Entering Unmasked Estep Score: -4496684.000000 Penalty: 5010.027344 Iteration 4F: 3 clusters Score -4496684 nChanged 1430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8253 members Mstep: Class 2 contains 16111 members Entering Unmasked Estep Score: -4497571.500000 Penalty: 5010.027344 Iteration 5F: 3 clusters Score -4497572 nChanged 1580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6955 members Mstep: Class 2 contains 17409 members Entering Unmasked Estep Score: -4498789.000000 Penalty: 5010.027344 Iteration 6F: 3 clusters Score -4498789 nChanged 1719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 18890 members Entering Unmasked Estep Score: -4500275.000000 Penalty: 5010.027344 Iteration 7F: 3 clusters Score -4500275 nChanged 1540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 20302 members Entering Unmasked Estep Score: -4501752.500000 Penalty: 5010.027344 Iteration 8F: 3 clusters Score -4501752 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 21443 members Entering Unmasked Estep Score: -4502975.000000 Penalty: 5010.027344 Iteration 9F: 3 clusters Score -4502975 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 22186 members Entering Unmasked Estep Score: -4503893.500000 Penalty: 5010.027344 Iteration 10Q: 3 clusters Score -4503894 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 22600 members Entering Unmasked Estep Score: -4504474.500000 Penalty: 5010.027344 Iteration 11Q: 3 clusters Score -4504474 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 22852 members Entering Unmasked Estep Score: -4504823.000000 Penalty: 5010.027344 Iteration 12Q: 3 clusters Score -4504823 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 23021 members Entering Unmasked Estep Score: -4505024.000000 Penalty: 5010.027344 Iteration 13Q: 3 clusters Score -4505024 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 23125 members Entering Unmasked Estep Score: -4505149.000000 Penalty: 5010.027344 Iteration 14Q: 3 clusters Score -4505149 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 23182 members Entering Unmasked Estep Score: -4505197.500000 Penalty: 5010.027344 Iteration 15Q: 3 clusters Score -4505198 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 23217 members Entering Unmasked Estep Score: -4505205.000000 Penalty: 5010.027344 Iteration 16Q: 3 clusters Score -4505205 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 23248 members Entering Unmasked Estep Score: -4505224.500000 Penalty: 5010.027344 Iteration 17Q: 3 clusters Score -4505224 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 23267 members Entering Unmasked Estep Score: -4505229.500000 Penalty: 5010.027344 Iteration 18Q: 3 clusters Score -4505230 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 23281 members Entering Unmasked Estep Score: -4505234.500000 Penalty: 5010.027344 Iteration 19Q: 3 clusters Score -4505234 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 23298 members Entering Unmasked Estep Score: -4505235.000000 Penalty: 5010.027344 Iteration 20F: 3 clusters Score -4505235 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 23310 members Entering Unmasked Estep Score: -4505245.500000 Penalty: 5010.027344 Iteration 21Q: 3 clusters Score -4505246 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 23313 members Entering Unmasked Estep Score: -4505249.000000 Penalty: 5010.027344 Iteration 22Q: 3 clusters Score -4505249 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 23314 members Entering Unmasked Estep Score: -4505250.000000 Penalty: 5010.027344 Iteration 23Q: 3 clusters Score -4505250 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 23314 members Entering Unmasked Estep Score: -4505250.000000 Penalty: 5010.027344 Iteration 24F: 3 clusters Score -4505250 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (240 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Entering Unmasked Estep Score: -24712.019531 Penalty: 1359.198486 Iteration 0F: 2 clusters Score -24712.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -23927.248047 Penalty: 2718.396973 Iteration 0F: 3 clusters Score -23927.25 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -24353.937500 Penalty: 2718.396973 Iteration 1F: 3 clusters Score -24353.94 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -24532.464844 Penalty: 2718.396973 Iteration 2F: 3 clusters Score -24532.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -24571.875000 Penalty: 2718.396973 Iteration 3Q: 3 clusters Score -24571.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -24582.476562 Penalty: 2718.396973 Iteration 4Q: 3 clusters Score -24582.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -24611.966797 Penalty: 2718.396973 Iteration 5Q: 3 clusters Score -24611.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -24623.912109 Penalty: 2718.396973 Iteration 6Q: 3 clusters Score -24623.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -24631.593750 Penalty: 2718.396973 Iteration 7Q: 3 clusters Score -24631.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -24631.593750 Penalty: 2718.396973 Iteration 8F: 3 clusters Score -24631.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Entering Unmasked Estep Score: -401892.281250 Penalty: 1916.210083 Iteration 0F: 2 clusters Score -401892.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -399070.031250 Penalty: 3832.420166 Iteration 0F: 3 clusters Score -399070 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -399599.593750 Penalty: 3832.420166 Iteration 1F: 3 clusters Score -399599.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -399763.000000 Penalty: 3832.420166 Iteration 2F: 3 clusters Score -399763 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -399862.125000 Penalty: 3832.420166 Iteration 3F: 3 clusters Score -399862.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -399922.968750 Penalty: 3832.420166 Iteration 4Q: 3 clusters Score -399923 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -399978.437500 Penalty: 3832.420166 Iteration 5Q: 3 clusters Score -399978.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -400014.375000 Penalty: 3832.420166 Iteration 6Q: 3 clusters Score -400014.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -400071.593750 Penalty: 3832.420166 Iteration 7Q: 3 clusters Score -400071.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -400128.968750 Penalty: 3832.420166 Iteration 8Q: 3 clusters Score -400129 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -400195.656250 Penalty: 3832.420166 Iteration 9Q: 3 clusters Score -400195.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -400241.406250 Penalty: 3832.420166 Iteration 10Q: 3 clusters Score -400241.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -400281.187500 Penalty: 3832.420166 Iteration 11Q: 3 clusters Score -400281.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -400303.968750 Penalty: 3832.420166 Iteration 12Q: 3 clusters Score -400304 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -400328.687500 Penalty: 3832.420166 Iteration 13Q: 3 clusters Score -400328.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -400344.281250 Penalty: 3832.420166 Iteration 14Q: 3 clusters Score -400344.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -400357.062500 Penalty: 3832.420166 Iteration 15Q: 3 clusters Score -400357.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -400366.781250 Penalty: 3832.420166 Iteration 16Q: 3 clusters Score -400366.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -400375.906250 Penalty: 3832.420166 Iteration 17Q: 3 clusters Score -400375.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -400379.843750 Penalty: 3832.420166 Iteration 18Q: 3 clusters Score -400379.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -400383.781250 Penalty: 3832.420166 Iteration 19Q: 3 clusters Score -400383.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -400385.250000 Penalty: 3832.420166 Iteration 20F: 3 clusters Score -400385.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -400386.875000 Penalty: 3832.420166 Iteration 21Q: 3 clusters Score -400386.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -400386.875000 Penalty: 3832.420166 Iteration 22Q: 3 clusters Score -400386.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -400388.375000 Penalty: 3832.420166 Iteration 23Q: 3 clusters Score -400388.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -400389.968750 Penalty: 3832.420166 Iteration 24Q: 3 clusters Score -400390 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -400390.406250 Penalty: 3832.420166 Iteration 25Q: 3 clusters Score -400390.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -400390.875000 Penalty: 3832.420166 Iteration 26Q: 3 clusters Score -400390.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -400390.875000 Penalty: 3832.420166 Iteration 27F: 3 clusters Score -400390.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (21598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21598 members Entering Unmasked Estep Score: -3781748.500000 Penalty: 2475.128418 Iteration 0F: 2 clusters Score -3781748 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10735 members Mstep: Class 2 contains 10863 members Entering Unmasked Estep Score: -3766585.500000 Penalty: 4950.256836 Iteration 0F: 3 clusters Score -3766586 nChanged 9554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10301 members Mstep: Class 2 contains 11297 members Entering Unmasked Estep Score: -3771774.500000 Penalty: 4950.256836 Iteration 1F: 3 clusters Score -3771774 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10031 members Mstep: Class 2 contains 11567 members Entering Unmasked Estep Score: -3772136.000000 Penalty: 4950.256836 Iteration 2F: 3 clusters Score -3772136 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9700 members Mstep: Class 2 contains 11898 members Entering Unmasked Estep Score: -3772470.000000 Penalty: 4950.256836 Iteration 3Q: 3 clusters Score -3772470 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9311 members Mstep: Class 2 contains 12287 members Entering Unmasked Estep Score: -3772709.000000 Penalty: 4950.256836 Iteration 4Q: 3 clusters Score -3772709 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8813 members Mstep: Class 2 contains 12785 members Entering Unmasked Estep Score: -3772979.750000 Penalty: 4950.256836 Iteration 5Q: 3 clusters Score -3772980 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8206 members Mstep: Class 2 contains 13392 members Entering Unmasked Estep Score: -3773272.250000 Penalty: 4950.256836 Iteration 6Q: 3 clusters Score -3773272 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7463 members Mstep: Class 2 contains 14135 members Entering Unmasked Estep Score: -3773662.250000 Penalty: 4950.256836 Iteration 7Q: 3 clusters Score -3773662 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 15073 members Entering Unmasked Estep Score: -3774203.500000 Penalty: 4950.256836 Iteration 8Q: 3 clusters Score -3774204 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 16205 members Entering Unmasked Estep Score: -3774965.250000 Penalty: 4950.256836 Iteration 9F: 3 clusters Score -3774965 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 17464 members Entering Unmasked Estep Score: -3775948.000000 Penalty: 4950.256836 Iteration 10F: 3 clusters Score -3775948 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 18742 members Entering Unmasked Estep Score: -3777085.750000 Penalty: 4950.256836 Iteration 11F: 3 clusters Score -3777086 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 19833 members Entering Unmasked Estep Score: -3778062.000000 Penalty: 4950.256836 Iteration 12F: 3 clusters Score -3778062 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 20557 members Entering Unmasked Estep Score: -3778716.500000 Penalty: 4950.256836 Iteration 13Q: 3 clusters Score -3778716 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 20966 members Entering Unmasked Estep Score: -3779127.500000 Penalty: 4950.256836 Iteration 14Q: 3 clusters Score -3779128 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 21168 members Entering Unmasked Estep Score: -3779337.000000 Penalty: 4950.256836 Iteration 15Q: 3 clusters Score -3779337 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 21241 members Entering Unmasked Estep Score: -3779417.250000 Penalty: 4950.256836 Iteration 16Q: 3 clusters Score -3779417 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 21285 members Entering Unmasked Estep Score: -3779491.750000 Penalty: 4950.256836 Iteration 17Q: 3 clusters Score -3779492 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 21309 members Entering Unmasked Estep Score: -3779524.750000 Penalty: 4950.256836 Iteration 18Q: 3 clusters Score -3779525 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 21322 members Entering Unmasked Estep Score: -3779554.000000 Penalty: 4950.256836 Iteration 19Q: 3 clusters Score -3779554 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 21337 members Entering Unmasked Estep Score: -3779578.750000 Penalty: 4950.256836 Iteration 20F: 3 clusters Score -3779579 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 21345 members Entering Unmasked Estep Score: -3779594.000000 Penalty: 4950.256836 Iteration 21Q: 3 clusters Score -3779594 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 21350 members Entering Unmasked Estep Score: -3779607.000000 Penalty: 4950.256836 Iteration 22Q: 3 clusters Score -3779607 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 21356 members Entering Unmasked Estep Score: -3779618.750000 Penalty: 4950.256836 Iteration 23Q: 3 clusters Score -3779619 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 21359 members Entering Unmasked Estep Score: -3779620.000000 Penalty: 4950.256836 Iteration 24Q: 3 clusters Score -3779620 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 21359 members Entering Unmasked Estep Score: -3779620.000000 Penalty: 4950.256836 Iteration 25F: 3 clusters Score -3779620 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Entering Unmasked Estep Score: -215883.375000 Penalty: 1763.655029 Iteration 0F: 2 clusters Score -215883.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -213835.562500 Penalty: 3527.310059 Iteration 0F: 3 clusters Score -213835.6 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -214491.234375 Penalty: 3527.310059 Iteration 1F: 3 clusters Score -214491.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -214850.906250 Penalty: 3527.310059 Iteration 2F: 3 clusters Score -214850.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -215262.390625 Penalty: 3527.310059 Iteration 3F: 3 clusters Score -215262.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -215600.125000 Penalty: 3527.310059 Iteration 4F: 3 clusters Score -215600.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -215730.671875 Penalty: 3527.310059 Iteration 5Q: 3 clusters Score -215730.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -215790.921875 Penalty: 3527.310059 Iteration 6Q: 3 clusters Score -215790.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -215824.593750 Penalty: 3527.310059 Iteration 7Q: 3 clusters Score -215824.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -215835.765625 Penalty: 3527.310059 Iteration 8Q: 3 clusters Score -215835.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -215840.546875 Penalty: 3527.310059 Iteration 9Q: 3 clusters Score -215840.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -215846.625000 Penalty: 3527.310059 Iteration 10Q: 3 clusters Score -215846.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -215858.625000 Penalty: 3527.310059 Iteration 11Q: 3 clusters Score -215858.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -215870.890625 Penalty: 3527.310059 Iteration 12Q: 3 clusters Score -215870.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -215880.906250 Penalty: 3527.310059 Iteration 13Q: 3 clusters Score -215880.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -215880.906250 Penalty: 3527.310059 Iteration 14F: 3 clusters Score -215880.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (62876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62876 members Entering Unmasked Estep Score: -11584699.000000 Penalty: 2740.132080 Iteration 0F: 2 clusters Score -1.15847e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31591 members Mstep: Class 2 contains 31285 members Entering Unmasked Estep Score: -11545133.000000 Penalty: 5480.264160 Iteration 0F: 3 clusters Score -1.154513e+07 nChanged 29480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32599 members Mstep: Class 2 contains 30277 members Entering Unmasked Estep Score: -11561848.000000 Penalty: 5480.264160 Iteration 1F: 3 clusters Score -1.156185e+07 nChanged 2461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33250 members Mstep: Class 2 contains 29626 members Entering Unmasked Estep Score: -11562503.000000 Penalty: 5480.264160 Iteration 2Q: 3 clusters Score -1.15625e+07 nChanged 2274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34160 members Mstep: Class 2 contains 28716 members Entering Unmasked Estep Score: -11563345.000000 Penalty: 5480.264160 Iteration 3Q: 3 clusters Score -1.156334e+07 nChanged 2334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35370 members Mstep: Class 2 contains 27506 members Entering Unmasked Estep Score: -11564410.000000 Penalty: 5480.264160 Iteration 4Q: 3 clusters Score -1.156441e+07 nChanged 2565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36867 members Mstep: Class 2 contains 26009 members Entering Unmasked Estep Score: -11565738.000000 Penalty: 5480.264160 Iteration 5Q: 3 clusters Score -1.156574e+07 nChanged 2909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38794 members Mstep: Class 2 contains 24082 members Entering Unmasked Estep Score: -11567586.000000 Penalty: 5480.264160 Iteration 6Q: 3 clusters Score -1.156759e+07 nChanged 3157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40909 members Mstep: Class 2 contains 21967 members Entering Unmasked Estep Score: -11569820.000000 Penalty: 5480.264160 Iteration 7F: 3 clusters Score -1.156982e+07 nChanged 3324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43137 members Mstep: Class 2 contains 19739 members Entering Unmasked Estep Score: -11572302.000000 Penalty: 5480.264160 Iteration 8F: 3 clusters Score -1.15723e+07 nChanged 3097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45096 members Mstep: Class 2 contains 17780 members Entering Unmasked Estep Score: -11574396.000000 Penalty: 5480.264160 Iteration 9Q: 3 clusters Score -1.15744e+07 nChanged 2833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46719 members Mstep: Class 2 contains 16157 members Entering Unmasked Estep Score: -11576232.000000 Penalty: 5480.264160 Iteration 10Q: 3 clusters Score -1.157623e+07 nChanged 2501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47866 members Mstep: Class 2 contains 15010 members Entering Unmasked Estep Score: -11577648.000000 Penalty: 5480.264160 Iteration 11Q: 3 clusters Score -1.157765e+07 nChanged 2077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48623 members Mstep: Class 2 contains 14253 members Entering Unmasked Estep Score: -11578657.000000 Penalty: 5480.264160 Iteration 12Q: 3 clusters Score -1.157866e+07 nChanged 1673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49160 members Mstep: Class 2 contains 13716 members Entering Unmasked Estep Score: -11579252.000000 Penalty: 5480.264160 Iteration 13Q: 3 clusters Score -1.157925e+07 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49569 members Mstep: Class 2 contains 13307 members Entering Unmasked Estep Score: -11579713.000000 Penalty: 5480.264160 Iteration 14Q: 3 clusters Score -1.157971e+07 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49955 members Mstep: Class 2 contains 12921 members Entering Unmasked Estep Score: -11579924.000000 Penalty: 5480.264160 Iteration 15Q: 3 clusters Score -1.157992e+07 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50262 members Mstep: Class 2 contains 12614 members Entering Unmasked Estep Score: -11580134.000000 Penalty: 5480.264160 Iteration 16Q: 3 clusters Score -1.158013e+07 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50585 members Mstep: Class 2 contains 12291 members Entering Unmasked Estep Score: -11580280.000000 Penalty: 5480.264160 Iteration 17Q: 3 clusters Score -1.158028e+07 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50896 members Mstep: Class 2 contains 11980 members Entering Unmasked Estep Score: -11580401.000000 Penalty: 5480.264160 Iteration 18Q: 3 clusters Score -1.15804e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51195 members Mstep: Class 2 contains 11681 members Entering Unmasked Estep Score: -11580465.000000 Penalty: 5480.264160 Iteration 19Q: 3 clusters Score -1.158046e+07 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51503 members Mstep: Class 2 contains 11373 members Entering Unmasked Estep Score: -11580601.000000 Penalty: 5480.264160 Iteration 20F: 3 clusters Score -1.15806e+07 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51821 members Mstep: Class 2 contains 11055 members Entering Unmasked Estep Score: -11580667.000000 Penalty: 5480.264160 Iteration 21Q: 3 clusters Score -1.158067e+07 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52140 members Mstep: Class 2 contains 10736 members Entering Unmasked Estep Score: -11580770.000000 Penalty: 5480.264160 Iteration 22Q: 3 clusters Score -1.158077e+07 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52451 members Mstep: Class 2 contains 10425 members Entering Unmasked Estep Score: -11580821.000000 Penalty: 5480.264160 Iteration 23Q: 3 clusters Score -1.158082e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52726 members Mstep: Class 2 contains 10150 members Entering Unmasked Estep Score: -11580903.000000 Penalty: 5480.264160 Iteration 24Q: 3 clusters Score -1.15809e+07 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52977 members Mstep: Class 2 contains 9899 members Entering Unmasked Estep Score: -11580977.000000 Penalty: 5480.264160 Iteration 25Q: 3 clusters Score -1.158098e+07 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53190 members Mstep: Class 2 contains 9686 members Entering Unmasked Estep Score: -11581004.000000 Penalty: 5480.264160 Iteration 26Q: 3 clusters Score -1.1581e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53421 members Mstep: Class 2 contains 9455 members Entering Unmasked Estep Score: -11581056.000000 Penalty: 5480.264160 Iteration 27Q: 3 clusters Score -1.158106e+07 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53608 members Mstep: Class 2 contains 9268 members Entering Unmasked Estep Score: -11581111.000000 Penalty: 5480.264160 Iteration 28Q: 3 clusters Score -1.158111e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53783 members Mstep: Class 2 contains 9093 members Entering Unmasked Estep Score: -11581127.000000 Penalty: 5480.264160 Iteration 29Q: 3 clusters Score -1.158113e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53911 members Mstep: Class 2 contains 8965 members Entering Unmasked Estep Score: -11581150.000000 Penalty: 5480.264160 Iteration 30Q: 3 clusters Score -1.158115e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54037 members Mstep: Class 2 contains 8839 members Entering Unmasked Estep Score: -11581179.000000 Penalty: 5480.264160 Iteration 31Q: 3 clusters Score -1.158118e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54151 members Mstep: Class 2 contains 8725 members Entering Unmasked Estep Score: -11581194.000000 Penalty: 5480.264160 Iteration 32Q: 3 clusters Score -1.158119e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54282 members Mstep: Class 2 contains 8594 members Entering Unmasked Estep Score: -11581188.000000 Penalty: 5480.264160 Iteration 33Q: 3 clusters Score -1.158119e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54413 members Mstep: Class 2 contains 8463 members Entering Unmasked Estep Score: -11581220.000000 Penalty: 5480.264160 Iteration 34Q: 3 clusters Score -1.158122e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54530 members Mstep: Class 2 contains 8346 members Entering Unmasked Estep Score: -11581222.000000 Penalty: 5480.264160 Iteration 35Q: 3 clusters Score -1.158122e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54638 members Mstep: Class 2 contains 8238 members Entering Unmasked Estep Score: -11581247.000000 Penalty: 5480.264160 Iteration 36Q: 3 clusters Score -1.158125e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54755 members Mstep: Class 2 contains 8121 members Entering Unmasked Estep Score: -11581306.000000 Penalty: 5480.264160 Iteration 37Q: 3 clusters Score -1.158131e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54842 members Mstep: Class 2 contains 8034 members Entering Unmasked Estep Score: -11581343.000000 Penalty: 5480.264160 Iteration 38Q: 3 clusters Score -1.158134e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54948 members Mstep: Class 2 contains 7928 members Entering Unmasked Estep Score: -11581366.000000 Penalty: 5480.264160 Iteration 39Q: 3 clusters Score -1.158137e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55058 members Mstep: Class 2 contains 7818 members Entering Unmasked Estep Score: -11581369.000000 Penalty: 5480.264160 Iteration 40F: 3 clusters Score -1.158137e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55171 members Mstep: Class 2 contains 7705 members Entering Unmasked Estep Score: -11581432.000000 Penalty: 5480.264160 Iteration 41Q: 3 clusters Score -1.158143e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55278 members Mstep: Class 2 contains 7598 members Entering Unmasked Estep Score: -11581465.000000 Penalty: 5480.264160 Iteration 42Q: 3 clusters Score -1.158146e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55377 members Mstep: Class 2 contains 7499 members Entering Unmasked Estep Score: -11581488.000000 Penalty: 5480.264160 Iteration 43Q: 3 clusters Score -1.158149e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55489 members Mstep: Class 2 contains 7387 members Entering Unmasked Estep Score: -11581493.000000 Penalty: 5480.264160 Iteration 44Q: 3 clusters Score -1.158149e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55602 members Mstep: Class 2 contains 7274 members Entering Unmasked Estep Score: -11581480.000000 Penalty: 5480.264160 Iteration 45Q: 3 clusters Score -1.158148e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55699 members Mstep: Class 2 contains 7177 members Entering Unmasked Estep Score: -11581509.000000 Penalty: 5480.264160 Iteration 46Q: 3 clusters Score -1.158151e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55764 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -11581520.000000 Penalty: 5480.264160 Iteration 47Q: 3 clusters Score -1.158152e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55812 members Mstep: Class 2 contains 7064 members Entering Unmasked Estep Score: -11581547.000000 Penalty: 5480.264160 Iteration 48Q: 3 clusters Score -1.158155e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55869 members Mstep: Class 2 contains 7007 members Entering Unmasked Estep Score: -11581560.000000 Penalty: 5480.264160 Iteration 49Q: 3 clusters Score -1.158156e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55938 members Mstep: Class 2 contains 6938 members Entering Unmasked Estep Score: -11581567.000000 Penalty: 5480.264160 Iteration 50Q: 3 clusters Score -1.158157e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56003 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -11581560.000000 Penalty: 5480.264160 Iteration 51Q: 3 clusters Score -1.158156e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56063 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -11581563.000000 Penalty: 5480.264160 Iteration 52Q: 3 clusters Score -1.158156e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56108 members Mstep: Class 2 contains 6768 members Entering Unmasked Estep Score: -11581563.000000 Penalty: 5480.264160 Iteration 53Q: 3 clusters Score -1.158156e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56151 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -11581589.000000 Penalty: 5480.264160 Iteration 54Q: 3 clusters Score -1.158159e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56188 members Mstep: Class 2 contains 6688 members Entering Unmasked Estep Score: -11581575.000000 Penalty: 5480.264160 Iteration 55Q: 3 clusters Score -1.158158e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56238 members Mstep: Class 2 contains 6638 members Entering Unmasked Estep Score: -11581600.000000 Penalty: 5480.264160 Iteration 56Q: 3 clusters Score -1.15816e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56291 members Mstep: Class 2 contains 6585 members Entering Unmasked Estep Score: -11581637.000000 Penalty: 5480.264160 Iteration 57Q: 3 clusters Score -1.158164e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56341 members Mstep: Class 2 contains 6535 members Entering Unmasked Estep Score: -11581647.000000 Penalty: 5480.264160 Iteration 58Q: 3 clusters Score -1.158165e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56400 members Mstep: Class 2 contains 6476 members Entering Unmasked Estep Score: -11581667.000000 Penalty: 5480.264160 Iteration 59Q: 3 clusters Score -1.158167e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56456 members Mstep: Class 2 contains 6420 members Entering Unmasked Estep Score: -11581680.000000 Penalty: 5480.264160 Iteration 60F: 3 clusters Score -1.158168e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56516 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -11581664.000000 Penalty: 5480.264160 Iteration 61Q: 3 clusters Score -1.158166e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56568 members Mstep: Class 2 contains 6308 members Entering Unmasked Estep Score: -11581670.000000 Penalty: 5480.264160 Iteration 62Q: 3 clusters Score -1.158167e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56625 members Mstep: Class 2 contains 6251 members Entering Unmasked Estep Score: -11581678.000000 Penalty: 5480.264160 Iteration 63Q: 3 clusters Score -1.158168e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56682 members Mstep: Class 2 contains 6194 members Entering Unmasked Estep Score: -11581668.000000 Penalty: 5480.264160 Iteration 64Q: 3 clusters Score -1.158167e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56742 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -11581691.000000 Penalty: 5480.264160 Iteration 65Q: 3 clusters Score -1.158169e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56782 members Mstep: Class 2 contains 6094 members Entering Unmasked Estep Score: -11581689.000000 Penalty: 5480.264160 Iteration 66Q: 3 clusters Score -1.158169e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56825 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -11581691.000000 Penalty: 5480.264160 Iteration 67Q: 3 clusters Score -1.158169e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56882 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -11581714.000000 Penalty: 5480.264160 Iteration 68Q: 3 clusters Score -1.158171e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56936 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -11581728.000000 Penalty: 5480.264160 Iteration 69Q: 3 clusters Score -1.158173e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56995 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -11581754.000000 Penalty: 5480.264160 Iteration 70Q: 3 clusters Score -1.158175e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57046 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -11581755.000000 Penalty: 5480.264160 Iteration 71Q: 3 clusters Score -1.158176e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57102 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -11581751.000000 Penalty: 5480.264160 Iteration 72Q: 3 clusters Score -1.158175e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57173 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -11581759.000000 Penalty: 5480.264160 Iteration 73Q: 3 clusters Score -1.158176e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57237 members Mstep: Class 2 contains 5639 members Entering Unmasked Estep Score: -11581795.000000 Penalty: 5480.264160 Iteration 74Q: 3 clusters Score -1.15818e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57293 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -11581767.000000 Penalty: 5480.264160 Iteration 75Q: 3 clusters Score -1.158177e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57361 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -11581801.000000 Penalty: 5480.264160 Iteration 76Q: 3 clusters Score -1.15818e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57432 members Mstep: Class 2 contains 5444 members Entering Unmasked Estep Score: -11581811.000000 Penalty: 5480.264160 Iteration 77Q: 3 clusters Score -1.158181e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57507 members Mstep: Class 2 contains 5369 members Entering Unmasked Estep Score: -11581821.000000 Penalty: 5480.264160 Iteration 78Q: 3 clusters Score -1.158182e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57580 members Mstep: Class 2 contains 5296 members Entering Unmasked Estep Score: -11581822.000000 Penalty: 5480.264160 Iteration 79Q: 3 clusters Score -1.158182e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57658 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -11581852.000000 Penalty: 5480.264160 Iteration 80F: 3 clusters Score -1.158185e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57724 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -11581854.000000 Penalty: 5480.264160 Iteration 81Q: 3 clusters Score -1.158185e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57777 members Mstep: Class 2 contains 5099 members Entering Unmasked Estep Score: -11581852.000000 Penalty: 5480.264160 Iteration 82Q: 3 clusters Score -1.158185e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57833 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -11581856.000000 Penalty: 5480.264160 Iteration 83Q: 3 clusters Score -1.158186e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57881 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -11581829.000000 Penalty: 5480.264160 Iteration 84Q: 3 clusters Score -1.158183e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57914 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -11581820.000000 Penalty: 5480.264160 Iteration 85Q: 3 clusters Score -1.158182e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57961 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -11581825.000000 Penalty: 5480.264160 Iteration 86Q: 3 clusters Score -1.158182e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57998 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -11581845.000000 Penalty: 5480.264160 Iteration 87Q: 3 clusters Score -1.158184e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58038 members Mstep: Class 2 contains 4838 members Entering Unmasked Estep Score: -11581882.000000 Penalty: 5480.264160 Iteration 88Q: 3 clusters Score -1.158188e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58077 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -11581902.000000 Penalty: 5480.264160 Iteration 89Q: 3 clusters Score -1.15819e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58118 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -11581928.000000 Penalty: 5480.264160 Iteration 90Q: 3 clusters Score -1.158193e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58168 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -11581906.000000 Penalty: 5480.264160 Iteration 91Q: 3 clusters Score -1.158191e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58207 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -11581920.000000 Penalty: 5480.264160 Iteration 92Q: 3 clusters Score -1.158192e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58253 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -11581947.000000 Penalty: 5480.264160 Iteration 93Q: 3 clusters Score -1.158195e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58299 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -11581967.000000 Penalty: 5480.264160 Iteration 94Q: 3 clusters Score -1.158197e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58346 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -11581945.000000 Penalty: 5480.264160 Iteration 95Q: 3 clusters Score -1.158194e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58382 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -11581946.000000 Penalty: 5480.264160 Iteration 96Q: 3 clusters Score -1.158195e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58414 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -11581936.000000 Penalty: 5480.264160 Iteration 97Q: 3 clusters Score -1.158194e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58441 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -11581950.000000 Penalty: 5480.264160 Iteration 98Q: 3 clusters Score -1.158195e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58470 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -11581934.000000 Penalty: 5480.264160 Iteration 99Q: 3 clusters Score -1.158193e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58492 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -11581946.000000 Penalty: 5480.264160 Iteration 100F: 3 clusters Score -1.158195e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58507 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -11581944.000000 Penalty: 5480.264160 Iteration 101Q: 3 clusters Score -1.158194e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58517 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -11581951.000000 Penalty: 5480.264160 Iteration 102Q: 3 clusters Score -1.158195e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58526 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -11581960.000000 Penalty: 5480.264160 Iteration 103Q: 3 clusters Score -1.158196e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58532 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -11581963.000000 Penalty: 5480.264160 Iteration 104Q: 3 clusters Score -1.158196e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58533 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -11581969.000000 Penalty: 5480.264160 Iteration 105Q: 3 clusters Score -1.158197e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58537 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -11581957.000000 Penalty: 5480.264160 Iteration 106Q: 3 clusters Score -1.158196e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58543 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -11581955.000000 Penalty: 5480.264160 Iteration 107Q: 3 clusters Score -1.158196e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58550 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -11581959.000000 Penalty: 5480.264160 Iteration 108Q: 3 clusters Score -1.158196e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58554 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -11581970.000000 Penalty: 5480.264160 Iteration 109Q: 3 clusters Score -1.158197e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58556 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -11581978.000000 Penalty: 5480.264160 Iteration 110Q: 3 clusters Score -1.158198e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58558 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -11581974.000000 Penalty: 5480.264160 Iteration 111Q: 3 clusters Score -1.158197e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58562 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -11581971.000000 Penalty: 5480.264160 Iteration 112Q: 3 clusters Score -1.158197e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58573 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -11581976.000000 Penalty: 5480.264160 Iteration 113Q: 3 clusters Score -1.158198e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58585 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -11581971.000000 Penalty: 5480.264160 Iteration 114Q: 3 clusters Score -1.158197e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58598 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -11581969.000000 Penalty: 5480.264160 Iteration 115Q: 3 clusters Score -1.158197e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58618 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -11581955.000000 Penalty: 5480.264160 Iteration 116Q: 3 clusters Score -1.158196e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58637 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -11581957.000000 Penalty: 5480.264160 Iteration 117Q: 3 clusters Score -1.158196e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58655 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -11581965.000000 Penalty: 5480.264160 Iteration 118Q: 3 clusters Score -1.158196e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58671 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -11581957.000000 Penalty: 5480.264160 Iteration 119Q: 3 clusters Score -1.158196e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58685 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -11581970.000000 Penalty: 5480.264160 Iteration 120F: 3 clusters Score -1.158197e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58709 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -11581961.000000 Penalty: 5480.264160 Iteration 121Q: 3 clusters Score -1.158196e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58738 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -11581966.000000 Penalty: 5480.264160 Iteration 122Q: 3 clusters Score -1.158197e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58757 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -11581954.000000 Penalty: 5480.264160 Iteration 123Q: 3 clusters Score -1.158195e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58784 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -11581974.000000 Penalty: 5480.264160 Iteration 124Q: 3 clusters Score -1.158197e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58807 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -11581993.000000 Penalty: 5480.264160 Iteration 125Q: 3 clusters Score -1.158199e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58832 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -11581997.000000 Penalty: 5480.264160 Iteration 126Q: 3 clusters Score -1.1582e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58853 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -11581988.000000 Penalty: 5480.264160 Iteration 127Q: 3 clusters Score -1.158199e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58866 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -11581993.000000 Penalty: 5480.264160 Iteration 128Q: 3 clusters Score -1.158199e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58880 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -11582010.000000 Penalty: 5480.264160 Iteration 129Q: 3 clusters Score -1.158201e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58893 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -11582006.000000 Penalty: 5480.264160 Iteration 130Q: 3 clusters Score -1.158201e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58899 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -11582008.000000 Penalty: 5480.264160 Iteration 131Q: 3 clusters Score -1.158201e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58906 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -11582012.000000 Penalty: 5480.264160 Iteration 132Q: 3 clusters Score -1.158201e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58909 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -11582022.000000 Penalty: 5480.264160 Iteration 133Q: 3 clusters Score -1.158202e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58913 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -11582022.000000 Penalty: 5480.264160 Iteration 134Q: 3 clusters Score -1.158202e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58919 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -11582017.000000 Penalty: 5480.264160 Iteration 135Q: 3 clusters Score -1.158202e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58926 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -11582022.000000 Penalty: 5480.264160 Iteration 136Q: 3 clusters Score -1.158202e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58936 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -11582030.000000 Penalty: 5480.264160 Iteration 137Q: 3 clusters Score -1.158203e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58946 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -11582030.000000 Penalty: 5480.264160 Iteration 138Q: 3 clusters Score -1.158203e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58954 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -11582024.000000 Penalty: 5480.264160 Iteration 139Q: 3 clusters Score -1.158202e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58964 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -11582027.000000 Penalty: 5480.264160 Iteration 140F: 3 clusters Score -1.158203e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58971 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -11582029.000000 Penalty: 5480.264160 Iteration 141Q: 3 clusters Score -1.158203e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58980 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -11582032.000000 Penalty: 5480.264160 Iteration 142Q: 3 clusters Score -1.158203e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58988 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -11582026.000000 Penalty: 5480.264160 Iteration 143Q: 3 clusters Score -1.158203e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58995 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -11582017.000000 Penalty: 5480.264160 Iteration 144Q: 3 clusters Score -1.158202e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58998 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -11582019.000000 Penalty: 5480.264160 Iteration 145Q: 3 clusters Score -1.158202e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59007 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -11582020.000000 Penalty: 5480.264160 Iteration 146Q: 3 clusters Score -1.158202e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59013 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -11582003.000000 Penalty: 5480.264160 Iteration 147Q: 3 clusters Score -1.1582e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59019 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -11582009.000000 Penalty: 5480.264160 Iteration 148Q: 3 clusters Score -1.158201e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59027 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -11582008.000000 Penalty: 5480.264160 Iteration 149Q: 3 clusters Score -1.158201e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59031 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -11582026.000000 Penalty: 5480.264160 Iteration 150Q: 3 clusters Score -1.158203e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59033 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -11582020.000000 Penalty: 5480.264160 Iteration 151Q: 3 clusters Score -1.158202e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59037 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -11582021.000000 Penalty: 5480.264160 Iteration 152Q: 3 clusters Score -1.158202e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59043 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -11582018.000000 Penalty: 5480.264160 Iteration 153Q: 3 clusters Score -1.158202e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59049 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -11582014.000000 Penalty: 5480.264160 Iteration 154Q: 3 clusters Score -1.158201e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59057 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -11582015.000000 Penalty: 5480.264160 Iteration 155Q: 3 clusters Score -1.158202e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59061 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -11582022.000000 Penalty: 5480.264160 Iteration 156Q: 3 clusters Score -1.158202e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59062 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -11582016.000000 Penalty: 5480.264160 Iteration 157Q: 3 clusters Score -1.158202e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59064 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -11582014.000000 Penalty: 5480.264160 Iteration 158Q: 3 clusters Score -1.158201e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59065 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -11582017.000000 Penalty: 5480.264160 Iteration 159Q: 3 clusters Score -1.158202e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59066 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -11582017.000000 Penalty: 5480.264160 Iteration 160F: 3 clusters Score -1.158202e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59065 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -11582023.000000 Penalty: 5480.264160 Iteration 161Q: 3 clusters Score -1.158202e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59064 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -11582029.000000 Penalty: 5480.264160 Iteration 162Q: 3 clusters Score -1.158203e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59066 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -11582024.000000 Penalty: 5480.264160 Iteration 163Q: 3 clusters Score -1.158202e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59065 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -11582032.000000 Penalty: 5480.264160 Iteration 164Q: 3 clusters Score -1.158203e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59065 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -11582032.000000 Penalty: 5480.264160 Iteration 165F: 3 clusters Score -1.158203e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (23861 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23861 members Entering Unmasked Estep Score: -4305848.000000 Penalty: 2499.840332 Iteration 0F: 2 clusters Score -4305848 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11965 members Mstep: Class 2 contains 11896 members Entering Unmasked Estep Score: -4289431.500000 Penalty: 4999.680664 Iteration 0F: 3 clusters Score -4289432 nChanged 10460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12077 members Mstep: Class 2 contains 11784 members Entering Unmasked Estep Score: -4295078.500000 Penalty: 4999.680664 Iteration 1F: 3 clusters Score -4295078 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12152 members Mstep: Class 2 contains 11709 members Entering Unmasked Estep Score: -4295441.500000 Penalty: 4999.680664 Iteration 2Q: 3 clusters Score -4295442 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12190 members Mstep: Class 2 contains 11671 members Entering Unmasked Estep Score: -4295732.500000 Penalty: 4999.680664 Iteration 3Q: 3 clusters Score -4295732 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12216 members Mstep: Class 2 contains 11645 members Entering Unmasked Estep Score: -4296014.000000 Penalty: 4999.680664 Iteration 4Q: 3 clusters Score -4296014 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12206 members Mstep: Class 2 contains 11655 members Entering Unmasked Estep Score: -4296317.500000 Penalty: 4999.680664 Iteration 5Q: 3 clusters Score -4296318 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12172 members Mstep: Class 2 contains 11689 members Entering Unmasked Estep Score: -4296800.500000 Penalty: 4999.680664 Iteration 6Q: 3 clusters Score -4296800 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12034 members Mstep: Class 2 contains 11827 members Entering Unmasked Estep Score: -4297418.500000 Penalty: 4999.680664 Iteration 7Q: 3 clusters Score -4297418 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11798 members Mstep: Class 2 contains 12063 members Entering Unmasked Estep Score: -4298121.000000 Penalty: 4999.680664 Iteration 8Q: 3 clusters Score -4298121 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11415 members Mstep: Class 2 contains 12446 members Entering Unmasked Estep Score: -4298856.000000 Penalty: 4999.680664 Iteration 9F: 3 clusters Score -4298856 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10888 members Mstep: Class 2 contains 12973 members Entering Unmasked Estep Score: -4299542.000000 Penalty: 4999.680664 Iteration 10F: 3 clusters Score -4299542 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10319 members Mstep: Class 2 contains 13542 members Entering Unmasked Estep Score: -4300164.000000 Penalty: 4999.680664 Iteration 11F: 3 clusters Score -4300164 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9683 members Mstep: Class 2 contains 14178 members Entering Unmasked Estep Score: -4300614.500000 Penalty: 4999.680664 Iteration 12Q: 3 clusters Score -4300614 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9067 members Mstep: Class 2 contains 14794 members Entering Unmasked Estep Score: -4300973.500000 Penalty: 4999.680664 Iteration 13Q: 3 clusters Score -4300974 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8424 members Mstep: Class 2 contains 15437 members Entering Unmasked Estep Score: -4301308.000000 Penalty: 4999.680664 Iteration 14Q: 3 clusters Score -4301308 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7763 members Mstep: Class 2 contains 16098 members Entering Unmasked Estep Score: -4301608.500000 Penalty: 4999.680664 Iteration 15Q: 3 clusters Score -4301608 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7184 members Mstep: Class 2 contains 16677 members Entering Unmasked Estep Score: -4301854.000000 Penalty: 4999.680664 Iteration 16Q: 3 clusters Score -4301854 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6641 members Mstep: Class 2 contains 17220 members Entering Unmasked Estep Score: -4302071.500000 Penalty: 4999.680664 Iteration 17Q: 3 clusters Score -4302072 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Mstep: Class 2 contains 17758 members Entering Unmasked Estep Score: -4302285.000000 Penalty: 4999.680664 Iteration 18Q: 3 clusters Score -4302285 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 18321 members Entering Unmasked Estep Score: -4302516.500000 Penalty: 4999.680664 Iteration 19Q: 3 clusters Score -4302516 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 18869 members Entering Unmasked Estep Score: -4302751.500000 Penalty: 4999.680664 Iteration 20F: 3 clusters Score -4302752 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 19381 members Entering Unmasked Estep Score: -4303005.500000 Penalty: 4999.680664 Iteration 21Q: 3 clusters Score -4303006 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 19912 members Entering Unmasked Estep Score: -4303330.000000 Penalty: 4999.680664 Iteration 22Q: 3 clusters Score -4303330 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 20400 members Entering Unmasked Estep Score: -4303626.500000 Penalty: 4999.680664 Iteration 23Q: 3 clusters Score -4303626 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 20815 members Entering Unmasked Estep Score: -4303977.000000 Penalty: 4999.680664 Iteration 24Q: 3 clusters Score -4303977 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 21198 members Entering Unmasked Estep Score: -4304453.000000 Penalty: 4999.680664 Iteration 25Q: 3 clusters Score -4304453 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 21482 members Entering Unmasked Estep Score: -4304704.000000 Penalty: 4999.680664 Iteration 26Q: 3 clusters Score -4304704 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 21677 members Entering Unmasked Estep Score: -4304829.500000 Penalty: 4999.680664 Iteration 27Q: 3 clusters Score -4304830 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 21810 members Entering Unmasked Estep Score: -4304875.000000 Penalty: 4999.680664 Iteration 28Q: 3 clusters Score -4304875 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 21916 members Entering Unmasked Estep Score: -4304920.500000 Penalty: 4999.680664 Iteration 29Q: 3 clusters Score -4304920 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 22009 members Entering Unmasked Estep Score: -4304959.500000 Penalty: 4999.680664 Iteration 30Q: 3 clusters Score -4304960 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 22078 members Entering Unmasked Estep Score: -4304972.500000 Penalty: 4999.680664 Iteration 31Q: 3 clusters Score -4304972 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 22134 members Entering Unmasked Estep Score: -4304989.000000 Penalty: 4999.680664 Iteration 32Q: 3 clusters Score -4304989 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 22175 members Entering Unmasked Estep Score: -4305005.000000 Penalty: 4999.680664 Iteration 33Q: 3 clusters Score -4305005 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 22219 members Entering Unmasked Estep Score: -4305025.500000 Penalty: 4999.680664 Iteration 34Q: 3 clusters Score -4305026 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 22248 members Entering Unmasked Estep Score: -4305030.500000 Penalty: 4999.680664 Iteration 35Q: 3 clusters Score -4305030 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 22268 members Entering Unmasked Estep Score: -4305030.000000 Penalty: 4999.680664 Iteration 36Q: 3 clusters Score -4305030 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 22278 members Entering Unmasked Estep Score: -4305037.500000 Penalty: 4999.680664 Iteration 37Q: 3 clusters Score -4305038 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 22287 members Entering Unmasked Estep Score: -4305045.500000 Penalty: 4999.680664 Iteration 38Q: 3 clusters Score -4305046 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 22299 members Entering Unmasked Estep Score: -4305056.500000 Penalty: 4999.680664 Iteration 39Q: 3 clusters Score -4305056 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 22304 members Entering Unmasked Estep Score: -4305050.000000 Penalty: 4999.680664 Iteration 40F: 3 clusters Score -4305050 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 22306 members Entering Unmasked Estep Score: -4305054.000000 Penalty: 4999.680664 Iteration 41Q: 3 clusters Score -4305054 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 22309 members Entering Unmasked Estep Score: -4305051.000000 Penalty: 4999.680664 Iteration 42Q: 3 clusters Score -4305051 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 22309 members Entering Unmasked Estep Score: -4305051.000000 Penalty: 4999.680664 Iteration 43F: 3 clusters Score -4305051 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Entering Unmasked Estep Score: -20976.830078 Penalty: 1270.743042 Iteration 0F: 2 clusters Score -20976.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -20129.181641 Penalty: 2541.486084 Iteration 0F: 3 clusters Score -20129.18 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -20232.484375 Penalty: 2541.486084 Iteration 1F: 3 clusters Score -20232.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -20278.332031 Penalty: 2541.486084 Iteration 2Q: 3 clusters Score -20278.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -20284.986328 Penalty: 2541.486084 Iteration 3Q: 3 clusters Score -20284.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -20284.986328 Penalty: 2541.486084 Iteration 4F: 3 clusters Score -20284.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (24562 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24562 members Entering Unmasked Estep Score: -4846883.500000 Penalty: 2507.020996 Iteration 0F: 2 clusters Score -4846884 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12091 members Mstep: Class 2 contains 12471 members Entering Unmasked Estep Score: -4830325.500000 Penalty: 5014.041992 Iteration 0F: 3 clusters Score -4830326 nChanged 10966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11181 members Mstep: Class 2 contains 13381 members Entering Unmasked Estep Score: -4836257.000000 Penalty: 5014.041992 Iteration 1F: 3 clusters Score -4836257 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10643 members Mstep: Class 2 contains 13919 members Entering Unmasked Estep Score: -4836684.000000 Penalty: 5014.041992 Iteration 2F: 3 clusters Score -4836684 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9860 members Mstep: Class 2 contains 14702 members Entering Unmasked Estep Score: -4837207.500000 Penalty: 5014.041992 Iteration 3Q: 3 clusters Score -4837208 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8844 members Mstep: Class 2 contains 15718 members Entering Unmasked Estep Score: -4837866.500000 Penalty: 5014.041992 Iteration 4F: 3 clusters Score -4837866 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7587 members Mstep: Class 2 contains 16975 members Entering Unmasked Estep Score: -4838672.500000 Penalty: 5014.041992 Iteration 5F: 3 clusters Score -4838672 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6081 members Mstep: Class 2 contains 18481 members Entering Unmasked Estep Score: -4839755.000000 Penalty: 5014.041992 Iteration 6F: 3 clusters Score -4839755 nChanged 1593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 20054 members Entering Unmasked Estep Score: -4840994.500000 Penalty: 5014.041992 Iteration 7F: 3 clusters Score -4840994 nChanged 1502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 21544 members Entering Unmasked Estep Score: -4842305.500000 Penalty: 5014.041992 Iteration 8F: 3 clusters Score -4842306 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 22679 members Entering Unmasked Estep Score: -4843264.000000 Penalty: 5014.041992 Iteration 9Q: 3 clusters Score -4843264 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 23384 members Entering Unmasked Estep Score: -4843910.000000 Penalty: 5014.041992 Iteration 10Q: 3 clusters Score -4843910 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 23787 members Entering Unmasked Estep Score: -4844291.500000 Penalty: 5014.041992 Iteration 11Q: 3 clusters Score -4844292 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 23988 members Entering Unmasked Estep Score: -4844455.500000 Penalty: 5014.041992 Iteration 12Q: 3 clusters Score -4844456 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 24088 members Entering Unmasked Estep Score: -4844562.500000 Penalty: 5014.041992 Iteration 13Q: 3 clusters Score -4844562 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 24148 members Entering Unmasked Estep Score: -4844619.000000 Penalty: 5014.041992 Iteration 14Q: 3 clusters Score -4844619 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 24177 members Entering Unmasked Estep Score: -4844644.500000 Penalty: 5014.041992 Iteration 15Q: 3 clusters Score -4844644 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 24194 members Entering Unmasked Estep Score: -4844661.000000 Penalty: 5014.041992 Iteration 16Q: 3 clusters Score -4844661 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 24204 members Entering Unmasked Estep Score: -4844667.500000 Penalty: 5014.041992 Iteration 17Q: 3 clusters Score -4844668 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 24207 members Entering Unmasked Estep Score: -4844674.500000 Penalty: 5014.041992 Iteration 18Q: 3 clusters Score -4844674 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 24209 members Entering Unmasked Estep Score: -4844680.500000 Penalty: 5014.041992 Iteration 19Q: 3 clusters Score -4844680 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 24214 members Entering Unmasked Estep Score: -4844683.000000 Penalty: 5014.041992 Iteration 20F: 3 clusters Score -4844683 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 24221 members Entering Unmasked Estep Score: -4844685.000000 Penalty: 5014.041992 Iteration 21Q: 3 clusters Score -4844685 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 24223 members Entering Unmasked Estep Score: -4844688.000000 Penalty: 5014.041992 Iteration 22Q: 3 clusters Score -4844688 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 24225 members Entering Unmasked Estep Score: -4844693.500000 Penalty: 5014.041992 Iteration 23Q: 3 clusters Score -4844694 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 24228 members Entering Unmasked Estep Score: -4844698.000000 Penalty: 5014.041992 Iteration 24Q: 3 clusters Score -4844698 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 24230 members Entering Unmasked Estep Score: -4844703.500000 Penalty: 5014.041992 Iteration 25Q: 3 clusters Score -4844704 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 24231 members Entering Unmasked Estep Score: -4844705.500000 Penalty: 5014.041992 Iteration 26Q: 3 clusters Score -4844706 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 24231 members Entering Unmasked Estep Score: -4844708.500000 Penalty: 5014.041992 Iteration 27Q: 3 clusters Score -4844708 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 24232 members Entering Unmasked Estep Score: -4844708.000000 Penalty: 5014.041992 Iteration 28Q: 3 clusters Score -4844708 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 24233 members Entering Unmasked Estep Score: -4844708.500000 Penalty: 5014.041992 Iteration 29Q: 3 clusters Score -4844708 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 24233 members Entering Unmasked Estep Score: -4844708.500000 Penalty: 5014.041992 Iteration 30F: 3 clusters Score -4844708 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Entering Unmasked Estep Score: -109081.992188 Penalty: 1611.947144 Iteration 0F: 2 clusters Score -109082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -107378.828125 Penalty: 3223.894287 Iteration 0F: 3 clusters Score -107378.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -107591.843750 Penalty: 3223.894287 Iteration 1F: 3 clusters Score -107591.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -107670.437500 Penalty: 3223.894287 Iteration 2F: 3 clusters Score -107670.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -107706.687500 Penalty: 3223.894287 Iteration 3Q: 3 clusters Score -107706.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -107744.171875 Penalty: 3223.894287 Iteration 4Q: 3 clusters Score -107744.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -107765.015625 Penalty: 3223.894287 Iteration 5Q: 3 clusters Score -107765 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -107791.500000 Penalty: 3223.894287 Iteration 6Q: 3 clusters Score -107791.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -107797.984375 Penalty: 3223.894287 Iteration 7Q: 3 clusters Score -107798 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -107798.859375 Penalty: 3223.894287 Iteration 8Q: 3 clusters Score -107798.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -107798.859375 Penalty: 3223.894287 Iteration 9F: 3 clusters Score -107798.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Entering Unmasked Estep Score: -76282.257812 Penalty: 1535.705811 Iteration 0F: 2 clusters Score -76282.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -74846.210938 Penalty: 3071.411621 Iteration 0F: 3 clusters Score -74846.21 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -75070.515625 Penalty: 3071.411621 Iteration 1F: 3 clusters Score -75070.52 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -75196.859375 Penalty: 3071.411621 Iteration 2F: 3 clusters Score -75196.86 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -75263.335938 Penalty: 3071.411621 Iteration 3Q: 3 clusters Score -75263.34 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -75301.867188 Penalty: 3071.411621 Iteration 4Q: 3 clusters Score -75301.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -75325.968750 Penalty: 3071.411621 Iteration 5Q: 3 clusters Score -75325.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -75341.562500 Penalty: 3071.411621 Iteration 6Q: 3 clusters Score -75341.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -75345.132812 Penalty: 3071.411621 Iteration 7Q: 3 clusters Score -75345.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -75352.890625 Penalty: 3071.411621 Iteration 8Q: 3 clusters Score -75352.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -75363.882812 Penalty: 3071.411621 Iteration 9Q: 3 clusters Score -75363.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -75373.039062 Penalty: 3071.411621 Iteration 10Q: 3 clusters Score -75373.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -75374.593750 Penalty: 3071.411621 Iteration 11Q: 3 clusters Score -75374.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -75374.593750 Penalty: 3071.411621 Iteration 12F: 3 clusters Score -75374.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (23225 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23225 members Entering Unmasked Estep Score: -4510395.000000 Penalty: 2493.140137 Iteration 0F: 2 clusters Score -4510395 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11565 members Mstep: Class 2 contains 11660 members Entering Unmasked Estep Score: -4494264.000000 Penalty: 4986.280273 Iteration 0F: 3 clusters Score -4494264 nChanged 10243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11156 members Mstep: Class 2 contains 12069 members Entering Unmasked Estep Score: -4499720.500000 Penalty: 4986.280273 Iteration 1F: 3 clusters Score -4499720 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10866 members Mstep: Class 2 contains 12359 members Entering Unmasked Estep Score: -4500158.500000 Penalty: 4986.280273 Iteration 2F: 3 clusters Score -4500158 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10466 members Mstep: Class 2 contains 12759 members Entering Unmasked Estep Score: -4500580.500000 Penalty: 4986.280273 Iteration 3Q: 3 clusters Score -4500580 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9955 members Mstep: Class 2 contains 13270 members Entering Unmasked Estep Score: -4501010.000000 Penalty: 4986.280273 Iteration 4Q: 3 clusters Score -4501010 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9324 members Mstep: Class 2 contains 13901 members Entering Unmasked Estep Score: -4501491.000000 Penalty: 4986.280273 Iteration 5Q: 3 clusters Score -4501491 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8576 members Mstep: Class 2 contains 14649 members Entering Unmasked Estep Score: -4502045.000000 Penalty: 4986.280273 Iteration 6Q: 3 clusters Score -4502045 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 15555 members Entering Unmasked Estep Score: -4502729.500000 Penalty: 4986.280273 Iteration 7F: 3 clusters Score -4502730 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6670 members Mstep: Class 2 contains 16555 members Entering Unmasked Estep Score: -4503510.500000 Penalty: 4986.280273 Iteration 8F: 3 clusters Score -4503510 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 17628 members Entering Unmasked Estep Score: -4504369.500000 Penalty: 4986.280273 Iteration 9F: 3 clusters Score -4504370 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 18603 members Entering Unmasked Estep Score: -4505223.500000 Penalty: 4986.280273 Iteration 10Q: 3 clusters Score -4505224 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 19413 members Entering Unmasked Estep Score: -4505974.500000 Penalty: 4986.280273 Iteration 11Q: 3 clusters Score -4505974 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 20066 members Entering Unmasked Estep Score: -4506627.500000 Penalty: 4986.280273 Iteration 12Q: 3 clusters Score -4506628 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 20533 members Entering Unmasked Estep Score: -4507060.500000 Penalty: 4986.280273 Iteration 13Q: 3 clusters Score -4507060 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 20873 members Entering Unmasked Estep Score: -4507386.000000 Penalty: 4986.280273 Iteration 14Q: 3 clusters Score -4507386 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 21099 members Entering Unmasked Estep Score: -4507606.000000 Penalty: 4986.280273 Iteration 15Q: 3 clusters Score -4507606 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 21273 members Entering Unmasked Estep Score: -4507757.500000 Penalty: 4986.280273 Iteration 16Q: 3 clusters Score -4507758 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 21414 members Entering Unmasked Estep Score: -4507873.500000 Penalty: 4986.280273 Iteration 17Q: 3 clusters Score -4507874 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 21505 members Entering Unmasked Estep Score: -4507955.000000 Penalty: 4986.280273 Iteration 18Q: 3 clusters Score -4507955 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 21582 members Entering Unmasked Estep Score: -4507988.500000 Penalty: 4986.280273 Iteration 19Q: 3 clusters Score -4507988 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 21651 members Entering Unmasked Estep Score: -4508034.500000 Penalty: 4986.280273 Iteration 20F: 3 clusters Score -4508034 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 21713 members Entering Unmasked Estep Score: -4508071.000000 Penalty: 4986.280273 Iteration 21Q: 3 clusters Score -4508071 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 21765 members Entering Unmasked Estep Score: -4508103.000000 Penalty: 4986.280273 Iteration 22Q: 3 clusters Score -4508103 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 21810 members Entering Unmasked Estep Score: -4508121.500000 Penalty: 4986.280273 Iteration 23Q: 3 clusters Score -4508122 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 21847 members Entering Unmasked Estep Score: -4508140.000000 Penalty: 4986.280273 Iteration 24Q: 3 clusters Score -4508140 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 21883 members Entering Unmasked Estep Score: -4508160.500000 Penalty: 4986.280273 Iteration 25Q: 3 clusters Score -4508160 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 21917 members Entering Unmasked Estep Score: -4508165.000000 Penalty: 4986.280273 Iteration 26Q: 3 clusters Score -4508165 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 21942 members Entering Unmasked Estep Score: -4508182.500000 Penalty: 4986.280273 Iteration 27Q: 3 clusters Score -4508182 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 21969 members Entering Unmasked Estep Score: -4508197.000000 Penalty: 4986.280273 Iteration 28Q: 3 clusters Score -4508197 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 21996 members Entering Unmasked Estep Score: -4508216.500000 Penalty: 4986.280273 Iteration 29Q: 3 clusters Score -4508216 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 22021 members Entering Unmasked Estep Score: -4508230.500000 Penalty: 4986.280273 Iteration 30Q: 3 clusters Score -4508230 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 22043 members Entering Unmasked Estep Score: -4508237.000000 Penalty: 4986.280273 Iteration 31Q: 3 clusters Score -4508237 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 22066 members Entering Unmasked Estep Score: -4508253.500000 Penalty: 4986.280273 Iteration 32Q: 3 clusters Score -4508254 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 22089 members Entering Unmasked Estep Score: -4508261.500000 Penalty: 4986.280273 Iteration 33Q: 3 clusters Score -4508262 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 22111 members Entering Unmasked Estep Score: -4508271.500000 Penalty: 4986.280273 Iteration 34Q: 3 clusters Score -4508272 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 22124 members Entering Unmasked Estep Score: -4508280.000000 Penalty: 4986.280273 Iteration 35Q: 3 clusters Score -4508280 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 22136 members Entering Unmasked Estep Score: -4508284.500000 Penalty: 4986.280273 Iteration 36Q: 3 clusters Score -4508284 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 22144 members Entering Unmasked Estep Score: -4508294.500000 Penalty: 4986.280273 Iteration 37Q: 3 clusters Score -4508294 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 22154 members Entering Unmasked Estep Score: -4508296.000000 Penalty: 4986.280273 Iteration 38Q: 3 clusters Score -4508296 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 22160 members Entering Unmasked Estep Score: -4508295.000000 Penalty: 4986.280273 Iteration 39Q: 3 clusters Score -4508295 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 22161 members Entering Unmasked Estep Score: -4508294.000000 Penalty: 4986.280273 Iteration 40F: 3 clusters Score -4508294 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 22163 members Entering Unmasked Estep Score: -4508296.000000 Penalty: 4986.280273 Iteration 41Q: 3 clusters Score -4508296 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 22166 members Entering Unmasked Estep Score: -4508301.500000 Penalty: 4986.280273 Iteration 42Q: 3 clusters Score -4508302 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 22168 members Entering Unmasked Estep Score: -4508299.500000 Penalty: 4986.280273 Iteration 43Q: 3 clusters Score -4508300 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 22169 members Entering Unmasked Estep Score: -4508302.000000 Penalty: 4986.280273 Iteration 44Q: 3 clusters Score -4508302 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 22169 members Entering Unmasked Estep Score: -4508302.000000 Penalty: 4986.280273 Iteration 45F: 3 clusters Score -4508302 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Entering Unmasked Estep Score: -55875.523438 Penalty: 1467.885620 Iteration 0F: 2 clusters Score -55875.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -54583.839844 Penalty: 2935.771240 Iteration 0F: 3 clusters Score -54583.84 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -54753.578125 Penalty: 2935.771240 Iteration 1F: 3 clusters Score -54753.58 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -54840.941406 Penalty: 2935.771240 Iteration 2F: 3 clusters Score -54840.94 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -54936.851562 Penalty: 2935.771240 Iteration 3F: 3 clusters Score -54936.85 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -55008.417969 Penalty: 2935.771240 Iteration 4Q: 3 clusters Score -55008.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -55101.679688 Penalty: 2935.771240 Iteration 5Q: 3 clusters Score -55101.68 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -55183.464844 Penalty: 2935.771240 Iteration 6Q: 3 clusters Score -55183.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -55264.777344 Penalty: 2935.771240 Iteration 7Q: 3 clusters Score -55264.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -55321.519531 Penalty: 2935.771240 Iteration 8Q: 3 clusters Score -55321.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -55340.265625 Penalty: 2935.771240 Iteration 9Q: 3 clusters Score -55340.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -55363.589844 Penalty: 2935.771240 Iteration 10Q: 3 clusters Score -55363.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -55407.531250 Penalty: 2935.771240 Iteration 11Q: 3 clusters Score -55407.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -55461.828125 Penalty: 2935.771240 Iteration 12Q: 3 clusters Score -55461.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -55528.722656 Penalty: 2935.771240 Iteration 13Q: 3 clusters Score -55528.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -55566.562500 Penalty: 2935.771240 Iteration 14Q: 3 clusters Score -55566.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -55589.335938 Penalty: 2935.771240 Iteration 15Q: 3 clusters Score -55589.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -55589.335938 Penalty: 2935.771240 Iteration 16F: 3 clusters Score -55589.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (24782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24782 members Entering Unmasked Estep Score: -4853582.000000 Penalty: 2509.232666 Iteration 0F: 2 clusters Score -4853582 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12329 members Mstep: Class 2 contains 12453 members Entering Unmasked Estep Score: -4836710.000000 Penalty: 5018.465332 Iteration 0F: 3 clusters Score -4836710 nChanged 11050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12263 members Mstep: Class 2 contains 12519 members Entering Unmasked Estep Score: -4842604.000000 Penalty: 5018.465332 Iteration 1F: 3 clusters Score -4842604 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12285 members Mstep: Class 2 contains 12497 members Entering Unmasked Estep Score: -4843021.500000 Penalty: 5018.465332 Iteration 2Q: 3 clusters Score -4843022 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12299 members Mstep: Class 2 contains 12483 members Entering Unmasked Estep Score: -4843408.000000 Penalty: 5018.465332 Iteration 3Q: 3 clusters Score -4843408 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12324 members Mstep: Class 2 contains 12458 members Entering Unmasked Estep Score: -4843761.000000 Penalty: 5018.465332 Iteration 4Q: 3 clusters Score -4843761 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12303 members Mstep: Class 2 contains 12479 members Entering Unmasked Estep Score: -4844228.500000 Penalty: 5018.465332 Iteration 5Q: 3 clusters Score -4844228 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12256 members Mstep: Class 2 contains 12526 members Entering Unmasked Estep Score: -4844696.000000 Penalty: 5018.465332 Iteration 6Q: 3 clusters Score -4844696 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12180 members Mstep: Class 2 contains 12602 members Entering Unmasked Estep Score: -4845259.500000 Penalty: 5018.465332 Iteration 7Q: 3 clusters Score -4845260 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12033 members Mstep: Class 2 contains 12749 members Entering Unmasked Estep Score: -4845892.000000 Penalty: 5018.465332 Iteration 8Q: 3 clusters Score -4845892 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11862 members Mstep: Class 2 contains 12920 members Entering Unmasked Estep Score: -4846552.500000 Penalty: 5018.465332 Iteration 9Q: 3 clusters Score -4846552 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11719 members Mstep: Class 2 contains 13063 members Entering Unmasked Estep Score: -4847157.500000 Penalty: 5018.465332 Iteration 10Q: 3 clusters Score -4847158 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11549 members Mstep: Class 2 contains 13233 members Entering Unmasked Estep Score: -4847689.000000 Penalty: 5018.465332 Iteration 11Q: 3 clusters Score -4847689 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11382 members Mstep: Class 2 contains 13400 members Entering Unmasked Estep Score: -4848135.000000 Penalty: 5018.465332 Iteration 12Q: 3 clusters Score -4848135 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11272 members Mstep: Class 2 contains 13510 members Entering Unmasked Estep Score: -4848514.000000 Penalty: 5018.465332 Iteration 13Q: 3 clusters Score -4848514 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11133 members Mstep: Class 2 contains 13649 members Entering Unmasked Estep Score: -4848862.500000 Penalty: 5018.465332 Iteration 14Q: 3 clusters Score -4848862 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11056 members Mstep: Class 2 contains 13726 members Entering Unmasked Estep Score: -4849196.500000 Penalty: 5018.465332 Iteration 15Q: 3 clusters Score -4849196 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11012 members Mstep: Class 2 contains 13770 members Entering Unmasked Estep Score: -4849427.500000 Penalty: 5018.465332 Iteration 16Q: 3 clusters Score -4849428 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10989 members Mstep: Class 2 contains 13793 members Entering Unmasked Estep Score: -4849592.000000 Penalty: 5018.465332 Iteration 17Q: 3 clusters Score -4849592 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10955 members Mstep: Class 2 contains 13827 members Entering Unmasked Estep Score: -4849700.000000 Penalty: 5018.465332 Iteration 18Q: 3 clusters Score -4849700 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10953 members Mstep: Class 2 contains 13829 members Entering Unmasked Estep Score: -4849765.500000 Penalty: 5018.465332 Iteration 19Q: 3 clusters Score -4849766 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10934 members Mstep: Class 2 contains 13848 members Entering Unmasked Estep Score: -4849810.000000 Penalty: 5018.465332 Iteration 20F: 3 clusters Score -4849810 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10929 members Mstep: Class 2 contains 13853 members Entering Unmasked Estep Score: -4849851.000000 Penalty: 5018.465332 Iteration 21Q: 3 clusters Score -4849851 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10927 members Mstep: Class 2 contains 13855 members Entering Unmasked Estep Score: -4849895.000000 Penalty: 5018.465332 Iteration 22Q: 3 clusters Score -4849895 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10915 members Mstep: Class 2 contains 13867 members Entering Unmasked Estep Score: -4849928.000000 Penalty: 5018.465332 Iteration 23Q: 3 clusters Score -4849928 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10920 members Mstep: Class 2 contains 13862 members Entering Unmasked Estep Score: -4849952.000000 Penalty: 5018.465332 Iteration 24Q: 3 clusters Score -4849952 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10924 members Mstep: Class 2 contains 13858 members Entering Unmasked Estep Score: -4849976.500000 Penalty: 5018.465332 Iteration 25Q: 3 clusters Score -4849976 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10923 members Mstep: Class 2 contains 13859 members Entering Unmasked Estep Score: -4849996.000000 Penalty: 5018.465332 Iteration 26Q: 3 clusters Score -4849996 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10907 members Mstep: Class 2 contains 13875 members Entering Unmasked Estep Score: -4850006.000000 Penalty: 5018.465332 Iteration 27Q: 3 clusters Score -4850006 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10888 members Mstep: Class 2 contains 13894 members Entering Unmasked Estep Score: -4850024.000000 Penalty: 5018.465332 Iteration 28Q: 3 clusters Score -4850024 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10882 members Mstep: Class 2 contains 13900 members Entering Unmasked Estep Score: -4850052.000000 Penalty: 5018.465332 Iteration 29Q: 3 clusters Score -4850052 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10854 members Mstep: Class 2 contains 13928 members Entering Unmasked Estep Score: -4850048.000000 Penalty: 5018.465332 Iteration 30Q: 3 clusters Score -4850048 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10839 members Mstep: Class 2 contains 13943 members Entering Unmasked Estep Score: -4850072.000000 Penalty: 5018.465332 Iteration 31Q: 3 clusters Score -4850072 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10819 members Mstep: Class 2 contains 13963 members Entering Unmasked Estep Score: -4850069.000000 Penalty: 5018.465332 Iteration 32Q: 3 clusters Score -4850069 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10779 members Mstep: Class 2 contains 14003 members Entering Unmasked Estep Score: -4850080.000000 Penalty: 5018.465332 Iteration 33Q: 3 clusters Score -4850080 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10747 members Mstep: Class 2 contains 14035 members Entering Unmasked Estep Score: -4850073.000000 Penalty: 5018.465332 Iteration 34Q: 3 clusters Score -4850073 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10719 members Mstep: Class 2 contains 14063 members Entering Unmasked Estep Score: -4850079.500000 Penalty: 5018.465332 Iteration 35Q: 3 clusters Score -4850080 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10681 members Mstep: Class 2 contains 14101 members Entering Unmasked Estep Score: -4850076.500000 Penalty: 5018.465332 Iteration 36Q: 3 clusters Score -4850076 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10653 members Mstep: Class 2 contains 14129 members Entering Unmasked Estep Score: -4850075.500000 Penalty: 5018.465332 Iteration 37Q: 3 clusters Score -4850076 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10625 members Mstep: Class 2 contains 14157 members Entering Unmasked Estep Score: -4850070.500000 Penalty: 5018.465332 Iteration 38Q: 3 clusters Score -4850070 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10586 members Mstep: Class 2 contains 14196 members Entering Unmasked Estep Score: -4850074.000000 Penalty: 5018.465332 Iteration 39Q: 3 clusters Score -4850074 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10532 members Mstep: Class 2 contains 14250 members Entering Unmasked Estep Score: -4850063.000000 Penalty: 5018.465332 Iteration 40F: 3 clusters Score -4850063 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10476 members Mstep: Class 2 contains 14306 members Entering Unmasked Estep Score: -4850068.500000 Penalty: 5018.465332 Iteration 41Q: 3 clusters Score -4850068 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10434 members Mstep: Class 2 contains 14348 members Entering Unmasked Estep Score: -4850073.000000 Penalty: 5018.465332 Iteration 42Q: 3 clusters Score -4850073 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10395 members Mstep: Class 2 contains 14387 members Entering Unmasked Estep Score: -4850069.000000 Penalty: 5018.465332 Iteration 43Q: 3 clusters Score -4850069 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10355 members Mstep: Class 2 contains 14427 members Entering Unmasked Estep Score: -4850062.000000 Penalty: 5018.465332 Iteration 44Q: 3 clusters Score -4850062 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10302 members Mstep: Class 2 contains 14480 members Entering Unmasked Estep Score: -4850058.500000 Penalty: 5018.465332 Iteration 45Q: 3 clusters Score -4850058 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10249 members Mstep: Class 2 contains 14533 members Entering Unmasked Estep Score: -4850058.000000 Penalty: 5018.465332 Iteration 46Q: 3 clusters Score -4850058 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10203 members Mstep: Class 2 contains 14579 members Entering Unmasked Estep Score: -4850054.500000 Penalty: 5018.465332 Iteration 47Q: 3 clusters Score -4850054 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10160 members Mstep: Class 2 contains 14622 members Entering Unmasked Estep Score: -4850059.000000 Penalty: 5018.465332 Iteration 48Q: 3 clusters Score -4850059 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10139 members Mstep: Class 2 contains 14643 members Entering Unmasked Estep Score: -4850056.500000 Penalty: 5018.465332 Iteration 49Q: 3 clusters Score -4850056 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10108 members Mstep: Class 2 contains 14674 members Entering Unmasked Estep Score: -4850056.500000 Penalty: 5018.465332 Iteration 50Q: 3 clusters Score -4850056 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10077 members Mstep: Class 2 contains 14705 members Entering Unmasked Estep Score: -4850066.500000 Penalty: 5018.465332 Iteration 51Q: 3 clusters Score -4850066 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10043 members Mstep: Class 2 contains 14739 members Entering Unmasked Estep Score: -4850057.500000 Penalty: 5018.465332 Iteration 52Q: 3 clusters Score -4850058 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10023 members Mstep: Class 2 contains 14759 members Entering Unmasked Estep Score: -4850055.000000 Penalty: 5018.465332 Iteration 53Q: 3 clusters Score -4850055 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10008 members Mstep: Class 2 contains 14774 members Entering Unmasked Estep Score: -4850048.500000 Penalty: 5018.465332 Iteration 54Q: 3 clusters Score -4850048 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9996 members Mstep: Class 2 contains 14786 members Entering Unmasked Estep Score: -4850046.500000 Penalty: 5018.465332 Iteration 55Q: 3 clusters Score -4850046 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9981 members Mstep: Class 2 contains 14801 members Entering Unmasked Estep Score: -4850044.500000 Penalty: 5018.465332 Iteration 56Q: 3 clusters Score -4850044 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9969 members Mstep: Class 2 contains 14813 members Entering Unmasked Estep Score: -4850032.500000 Penalty: 5018.465332 Iteration 57Q: 3 clusters Score -4850032 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9956 members Mstep: Class 2 contains 14826 members Entering Unmasked Estep Score: -4850026.000000 Penalty: 5018.465332 Iteration 58Q: 3 clusters Score -4850026 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9948 members Mstep: Class 2 contains 14834 members Entering Unmasked Estep Score: -4850025.500000 Penalty: 5018.465332 Iteration 59Q: 3 clusters Score -4850026 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9942 members Mstep: Class 2 contains 14840 members Entering Unmasked Estep Score: -4850036.000000 Penalty: 5018.465332 Iteration 60F: 3 clusters Score -4850036 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9938 members Mstep: Class 2 contains 14844 members Entering Unmasked Estep Score: -4850034.500000 Penalty: 5018.465332 Iteration 61Q: 3 clusters Score -4850034 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9934 members Mstep: Class 2 contains 14848 members Entering Unmasked Estep Score: -4850027.500000 Penalty: 5018.465332 Iteration 62Q: 3 clusters Score -4850028 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9933 members Mstep: Class 2 contains 14849 members Entering Unmasked Estep Score: -4850028.500000 Penalty: 5018.465332 Iteration 63Q: 3 clusters Score -4850028 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9932 members Mstep: Class 2 contains 14850 members Entering Unmasked Estep Score: -4850031.500000 Penalty: 5018.465332 Iteration 64Q: 3 clusters Score -4850032 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9931 members Mstep: Class 2 contains 14851 members Entering Unmasked Estep Score: -4850029.000000 Penalty: 5018.465332 Iteration 65Q: 3 clusters Score -4850029 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9930 members Mstep: Class 2 contains 14852 members Entering Unmasked Estep Score: -4850031.000000 Penalty: 5018.465332 Iteration 66Q: 3 clusters Score -4850031 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9928 members Mstep: Class 2 contains 14854 members Entering Unmasked Estep Score: -4850031.500000 Penalty: 5018.465332 Iteration 67Q: 3 clusters Score -4850032 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9926 members Mstep: Class 2 contains 14856 members Entering Unmasked Estep Score: -4850035.500000 Penalty: 5018.465332 Iteration 68Q: 3 clusters Score -4850036 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9925 members Mstep: Class 2 contains 14857 members Entering Unmasked Estep Score: -4850034.500000 Penalty: 5018.465332 Iteration 69Q: 3 clusters Score -4850034 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9921 members Mstep: Class 2 contains 14861 members Entering Unmasked Estep Score: -4850035.000000 Penalty: 5018.465332 Iteration 70Q: 3 clusters Score -4850035 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9913 members Mstep: Class 2 contains 14869 members Entering Unmasked Estep Score: -4850033.000000 Penalty: 5018.465332 Iteration 71Q: 3 clusters Score -4850033 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9900 members Mstep: Class 2 contains 14882 members Entering Unmasked Estep Score: -4850030.000000 Penalty: 5018.465332 Iteration 72Q: 3 clusters Score -4850030 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9889 members Mstep: Class 2 contains 14893 members Entering Unmasked Estep Score: -4850033.500000 Penalty: 5018.465332 Iteration 73Q: 3 clusters Score -4850034 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9873 members Mstep: Class 2 contains 14909 members Entering Unmasked Estep Score: -4850031.000000 Penalty: 5018.465332 Iteration 74Q: 3 clusters Score -4850031 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9850 members Mstep: Class 2 contains 14932 members Entering Unmasked Estep Score: -4850035.000000 Penalty: 5018.465332 Iteration 75Q: 3 clusters Score -4850035 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9836 members Mstep: Class 2 contains 14946 members Entering Unmasked Estep Score: -4850032.000000 Penalty: 5018.465332 Iteration 76Q: 3 clusters Score -4850032 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9818 members Mstep: Class 2 contains 14964 members Entering Unmasked Estep Score: -4850029.500000 Penalty: 5018.465332 Iteration 77Q: 3 clusters Score -4850030 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9793 members Mstep: Class 2 contains 14989 members Entering Unmasked Estep Score: -4850024.000000 Penalty: 5018.465332 Iteration 78Q: 3 clusters Score -4850024 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9767 members Mstep: Class 2 contains 15015 members Entering Unmasked Estep Score: -4850019.500000 Penalty: 5018.465332 Iteration 79Q: 3 clusters Score -4850020 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9744 members Mstep: Class 2 contains 15038 members Entering Unmasked Estep Score: -4850031.000000 Penalty: 5018.465332 Iteration 80F: 3 clusters Score -4850031 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9721 members Mstep: Class 2 contains 15061 members Entering Unmasked Estep Score: -4850031.500000 Penalty: 5018.465332 Iteration 81Q: 3 clusters Score -4850032 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9689 members Mstep: Class 2 contains 15093 members Entering Unmasked Estep Score: -4850038.500000 Penalty: 5018.465332 Iteration 82Q: 3 clusters Score -4850038 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9662 members Mstep: Class 2 contains 15120 members Entering Unmasked Estep Score: -4850032.500000 Penalty: 5018.465332 Iteration 83Q: 3 clusters Score -4850032 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9637 members Mstep: Class 2 contains 15145 members Entering Unmasked Estep Score: -4850037.500000 Penalty: 5018.465332 Iteration 84Q: 3 clusters Score -4850038 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9604 members Mstep: Class 2 contains 15178 members Entering Unmasked Estep Score: -4850035.500000 Penalty: 5018.465332 Iteration 85Q: 3 clusters Score -4850036 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9571 members Mstep: Class 2 contains 15211 members Entering Unmasked Estep Score: -4850036.500000 Penalty: 5018.465332 Iteration 86Q: 3 clusters Score -4850036 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9543 members Mstep: Class 2 contains 15239 members Entering Unmasked Estep Score: -4850028.500000 Penalty: 5018.465332 Iteration 87Q: 3 clusters Score -4850028 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9522 members Mstep: Class 2 contains 15260 members Entering Unmasked Estep Score: -4850026.000000 Penalty: 5018.465332 Iteration 88Q: 3 clusters Score -4850026 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9490 members Mstep: Class 2 contains 15292 members Entering Unmasked Estep Score: -4850019.500000 Penalty: 5018.465332 Iteration 89Q: 3 clusters Score -4850020 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9453 members Mstep: Class 2 contains 15329 members Entering Unmasked Estep Score: -4850023.500000 Penalty: 5018.465332 Iteration 90Q: 3 clusters Score -4850024 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9424 members Mstep: Class 2 contains 15358 members Entering Unmasked Estep Score: -4850013.500000 Penalty: 5018.465332 Iteration 91Q: 3 clusters Score -4850014 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9389 members Mstep: Class 2 contains 15393 members Entering Unmasked Estep Score: -4850011.000000 Penalty: 5018.465332 Iteration 92Q: 3 clusters Score -4850011 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9367 members Mstep: Class 2 contains 15415 members Entering Unmasked Estep Score: -4849996.000000 Penalty: 5018.465332 Iteration 93Q: 3 clusters Score -4849996 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9352 members Mstep: Class 2 contains 15430 members Entering Unmasked Estep Score: -4849994.000000 Penalty: 5018.465332 Iteration 94Q: 3 clusters Score -4849994 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9330 members Mstep: Class 2 contains 15452 members Entering Unmasked Estep Score: -4849997.500000 Penalty: 5018.465332 Iteration 95Q: 3 clusters Score -4849998 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9305 members Mstep: Class 2 contains 15477 members Entering Unmasked Estep Score: -4850007.000000 Penalty: 5018.465332 Iteration 96Q: 3 clusters Score -4850007 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9289 members Mstep: Class 2 contains 15493 members Entering Unmasked Estep Score: -4849990.000000 Penalty: 5018.465332 Iteration 97Q: 3 clusters Score -4849990 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9271 members Mstep: Class 2 contains 15511 members Entering Unmasked Estep Score: -4849991.000000 Penalty: 5018.465332 Iteration 98Q: 3 clusters Score -4849991 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9252 members Mstep: Class 2 contains 15530 members Entering Unmasked Estep Score: -4849989.000000 Penalty: 5018.465332 Iteration 99Q: 3 clusters Score -4849989 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9232 members Mstep: Class 2 contains 15550 members Entering Unmasked Estep Score: -4849987.000000 Penalty: 5018.465332 Iteration 100F: 3 clusters Score -4849987 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9212 members Mstep: Class 2 contains 15570 members Entering Unmasked Estep Score: -4849974.500000 Penalty: 5018.465332 Iteration 101Q: 3 clusters Score -4849974 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9197 members Mstep: Class 2 contains 15585 members Entering Unmasked Estep Score: -4849971.000000 Penalty: 5018.465332 Iteration 102Q: 3 clusters Score -4849971 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9187 members Mstep: Class 2 contains 15595 members Entering Unmasked Estep Score: -4849974.000000 Penalty: 5018.465332 Iteration 103Q: 3 clusters Score -4849974 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9175 members Mstep: Class 2 contains 15607 members Entering Unmasked Estep Score: -4849975.500000 Penalty: 5018.465332 Iteration 104Q: 3 clusters Score -4849976 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9163 members Mstep: Class 2 contains 15619 members Entering Unmasked Estep Score: -4849977.000000 Penalty: 5018.465332 Iteration 105Q: 3 clusters Score -4849977 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9147 members Mstep: Class 2 contains 15635 members Entering Unmasked Estep Score: -4849973.000000 Penalty: 5018.465332 Iteration 106Q: 3 clusters Score -4849973 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9123 members Mstep: Class 2 contains 15659 members Entering Unmasked Estep Score: -4849965.000000 Penalty: 5018.465332 Iteration 107Q: 3 clusters Score -4849965 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9099 members Mstep: Class 2 contains 15683 members Entering Unmasked Estep Score: -4849970.000000 Penalty: 5018.465332 Iteration 108Q: 3 clusters Score -4849970 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9075 members Mstep: Class 2 contains 15707 members Entering Unmasked Estep Score: -4849962.000000 Penalty: 5018.465332 Iteration 109Q: 3 clusters Score -4849962 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9044 members Mstep: Class 2 contains 15738 members Entering Unmasked Estep Score: -4849950.500000 Penalty: 5018.465332 Iteration 110Q: 3 clusters Score -4849950 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9012 members Mstep: Class 2 contains 15770 members Entering Unmasked Estep Score: -4849952.000000 Penalty: 5018.465332 Iteration 111Q: 3 clusters Score -4849952 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8978 members Mstep: Class 2 contains 15804 members Entering Unmasked Estep Score: -4849956.000000 Penalty: 5018.465332 Iteration 112Q: 3 clusters Score -4849956 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8938 members Mstep: Class 2 contains 15844 members Entering Unmasked Estep Score: -4849964.500000 Penalty: 5018.465332 Iteration 113Q: 3 clusters Score -4849964 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8903 members Mstep: Class 2 contains 15879 members Entering Unmasked Estep Score: -4849959.500000 Penalty: 5018.465332 Iteration 114Q: 3 clusters Score -4849960 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8866 members Mstep: Class 2 contains 15916 members Entering Unmasked Estep Score: -4849958.000000 Penalty: 5018.465332 Iteration 115Q: 3 clusters Score -4849958 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8825 members Mstep: Class 2 contains 15957 members Entering Unmasked Estep Score: -4849966.000000 Penalty: 5018.465332 Iteration 116Q: 3 clusters Score -4849966 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8795 members Mstep: Class 2 contains 15987 members Entering Unmasked Estep Score: -4849958.000000 Penalty: 5018.465332 Iteration 117Q: 3 clusters Score -4849958 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8761 members Mstep: Class 2 contains 16021 members Entering Unmasked Estep Score: -4849951.500000 Penalty: 5018.465332 Iteration 118Q: 3 clusters Score -4849952 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8726 members Mstep: Class 2 contains 16056 members Entering Unmasked Estep Score: -4849947.500000 Penalty: 5018.465332 Iteration 119Q: 3 clusters Score -4849948 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 16094 members Entering Unmasked Estep Score: -4849955.000000 Penalty: 5018.465332 Iteration 120F: 3 clusters Score -4849955 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8641 members Mstep: Class 2 contains 16141 members Entering Unmasked Estep Score: -4849961.500000 Penalty: 5018.465332 Iteration 121Q: 3 clusters Score -4849962 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8591 members Mstep: Class 2 contains 16191 members Entering Unmasked Estep Score: -4849953.000000 Penalty: 5018.465332 Iteration 122Q: 3 clusters Score -4849953 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8538 members Mstep: Class 2 contains 16244 members Entering Unmasked Estep Score: -4849949.500000 Penalty: 5018.465332 Iteration 123Q: 3 clusters Score -4849950 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8495 members Mstep: Class 2 contains 16287 members Entering Unmasked Estep Score: -4849938.000000 Penalty: 5018.465332 Iteration 124Q: 3 clusters Score -4849938 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8443 members Mstep: Class 2 contains 16339 members Entering Unmasked Estep Score: -4849945.000000 Penalty: 5018.465332 Iteration 125Q: 3 clusters Score -4849945 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8393 members Mstep: Class 2 contains 16389 members Entering Unmasked Estep Score: -4849943.000000 Penalty: 5018.465332 Iteration 126Q: 3 clusters Score -4849943 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8346 members Mstep: Class 2 contains 16436 members Entering Unmasked Estep Score: -4849948.000000 Penalty: 5018.465332 Iteration 127Q: 3 clusters Score -4849948 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8293 members Mstep: Class 2 contains 16489 members Entering Unmasked Estep Score: -4849957.000000 Penalty: 5018.465332 Iteration 128Q: 3 clusters Score -4849957 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8251 members Mstep: Class 2 contains 16531 members Entering Unmasked Estep Score: -4849936.500000 Penalty: 5018.465332 Iteration 129Q: 3 clusters Score -4849936 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8212 members Mstep: Class 2 contains 16570 members Entering Unmasked Estep Score: -4849935.000000 Penalty: 5018.465332 Iteration 130Q: 3 clusters Score -4849935 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 16616 members Entering Unmasked Estep Score: -4849933.500000 Penalty: 5018.465332 Iteration 131Q: 3 clusters Score -4849934 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8127 members Mstep: Class 2 contains 16655 members Entering Unmasked Estep Score: -4849918.500000 Penalty: 5018.465332 Iteration 132Q: 3 clusters Score -4849918 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 16716 members Entering Unmasked Estep Score: -4849919.500000 Penalty: 5018.465332 Iteration 133Q: 3 clusters Score -4849920 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8006 members Mstep: Class 2 contains 16776 members Entering Unmasked Estep Score: -4849927.500000 Penalty: 5018.465332 Iteration 134Q: 3 clusters Score -4849928 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7947 members Mstep: Class 2 contains 16835 members Entering Unmasked Estep Score: -4849920.500000 Penalty: 5018.465332 Iteration 135Q: 3 clusters Score -4849920 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7878 members Mstep: Class 2 contains 16904 members Entering Unmasked Estep Score: -4849925.000000 Penalty: 5018.465332 Iteration 136Q: 3 clusters Score -4849925 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7824 members Mstep: Class 2 contains 16958 members Entering Unmasked Estep Score: -4849923.000000 Penalty: 5018.465332 Iteration 137Q: 3 clusters Score -4849923 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7771 members Mstep: Class 2 contains 17011 members Entering Unmasked Estep Score: -4849903.500000 Penalty: 5018.465332 Iteration 138Q: 3 clusters Score -4849904 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7725 members Mstep: Class 2 contains 17057 members Entering Unmasked Estep Score: -4849902.500000 Penalty: 5018.465332 Iteration 139Q: 3 clusters Score -4849902 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7666 members Mstep: Class 2 contains 17116 members Entering Unmasked Estep Score: -4849877.500000 Penalty: 5018.465332 Iteration 140F: 3 clusters Score -4849878 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7599 members Mstep: Class 2 contains 17183 members Entering Unmasked Estep Score: -4849882.500000 Penalty: 5018.465332 Iteration 141Q: 3 clusters Score -4849882 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7514 members Mstep: Class 2 contains 17268 members Entering Unmasked Estep Score: -4849892.000000 Penalty: 5018.465332 Iteration 142Q: 3 clusters Score -4849892 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 17357 members Entering Unmasked Estep Score: -4849888.000000 Penalty: 5018.465332 Iteration 143Q: 3 clusters Score -4849888 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7334 members Mstep: Class 2 contains 17448 members Entering Unmasked Estep Score: -4849873.000000 Penalty: 5018.465332 Iteration 144Q: 3 clusters Score -4849873 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7228 members Mstep: Class 2 contains 17554 members Entering Unmasked Estep Score: -4849893.000000 Penalty: 5018.465332 Iteration 145Q: 3 clusters Score -4849893 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 17658 members Entering Unmasked Estep Score: -4849886.500000 Penalty: 5018.465332 Iteration 146Q: 3 clusters Score -4849886 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 17773 members Entering Unmasked Estep Score: -4849878.000000 Penalty: 5018.465332 Iteration 147Q: 3 clusters Score -4849878 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6894 members Mstep: Class 2 contains 17888 members Entering Unmasked Estep Score: -4849884.000000 Penalty: 5018.465332 Iteration 148Q: 3 clusters Score -4849884 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6764 members Mstep: Class 2 contains 18018 members Entering Unmasked Estep Score: -4849883.500000 Penalty: 5018.465332 Iteration 149Q: 3 clusters Score -4849884 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6611 members Mstep: Class 2 contains 18171 members Entering Unmasked Estep Score: -4849871.000000 Penalty: 5018.465332 Iteration 150Q: 3 clusters Score -4849871 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6450 members Mstep: Class 2 contains 18332 members Entering Unmasked Estep Score: -4849881.000000 Penalty: 5018.465332 Iteration 151Q: 3 clusters Score -4849881 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6275 members Mstep: Class 2 contains 18507 members Entering Unmasked Estep Score: -4849901.500000 Penalty: 5018.465332 Iteration 152Q: 3 clusters Score -4849902 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6064 members Mstep: Class 2 contains 18718 members Entering Unmasked Estep Score: -4849894.500000 Penalty: 5018.465332 Iteration 153Q: 3 clusters Score -4849894 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5814 members Mstep: Class 2 contains 18968 members Entering Unmasked Estep Score: -4849937.000000 Penalty: 5018.465332 Iteration 154Q: 3 clusters Score -4849937 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 19207 members Entering Unmasked Estep Score: -4849979.500000 Penalty: 5018.465332 Iteration 155Q: 3 clusters Score -4849980 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5299 members Mstep: Class 2 contains 19483 members Entering Unmasked Estep Score: -4850016.500000 Penalty: 5018.465332 Iteration 156Q: 3 clusters Score -4850016 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 19772 members Entering Unmasked Estep Score: -4850083.500000 Penalty: 5018.465332 Iteration 157Q: 3 clusters Score -4850084 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 20097 members Entering Unmasked Estep Score: -4850147.500000 Penalty: 5018.465332 Iteration 158Q: 3 clusters Score -4850148 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 20430 members Entering Unmasked Estep Score: -4850228.500000 Penalty: 5018.465332 Iteration 159Q: 3 clusters Score -4850228 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 20796 members Entering Unmasked Estep Score: -4850336.500000 Penalty: 5018.465332 Iteration 160F: 3 clusters Score -4850336 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 21184 members Entering Unmasked Estep Score: -4850455.000000 Penalty: 5018.465332 Iteration 161Q: 3 clusters Score -4850455 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 21542 members Entering Unmasked Estep Score: -4850581.000000 Penalty: 5018.465332 Iteration 162Q: 3 clusters Score -4850581 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 21860 members Entering Unmasked Estep Score: -4850683.500000 Penalty: 5018.465332 Iteration 163Q: 3 clusters Score -4850684 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 22137 members Entering Unmasked Estep Score: -4850789.000000 Penalty: 5018.465332 Iteration 164Q: 3 clusters Score -4850789 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 22406 members Entering Unmasked Estep Score: -4850829.000000 Penalty: 5018.465332 Iteration 165Q: 3 clusters Score -4850829 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 22628 members Entering Unmasked Estep Score: -4850905.500000 Penalty: 5018.465332 Iteration 166Q: 3 clusters Score -4850906 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 22832 members Entering Unmasked Estep Score: -4850977.500000 Penalty: 5018.465332 Iteration 167Q: 3 clusters Score -4850978 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 23021 members Entering Unmasked Estep Score: -4851052.500000 Penalty: 5018.465332 Iteration 168Q: 3 clusters Score -4851052 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 23161 members Entering Unmasked Estep Score: -4851119.000000 Penalty: 5018.465332 Iteration 169Q: 3 clusters Score -4851119 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 23281 members Entering Unmasked Estep Score: -4851167.500000 Penalty: 5018.465332 Iteration 170Q: 3 clusters Score -4851168 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 23376 members Entering Unmasked Estep Score: -4851210.500000 Penalty: 5018.465332 Iteration 171Q: 3 clusters Score -4851210 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 23455 members Entering Unmasked Estep Score: -4851250.500000 Penalty: 5018.465332 Iteration 172Q: 3 clusters Score -4851250 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 23526 members Entering Unmasked Estep Score: -4851290.500000 Penalty: 5018.465332 Iteration 173Q: 3 clusters Score -4851290 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 23587 members Entering Unmasked Estep Score: -4851344.000000 Penalty: 5018.465332 Iteration 174Q: 3 clusters Score -4851344 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 23634 members Entering Unmasked Estep Score: -4851358.000000 Penalty: 5018.465332 Iteration 175Q: 3 clusters Score -4851358 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 23670 members Entering Unmasked Estep Score: -4851377.000000 Penalty: 5018.465332 Iteration 176Q: 3 clusters Score -4851377 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 23708 members Entering Unmasked Estep Score: -4851390.500000 Penalty: 5018.465332 Iteration 177Q: 3 clusters Score -4851390 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 23740 members Entering Unmasked Estep Score: -4851403.500000 Penalty: 5018.465332 Iteration 178Q: 3 clusters Score -4851404 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 23763 members Entering Unmasked Estep Score: -4851416.000000 Penalty: 5018.465332 Iteration 179Q: 3 clusters Score -4851416 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 23784 members Entering Unmasked Estep Score: -4851426.000000 Penalty: 5018.465332 Iteration 180F: 3 clusters Score -4851426 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 23800 members Entering Unmasked Estep Score: -4851430.000000 Penalty: 5018.465332 Iteration 181Q: 3 clusters Score -4851430 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 23813 members Entering Unmasked Estep Score: -4851434.000000 Penalty: 5018.465332 Iteration 182Q: 3 clusters Score -4851434 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 23821 members Entering Unmasked Estep Score: -4851437.500000 Penalty: 5018.465332 Iteration 183Q: 3 clusters Score -4851438 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 23827 members Entering Unmasked Estep Score: -4851436.500000 Penalty: 5018.465332 Iteration 184Q: 3 clusters Score -4851436 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 23844 members Entering Unmasked Estep Score: -4851445.000000 Penalty: 5018.465332 Iteration 185Q: 3 clusters Score -4851445 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 23854 members Entering Unmasked Estep Score: -4851450.500000 Penalty: 5018.465332 Iteration 186Q: 3 clusters Score -4851450 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 23862 members Entering Unmasked Estep Score: -4851447.000000 Penalty: 5018.465332 Iteration 187Q: 3 clusters Score -4851447 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 23870 members Entering Unmasked Estep Score: -4851450.000000 Penalty: 5018.465332 Iteration 188Q: 3 clusters Score -4851450 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 23874 members Entering Unmasked Estep Score: -4851460.000000 Penalty: 5018.465332 Iteration 189Q: 3 clusters Score -4851460 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 23881 members Entering Unmasked Estep Score: -4851456.500000 Penalty: 5018.465332 Iteration 190Q: 3 clusters Score -4851456 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 23890 members Entering Unmasked Estep Score: -4851459.500000 Penalty: 5018.465332 Iteration 191Q: 3 clusters Score -4851460 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 23900 members Entering Unmasked Estep Score: -4851464.000000 Penalty: 5018.465332 Iteration 192Q: 3 clusters Score -4851464 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 23914 members Entering Unmasked Estep Score: -4851470.000000 Penalty: 5018.465332 Iteration 193Q: 3 clusters Score -4851470 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 23921 members Entering Unmasked Estep Score: -4851473.500000 Penalty: 5018.465332 Iteration 194Q: 3 clusters Score -4851474 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 23925 members Entering Unmasked Estep Score: -4851475.500000 Penalty: 5018.465332 Iteration 195Q: 3 clusters Score -4851476 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 23931 members Entering Unmasked Estep Score: -4851479.500000 Penalty: 5018.465332 Iteration 196Q: 3 clusters Score -4851480 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 23938 members Entering Unmasked Estep Score: -4851485.500000 Penalty: 5018.465332 Iteration 197Q: 3 clusters Score -4851486 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 23943 members Entering Unmasked Estep Score: -4851482.000000 Penalty: 5018.465332 Iteration 198Q: 3 clusters Score -4851482 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 23946 members Entering Unmasked Estep Score: -4851482.000000 Penalty: 5018.465332 Iteration 199Q: 3 clusters Score -4851482 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 23946 members Entering Unmasked Estep Score: -4851482.000000 Penalty: 5018.465332 Iteration 200F: 3 clusters Score -4851482 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Entering Unmasked Estep Score: -52452.648438 Penalty: 1425.849487 Iteration 0F: 2 clusters Score -52452.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -51177.105469 Penalty: 2851.698975 Iteration 0F: 3 clusters Score -51177.11 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -51301.718750 Penalty: 2851.698975 Iteration 1F: 3 clusters Score -51301.72 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -51354.390625 Penalty: 2851.698975 Iteration 2Q: 3 clusters Score -51354.39 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -51398.226562 Penalty: 2851.698975 Iteration 3Q: 3 clusters Score -51398.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -51402.398438 Penalty: 2851.698975 Iteration 4Q: 3 clusters Score -51402.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -51402.398438 Penalty: 2851.698975 Iteration 5F: 3 clusters Score -51402.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55647 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66868 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24364 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21598 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62876 members Mstep: Class 16 contains 23861 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24562 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23225 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24782 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649952.000000 Penalty: 75971.281250 Iteration 319Q: 25 clusters Score -6.364995e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55647 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66868 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24365 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21598 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62875 members Mstep: Class 16 contains 23861 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24563 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23224 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24782 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649944.000000 Penalty: 75971.281250 Iteration 320F: 25 clusters Score -6.364994e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55648 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66867 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24365 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21597 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62877 members Mstep: Class 16 contains 23861 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23222 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24782 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649928.000000 Penalty: 75971.281250 Iteration 321Q: 25 clusters Score -6.364993e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55649 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66868 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24365 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21598 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62876 members Mstep: Class 16 contains 23861 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24564 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23220 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24782 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649936.000000 Penalty: 75971.281250 Iteration 322Q: 25 clusters Score -6.364994e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55650 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66870 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24363 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21598 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62874 members Mstep: Class 16 contains 23860 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24565 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23220 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24783 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649904.000000 Penalty: 75971.281250 Iteration 323Q: 25 clusters Score -6.36499e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55651 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66869 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7487 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24362 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21596 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62878 members Mstep: Class 16 contains 23859 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24562 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23222 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24784 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649876.000000 Penalty: 75971.281250 Iteration 324Q: 25 clusters Score -6.364988e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55650 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66866 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7488 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24362 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21596 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62880 members Mstep: Class 16 contains 23858 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24561 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23224 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24785 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649892.000000 Penalty: 75971.281250 Iteration 325Q: 25 clusters Score -6.364989e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55650 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66864 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7488 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24362 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21596 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62882 members Mstep: Class 16 contains 23858 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24561 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23224 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24785 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649900.000000 Penalty: 75971.281250 Iteration 326Q: 25 clusters Score -6.36499e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55650 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66861 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7488 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24361 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21596 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62886 members Mstep: Class 16 contains 23858 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24561 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23224 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24785 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649932.000000 Penalty: 75971.281250 Iteration 327Q: 25 clusters Score -6.364993e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55650 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66860 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7488 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24362 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21595 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62887 members Mstep: Class 16 contains 23858 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24561 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23224 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24785 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649924.000000 Penalty: 75971.281250 Iteration 328Q: 25 clusters Score -6.364992e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55649 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66860 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7488 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24363 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21595 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62887 members Mstep: Class 16 contains 23858 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24561 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23224 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24785 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649920.000000 Penalty: 75971.281250 Iteration 329Q: 25 clusters Score -6.364992e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55649 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66860 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7488 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24363 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21595 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62887 members Mstep: Class 16 contains 23858 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24561 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23224 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24785 members Mstep: Class 24 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -63649920.000000 Penalty: 75971.281250 Iteration 330F: 25 clusters Score -6.364992e+07 nChanged 0 Entering ConstructFrom: Score: -63649920.000000 Penalty: 75971.281250 Entering ConstructFrom: Trying to split cluster 1 (1234 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Entering Unmasked Estep Score: -217368.828125 Penalty: 1765.268066 Iteration 0F: 2 clusters Score -217368.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -215248.046875 Penalty: 3530.536133 Iteration 0F: 3 clusters Score -215248 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -215580.921875 Penalty: 3530.536133 Iteration 1F: 3 clusters Score -215580.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -215722.453125 Penalty: 3530.536133 Iteration 2F: 3 clusters Score -215722.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -215815.406250 Penalty: 3530.536133 Iteration 3Q: 3 clusters Score -215815.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -215851.531250 Penalty: 3530.536133 Iteration 4Q: 3 clusters Score -215851.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -215865.578125 Penalty: 3530.536133 Iteration 5Q: 3 clusters Score -215865.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -215885.828125 Penalty: 3530.536133 Iteration 6Q: 3 clusters Score -215885.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -215908.281250 Penalty: 3530.536133 Iteration 7Q: 3 clusters Score -215908.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -215919.453125 Penalty: 3530.536133 Iteration 8Q: 3 clusters Score -215919.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -215934.687500 Penalty: 3530.536133 Iteration 9Q: 3 clusters Score -215934.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -215945.234375 Penalty: 3530.536133 Iteration 10Q: 3 clusters Score -215945.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -215958.421875 Penalty: 3530.536133 Iteration 11Q: 3 clusters Score -215958.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -215977.578125 Penalty: 3530.536133 Iteration 12Q: 3 clusters Score -215977.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -215991.187500 Penalty: 3530.536133 Iteration 13Q: 3 clusters Score -215991.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -215994.250000 Penalty: 3530.536133 Iteration 14Q: 3 clusters Score -215994.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -215998.718750 Penalty: 3530.536133 Iteration 15Q: 3 clusters Score -215998.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -216007.875000 Penalty: 3530.536133 Iteration 16Q: 3 clusters Score -216007.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -216024.078125 Penalty: 3530.536133 Iteration 17Q: 3 clusters Score -216024.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -216030.984375 Penalty: 3530.536133 Iteration 18Q: 3 clusters Score -216031 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -216038.359375 Penalty: 3530.536133 Iteration 19Q: 3 clusters Score -216038.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -216043.578125 Penalty: 3530.536133 Iteration 20F: 3 clusters Score -216043.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -216047.062500 Penalty: 3530.536133 Iteration 21Q: 3 clusters Score -216047.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -216049.828125 Penalty: 3530.536133 Iteration 22Q: 3 clusters Score -216049.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -216050.718750 Penalty: 3530.536133 Iteration 23Q: 3 clusters Score -216050.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -216050.718750 Penalty: 3530.536133 Iteration 24F: 3 clusters Score -216050.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (55649 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55649 members Entering Unmasked Estep Score: -10061945.000000 Penalty: 2709.851318 Iteration 0F: 2 clusters Score -1.006194e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27618 members Mstep: Class 2 contains 28031 members Entering Unmasked Estep Score: -10029382.000000 Penalty: 5419.702637 Iteration 0F: 3 clusters Score -1.002938e+07 nChanged 25796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25956 members Mstep: Class 2 contains 29693 members Entering Unmasked Estep Score: -10043755.000000 Penalty: 5419.702637 Iteration 1F: 3 clusters Score -1.004376e+07 nChanged 2386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24864 members Mstep: Class 2 contains 30785 members Entering Unmasked Estep Score: -10044447.000000 Penalty: 5419.702637 Iteration 2Q: 3 clusters Score -1.004445e+07 nChanged 2434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23284 members Mstep: Class 2 contains 32365 members Entering Unmasked Estep Score: -10045293.000000 Penalty: 5419.702637 Iteration 3Q: 3 clusters Score -1.004529e+07 nChanged 2742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21110 members Mstep: Class 2 contains 34539 members Entering Unmasked Estep Score: -10046564.000000 Penalty: 5419.702637 Iteration 4Q: 3 clusters Score -1.004656e+07 nChanged 3217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18211 members Mstep: Class 2 contains 37438 members Entering Unmasked Estep Score: -10048245.000000 Penalty: 5419.702637 Iteration 5F: 3 clusters Score -1.004824e+07 nChanged 3727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14648 members Mstep: Class 2 contains 41001 members Entering Unmasked Estep Score: -10050823.000000 Penalty: 5419.702637 Iteration 6F: 3 clusters Score -1.005082e+07 nChanged 4050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10646 members Mstep: Class 2 contains 45003 members Entering Unmasked Estep Score: -10054099.000000 Penalty: 5419.702637 Iteration 7F: 3 clusters Score -1.00541e+07 nChanged 4054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 49039 members Entering Unmasked Estep Score: -10056783.000000 Penalty: 5419.702637 Iteration 8F: 3 clusters Score -1.005678e+07 nChanged 3211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 52246 members Entering Unmasked Estep Score: -10058391.000000 Penalty: 5419.702637 Iteration 9F: 3 clusters Score -1.005839e+07 nChanged 1832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 54078 members Entering Unmasked Estep Score: -10059005.000000 Penalty: 5419.702637 Iteration 10Q: 3 clusters Score -1.0059e+07 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 54879 members Entering Unmasked Estep Score: -10059227.000000 Penalty: 5419.702637 Iteration 11Q: 3 clusters Score -1.005923e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 55191 members Entering Unmasked Estep Score: -10059392.000000 Penalty: 5419.702637 Iteration 12Q: 3 clusters Score -1.005939e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 55311 members Entering Unmasked Estep Score: -10059493.000000 Penalty: 5419.702637 Iteration 13Q: 3 clusters Score -1.005949e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 55354 members Entering Unmasked Estep Score: -10059551.000000 Penalty: 5419.702637 Iteration 14Q: 3 clusters Score -1.005955e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 55371 members Entering Unmasked Estep Score: -10059587.000000 Penalty: 5419.702637 Iteration 15Q: 3 clusters Score -1.005959e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 55381 members Entering Unmasked Estep Score: -10059625.000000 Penalty: 5419.702637 Iteration 16Q: 3 clusters Score -1.005962e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 55391 members Entering Unmasked Estep Score: -10059633.000000 Penalty: 5419.702637 Iteration 17Q: 3 clusters Score -1.005963e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 55397 members Entering Unmasked Estep Score: -10059646.000000 Penalty: 5419.702637 Iteration 18Q: 3 clusters Score -1.005965e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 55399 members Entering Unmasked Estep Score: -10059644.000000 Penalty: 5419.702637 Iteration 19Q: 3 clusters Score -1.005964e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 55402 members Entering Unmasked Estep Score: -10059639.000000 Penalty: 5419.702637 Iteration 20F: 3 clusters Score -1.005964e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 55403 members Entering Unmasked Estep Score: -10059649.000000 Penalty: 5419.702637 Iteration 21Q: 3 clusters Score -1.005965e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 55402 members Entering Unmasked Estep Score: -10059652.000000 Penalty: 5419.702637 Iteration 22Q: 3 clusters Score -1.005965e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 55403 members Entering Unmasked Estep Score: -10059650.000000 Penalty: 5419.702637 Iteration 23Q: 3 clusters Score -1.005965e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 55403 members Entering Unmasked Estep Score: -10059650.000000 Penalty: 5419.702637 Iteration 24F: 3 clusters Score -1.005965e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Entering Unmasked Estep Score: -232166.187500 Penalty: 1782.913696 Iteration 0F: 2 clusters Score -232166.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -230005.406250 Penalty: 3565.827393 Iteration 0F: 3 clusters Score -230005.4 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -230423.062500 Penalty: 3565.827393 Iteration 1F: 3 clusters Score -230423.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -230576.078125 Penalty: 3565.827393 Iteration 2F: 3 clusters Score -230576.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -230691.312500 Penalty: 3565.827393 Iteration 3F: 3 clusters Score -230691.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -230778.343750 Penalty: 3565.827393 Iteration 4Q: 3 clusters Score -230778.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -230838.906250 Penalty: 3565.827393 Iteration 5Q: 3 clusters Score -230838.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -230895.421875 Penalty: 3565.827393 Iteration 6Q: 3 clusters Score -230895.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -230944.890625 Penalty: 3565.827393 Iteration 7Q: 3 clusters Score -230944.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -231032.000000 Penalty: 3565.827393 Iteration 8Q: 3 clusters Score -231032 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -231116.265625 Penalty: 3565.827393 Iteration 9Q: 3 clusters Score -231116.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -231152.453125 Penalty: 3565.827393 Iteration 10Q: 3 clusters Score -231152.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -231189.078125 Penalty: 3565.827393 Iteration 11Q: 3 clusters Score -231189.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -231203.562500 Penalty: 3565.827393 Iteration 12Q: 3 clusters Score -231203.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -231215.406250 Penalty: 3565.827393 Iteration 13Q: 3 clusters Score -231215.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -231220.812500 Penalty: 3565.827393 Iteration 14Q: 3 clusters Score -231220.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -231223.890625 Penalty: 3565.827393 Iteration 15Q: 3 clusters Score -231223.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -231227.171875 Penalty: 3565.827393 Iteration 16Q: 3 clusters Score -231227.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -231235.062500 Penalty: 3565.827393 Iteration 17Q: 3 clusters Score -231235.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -231241.500000 Penalty: 3565.827393 Iteration 18Q: 3 clusters Score -231241.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -231246.562500 Penalty: 3565.827393 Iteration 19Q: 3 clusters Score -231246.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -231248.109375 Penalty: 3565.827393 Iteration 20F: 3 clusters Score -231248.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -231249.406250 Penalty: 3565.827393 Iteration 21Q: 3 clusters Score -231249.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -231250.437500 Penalty: 3565.827393 Iteration 22Q: 3 clusters Score -231250.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -231250.437500 Penalty: 3565.827393 Iteration 23F: 3 clusters Score -231250.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Entering Unmasked Estep Score: -430207.656250 Penalty: 1942.831055 Iteration 0F: 2 clusters Score -430207.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -427241.562500 Penalty: 3885.662109 Iteration 0F: 3 clusters Score -427241.6 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -427867.781250 Penalty: 3885.662109 Iteration 1F: 3 clusters Score -427867.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -428065.656250 Penalty: 3885.662109 Iteration 2F: 3 clusters Score -428065.7 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -428181.937500 Penalty: 3885.662109 Iteration 3F: 3 clusters Score -428181.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -428256.781250 Penalty: 3885.662109 Iteration 4Q: 3 clusters Score -428256.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -428304.625000 Penalty: 3885.662109 Iteration 5Q: 3 clusters Score -428304.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -428342.343750 Penalty: 3885.662109 Iteration 6Q: 3 clusters Score -428342.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -428369.718750 Penalty: 3885.662109 Iteration 7Q: 3 clusters Score -428369.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -428394.375000 Penalty: 3885.662109 Iteration 8Q: 3 clusters Score -428394.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -428419.062500 Penalty: 3885.662109 Iteration 9Q: 3 clusters Score -428419.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -428437.656250 Penalty: 3885.662109 Iteration 10Q: 3 clusters Score -428437.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -428451.406250 Penalty: 3885.662109 Iteration 11Q: 3 clusters Score -428451.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -428463.375000 Penalty: 3885.662109 Iteration 12Q: 3 clusters Score -428463.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -428473.187500 Penalty: 3885.662109 Iteration 13Q: 3 clusters Score -428473.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -428485.406250 Penalty: 3885.662109 Iteration 14Q: 3 clusters Score -428485.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -428499.843750 Penalty: 3885.662109 Iteration 15Q: 3 clusters Score -428499.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -428512.468750 Penalty: 3885.662109 Iteration 16Q: 3 clusters Score -428512.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -428527.468750 Penalty: 3885.662109 Iteration 17Q: 3 clusters Score -428527.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -428544.250000 Penalty: 3885.662109 Iteration 18Q: 3 clusters Score -428544.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -428567.437500 Penalty: 3885.662109 Iteration 19Q: 3 clusters Score -428567.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -428590.937500 Penalty: 3885.662109 Iteration 20F: 3 clusters Score -428590.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -428610.718750 Penalty: 3885.662109 Iteration 21Q: 3 clusters Score -428610.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -428624.562500 Penalty: 3885.662109 Iteration 22Q: 3 clusters Score -428624.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -428637.500000 Penalty: 3885.662109 Iteration 23Q: 3 clusters Score -428637.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -428652.343750 Penalty: 3885.662109 Iteration 24Q: 3 clusters Score -428652.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -428670.531250 Penalty: 3885.662109 Iteration 25Q: 3 clusters Score -428670.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -428688.187500 Penalty: 3885.662109 Iteration 26Q: 3 clusters Score -428688.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -428712.593750 Penalty: 3885.662109 Iteration 27Q: 3 clusters Score -428712.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -428727.593750 Penalty: 3885.662109 Iteration 28Q: 3 clusters Score -428727.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -428735.593750 Penalty: 3885.662109 Iteration 29Q: 3 clusters Score -428735.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -428746.125000 Penalty: 3885.662109 Iteration 30Q: 3 clusters Score -428746.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -428751.687500 Penalty: 3885.662109 Iteration 31Q: 3 clusters Score -428751.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -428755.843750 Penalty: 3885.662109 Iteration 32Q: 3 clusters Score -428755.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -428760.343750 Penalty: 3885.662109 Iteration 33Q: 3 clusters Score -428760.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -428761.187500 Penalty: 3885.662109 Iteration 34Q: 3 clusters Score -428761.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -428762.687500 Penalty: 3885.662109 Iteration 35Q: 3 clusters Score -428762.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -428763.093750 Penalty: 3885.662109 Iteration 36Q: 3 clusters Score -428763.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -428765.187500 Penalty: 3885.662109 Iteration 37Q: 3 clusters Score -428765.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -428768.218750 Penalty: 3885.662109 Iteration 38Q: 3 clusters Score -428768.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -428769.968750 Penalty: 3885.662109 Iteration 39Q: 3 clusters Score -428770 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -428770.750000 Penalty: 3885.662109 Iteration 40F: 3 clusters Score -428770.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (66860 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66860 members Entering Unmasked Estep Score: -12307680.000000 Penalty: 2755.368408 Iteration 0F: 2 clusters Score -1.230768e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33189 members Mstep: Class 2 contains 33671 members Entering Unmasked Estep Score: -12266334.000000 Penalty: 5510.736816 Iteration 0F: 3 clusters Score -1.226633e+07 nChanged 31359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30808 members Mstep: Class 2 contains 36052 members Entering Unmasked Estep Score: -12283971.000000 Penalty: 5510.736816 Iteration 1F: 3 clusters Score -1.228397e+07 nChanged 2693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29403 members Mstep: Class 2 contains 37457 members Entering Unmasked Estep Score: -12284811.000000 Penalty: 5510.736816 Iteration 2Q: 3 clusters Score -1.228481e+07 nChanged 2828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27407 members Mstep: Class 2 contains 39453 members Entering Unmasked Estep Score: -12285826.000000 Penalty: 5510.736816 Iteration 3Q: 3 clusters Score -1.228583e+07 nChanged 3266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24611 members Mstep: Class 2 contains 42249 members Entering Unmasked Estep Score: -12287439.000000 Penalty: 5510.736816 Iteration 4Q: 3 clusters Score -1.228744e+07 nChanged 3860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20967 members Mstep: Class 2 contains 45893 members Entering Unmasked Estep Score: -12289917.000000 Penalty: 5510.736816 Iteration 5F: 3 clusters Score -1.228992e+07 nChanged 4624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16421 members Mstep: Class 2 contains 50439 members Entering Unmasked Estep Score: -12293309.000000 Penalty: 5510.736816 Iteration 6F: 3 clusters Score -1.229331e+07 nChanged 4764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11697 members Mstep: Class 2 contains 55163 members Entering Unmasked Estep Score: -12296752.000000 Penalty: 5510.736816 Iteration 7F: 3 clusters Score -1.229675e+07 nChanged 4191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 59318 members Entering Unmasked Estep Score: -12299829.000000 Penalty: 5510.736816 Iteration 8F: 3 clusters Score -1.229983e+07 nChanged 3010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 62296 members Entering Unmasked Estep Score: -12302051.000000 Penalty: 5510.736816 Iteration 9Q: 3 clusters Score -1.230205e+07 nChanged 1823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 64073 members Entering Unmasked Estep Score: -12303391.000000 Penalty: 5510.736816 Iteration 10Q: 3 clusters Score -1.230339e+07 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 64990 members Entering Unmasked Estep Score: -12304121.000000 Penalty: 5510.736816 Iteration 11Q: 3 clusters Score -1.230412e+07 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 65480 members Entering Unmasked Estep Score: -12304516.000000 Penalty: 5510.736816 Iteration 12Q: 3 clusters Score -1.230452e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 65750 members Entering Unmasked Estep Score: -12304743.000000 Penalty: 5510.736816 Iteration 13Q: 3 clusters Score -1.230474e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 65911 members Entering Unmasked Estep Score: -12304895.000000 Penalty: 5510.736816 Iteration 14Q: 3 clusters Score -1.23049e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 66020 members Entering Unmasked Estep Score: -12305031.000000 Penalty: 5510.736816 Iteration 15Q: 3 clusters Score -1.230503e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 66079 members Entering Unmasked Estep Score: -12305115.000000 Penalty: 5510.736816 Iteration 16Q: 3 clusters Score -1.230512e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 66123 members Entering Unmasked Estep Score: -12305164.000000 Penalty: 5510.736816 Iteration 17Q: 3 clusters Score -1.230516e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 66149 members Entering Unmasked Estep Score: -12305188.000000 Penalty: 5510.736816 Iteration 18Q: 3 clusters Score -1.230519e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 66161 members Entering Unmasked Estep Score: -12305234.000000 Penalty: 5510.736816 Iteration 19Q: 3 clusters Score -1.230523e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 66164 members Entering Unmasked Estep Score: -12305243.000000 Penalty: 5510.736816 Iteration 20F: 3 clusters Score -1.230524e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 66173 members Entering Unmasked Estep Score: -12305239.000000 Penalty: 5510.736816 Iteration 21Q: 3 clusters Score -1.230524e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 66180 members Entering Unmasked Estep Score: -12305258.000000 Penalty: 5510.736816 Iteration 22Q: 3 clusters Score -1.230526e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 66182 members Entering Unmasked Estep Score: -12305263.000000 Penalty: 5510.736816 Iteration 23Q: 3 clusters Score -1.230526e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 66191 members Entering Unmasked Estep Score: -12305265.000000 Penalty: 5510.736816 Iteration 24Q: 3 clusters Score -1.230526e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 66203 members Entering Unmasked Estep Score: -12305264.000000 Penalty: 5510.736816 Iteration 25Q: 3 clusters Score -1.230526e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 66206 members Entering Unmasked Estep Score: -12305265.000000 Penalty: 5510.736816 Iteration 26Q: 3 clusters Score -1.230526e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 66208 members Entering Unmasked Estep Score: -12305278.000000 Penalty: 5510.736816 Iteration 27Q: 3 clusters Score -1.230528e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 66211 members Entering Unmasked Estep Score: -12305283.000000 Penalty: 5510.736816 Iteration 28Q: 3 clusters Score -1.230528e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 66216 members Entering Unmasked Estep Score: -12305292.000000 Penalty: 5510.736816 Iteration 29Q: 3 clusters Score -1.230529e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 66215 members Entering Unmasked Estep Score: -12305289.000000 Penalty: 5510.736816 Iteration 30Q: 3 clusters Score -1.230529e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 66217 members Entering Unmasked Estep Score: -12305299.000000 Penalty: 5510.736816 Iteration 31Q: 3 clusters Score -1.23053e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 66218 members Entering Unmasked Estep Score: -12305298.000000 Penalty: 5510.736816 Iteration 32Q: 3 clusters Score -1.23053e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 66219 members Entering Unmasked Estep Score: -12305296.000000 Penalty: 5510.736816 Iteration 33Q: 3 clusters Score -1.23053e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 66218 members Entering Unmasked Estep Score: -12305294.000000 Penalty: 5510.736816 Iteration 34Q: 3 clusters Score -1.230529e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 66219 members Entering Unmasked Estep Score: -12305291.000000 Penalty: 5510.736816 Iteration 35Q: 3 clusters Score -1.230529e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 66221 members Entering Unmasked Estep Score: -12305293.000000 Penalty: 5510.736816 Iteration 36Q: 3 clusters Score -1.230529e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 66222 members Entering Unmasked Estep Score: -12305289.000000 Penalty: 5510.736816 Iteration 37Q: 3 clusters Score -1.230529e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 66224 members Entering Unmasked Estep Score: -12305288.000000 Penalty: 5510.736816 Iteration 38Q: 3 clusters Score -1.230529e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 66226 members Entering Unmasked Estep Score: -12305288.000000 Penalty: 5510.736816 Iteration 39Q: 3 clusters Score -1.230529e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 66229 members Entering Unmasked Estep Score: -12305292.000000 Penalty: 5510.736816 Iteration 40F: 3 clusters Score -1.230529e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 66231 members Entering Unmasked Estep Score: -12305291.000000 Penalty: 5510.736816 Iteration 41Q: 3 clusters Score -1.230529e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 66231 members Entering Unmasked Estep Score: -12305291.000000 Penalty: 5510.736816 Iteration 42F: 3 clusters Score -1.230529e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Entering Unmasked Estep Score: -172297.281250 Penalty: 1725.459351 Iteration 0F: 2 clusters Score -172297.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -170330.984375 Penalty: 3450.918701 Iteration 0F: 3 clusters Score -170331 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -170690.875000 Penalty: 3450.918701 Iteration 1F: 3 clusters Score -170690.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -170856.125000 Penalty: 3450.918701 Iteration 2F: 3 clusters Score -170856.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -170974.984375 Penalty: 3450.918701 Iteration 3Q: 3 clusters Score -170975 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -171091.203125 Penalty: 3450.918701 Iteration 4Q: 3 clusters Score -171091.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -171216.453125 Penalty: 3450.918701 Iteration 5F: 3 clusters Score -171216.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -171377.906250 Penalty: 3450.918701 Iteration 6Q: 3 clusters Score -171377.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -171610.843750 Penalty: 3450.918701 Iteration 7F: 3 clusters Score -171610.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -171847.453125 Penalty: 3450.918701 Iteration 8Q: 3 clusters Score -171847.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -172003.062500 Penalty: 3450.918701 Iteration 9Q: 3 clusters Score -172003.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -172096.500000 Penalty: 3450.918701 Iteration 10Q: 3 clusters Score -172096.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -172151.875000 Penalty: 3450.918701 Iteration 11Q: 3 clusters Score -172151.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -172234.015625 Penalty: 3450.918701 Iteration 12Q: 3 clusters Score -172234 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -172277.640625 Penalty: 3450.918701 Iteration 13Q: 3 clusters Score -172277.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -172306.968750 Penalty: 3450.918701 Iteration 14Q: 3 clusters Score -172307 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -172363.937500 Penalty: 3450.918701 Iteration 15Q: 3 clusters Score -172363.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -172365.171875 Penalty: 3450.918701 Iteration 16Q: 3 clusters Score -172365.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -172365.640625 Penalty: 3450.918701 Iteration 17Q: 3 clusters Score -172365.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -172365.640625 Penalty: 3450.918701 Iteration 18F: 3 clusters Score -172365.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55649 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66860 members Mstep: Class 6 contains 555 members Mstep: Class 7 contains 7488 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1883 members Mstep: Class 10 contains 24363 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21595 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62887 members Mstep: Class 16 contains 23858 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24561 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23224 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24785 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 496 members Entering Unmasked Estep Score: -63648540.000000 Penalty: 79136.750000 Splitting cluster 6 changes total score from -63649920.000000 to -63648540.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (7488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7488 members Entering Unmasked Estep Score: -1358259.125000 Penalty: 2212.422119 Iteration 0F: 2 clusters Score -1358259 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -1352134.375000 Penalty: 4424.844238 Iteration 0F: 3 clusters Score -1352134 nChanged 3022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -1353733.875000 Penalty: 4424.844238 Iteration 1F: 3 clusters Score -1353734 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -1354023.000000 Penalty: 4424.844238 Iteration 2F: 3 clusters Score -1354023 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -1354204.250000 Penalty: 4424.844238 Iteration 3F: 3 clusters Score -1354204 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -1354338.000000 Penalty: 4424.844238 Iteration 4Q: 3 clusters Score -1354338 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -1354453.875000 Penalty: 4424.844238 Iteration 5Q: 3 clusters Score -1354454 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -1354562.500000 Penalty: 4424.844238 Iteration 6Q: 3 clusters Score -1354562 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -1354678.875000 Penalty: 4424.844238 Iteration 7Q: 3 clusters Score -1354679 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -1354771.750000 Penalty: 4424.844238 Iteration 8Q: 3 clusters Score -1354772 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -1354865.000000 Penalty: 4424.844238 Iteration 9Q: 3 clusters Score -1354865 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -1354976.625000 Penalty: 4424.844238 Iteration 10Q: 3 clusters Score -1354977 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -1355084.625000 Penalty: 4424.844238 Iteration 11Q: 3 clusters Score -1355085 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5359 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -1355201.375000 Penalty: 4424.844238 Iteration 12Q: 3 clusters Score -1355201 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -1355339.750000 Penalty: 4424.844238 Iteration 13Q: 3 clusters Score -1355340 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5797 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -1355496.375000 Penalty: 4424.844238 Iteration 14Q: 3 clusters Score -1355496 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -1355651.000000 Penalty: 4424.844238 Iteration 15Q: 3 clusters Score -1355651 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6193 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -1355772.250000 Penalty: 4424.844238 Iteration 16Q: 3 clusters Score -1355772 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6343 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -1355886.875000 Penalty: 4424.844238 Iteration 17Q: 3 clusters Score -1355887 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6477 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -1355995.125000 Penalty: 4424.844238 Iteration 18Q: 3 clusters Score -1355995 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -1356094.500000 Penalty: 4424.844238 Iteration 19Q: 3 clusters Score -1356094 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -1356157.875000 Penalty: 4424.844238 Iteration 20F: 3 clusters Score -1356158 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -1356216.375000 Penalty: 4424.844238 Iteration 21Q: 3 clusters Score -1356216 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6773 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -1356264.375000 Penalty: 4424.844238 Iteration 22Q: 3 clusters Score -1356264 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6819 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -1356298.000000 Penalty: 4424.844238 Iteration 23Q: 3 clusters Score -1356298 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6850 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -1356318.500000 Penalty: 4424.844238 Iteration 24Q: 3 clusters Score -1356318 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6874 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -1356328.250000 Penalty: 4424.844238 Iteration 25Q: 3 clusters Score -1356328 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6893 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -1356341.250000 Penalty: 4424.844238 Iteration 26Q: 3 clusters Score -1356341 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6911 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -1356360.500000 Penalty: 4424.844238 Iteration 27Q: 3 clusters Score -1356360 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6928 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -1356374.750000 Penalty: 4424.844238 Iteration 28Q: 3 clusters Score -1356375 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6941 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -1356388.750000 Penalty: 4424.844238 Iteration 29Q: 3 clusters Score -1356389 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6957 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -1356398.750000 Penalty: 4424.844238 Iteration 30Q: 3 clusters Score -1356399 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6966 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -1356410.000000 Penalty: 4424.844238 Iteration 31Q: 3 clusters Score -1356410 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6974 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -1356414.875000 Penalty: 4424.844238 Iteration 32Q: 3 clusters Score -1356415 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -1356415.500000 Penalty: 4424.844238 Iteration 33Q: 3 clusters Score -1356416 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6980 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -1356418.000000 Penalty: 4424.844238 Iteration 34Q: 3 clusters Score -1356418 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6983 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -1356421.875000 Penalty: 4424.844238 Iteration 35Q: 3 clusters Score -1356422 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6983 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -1356421.875000 Penalty: 4424.844238 Iteration 36F: 3 clusters Score -1356422 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Entering Unmasked Estep Score: -42030.753906 Penalty: 1390.238892 Iteration 0F: 2 clusters Score -42030.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -40848.597656 Penalty: 2780.477783 Iteration 0F: 3 clusters Score -40848.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -40989.625000 Penalty: 2780.477783 Iteration 1F: 3 clusters Score -40989.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -41035.730469 Penalty: 2780.477783 Iteration 2Q: 3 clusters Score -41035.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -41085.609375 Penalty: 2780.477783 Iteration 3Q: 3 clusters Score -41085.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -41101.730469 Penalty: 2780.477783 Iteration 4Q: 3 clusters Score -41101.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -41101.730469 Penalty: 2780.477783 Iteration 5F: 3 clusters Score -41101.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Entering Unmasked Estep Score: -319411.000000 Penalty: 1870.074219 Iteration 0F: 2 clusters Score -319411 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -317068.968750 Penalty: 3740.148438 Iteration 0F: 3 clusters Score -317069 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -317948.843750 Penalty: 3740.148438 Iteration 1F: 3 clusters Score -317948.8 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -318400.468750 Penalty: 3740.148438 Iteration 2F: 3 clusters Score -318400.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -318701.250000 Penalty: 3740.148438 Iteration 3F: 3 clusters Score -318701.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -318983.812500 Penalty: 3740.148438 Iteration 4F: 3 clusters Score -318983.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -319248.093750 Penalty: 3740.148438 Iteration 5F: 3 clusters Score -319248.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -319462.593750 Penalty: 3740.148438 Iteration 6Q: 3 clusters Score -319462.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -319581.531250 Penalty: 3740.148438 Iteration 7Q: 3 clusters Score -319581.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -319710.812500 Penalty: 3740.148438 Iteration 8Q: 3 clusters Score -319710.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -319857.875000 Penalty: 3740.148438 Iteration 9Q: 3 clusters Score -319857.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -320008.812500 Penalty: 3740.148438 Iteration 10Q: 3 clusters Score -320008.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -320138.843750 Penalty: 3740.148438 Iteration 11Q: 3 clusters Score -320138.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -320220.781250 Penalty: 3740.148438 Iteration 12Q: 3 clusters Score -320220.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -320253.875000 Penalty: 3740.148438 Iteration 13Q: 3 clusters Score -320253.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -320275.468750 Penalty: 3740.148438 Iteration 14Q: 3 clusters Score -320275.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -320288.031250 Penalty: 3740.148438 Iteration 15Q: 3 clusters Score -320288 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -320302.187500 Penalty: 3740.148438 Iteration 16Q: 3 clusters Score -320302.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -320327.375000 Penalty: 3740.148438 Iteration 17Q: 3 clusters Score -320327.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -320334.250000 Penalty: 3740.148438 Iteration 18Q: 3 clusters Score -320334.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -320336.218750 Penalty: 3740.148438 Iteration 19Q: 3 clusters Score -320336.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -320336.218750 Penalty: 3740.148438 Iteration 20F: 3 clusters Score -320336.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 55649 members Mstep: Class 3 contains 1325 members Mstep: Class 4 contains 2525 members Mstep: Class 5 contains 66860 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 7488 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 1303 members Mstep: Class 10 contains 24363 members Mstep: Class 11 contains 240 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 21595 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 62887 members Mstep: Class 16 contains 23858 members Mstep: Class 17 contains 168 members Mstep: Class 18 contains 24561 members Mstep: Class 19 contains 665 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 23224 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 24785 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 580 members Entering Unmasked Estep Score: -63649612.000000 Penalty: 79136.750000 Splitting cluster 9 changes total score from -63649920.000000 to -63649612.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (24363 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24363 members Entering Unmasked Estep Score: -4505702.500000 Penalty: 2505.003418 Iteration 0F: 2 clusters Score -4505702 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12327 members Mstep: Class 2 contains 12036 members Entering Unmasked Estep Score: -4488919.000000 Penalty: 5010.006836 Iteration 0F: 3 clusters Score -4488919 nChanged 10883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13334 members Mstep: Class 2 contains 11029 members Entering Unmasked Estep Score: -4495239.000000 Penalty: 5010.006836 Iteration 1F: 3 clusters Score -4495239 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13893 members Mstep: Class 2 contains 10470 members Entering Unmasked Estep Score: -4496101.000000 Penalty: 5010.006836 Iteration 2F: 3 clusters Score -4496101 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14666 members Mstep: Class 2 contains 9697 members Entering Unmasked Estep Score: -4496902.500000 Penalty: 5010.006836 Iteration 3F: 3 clusters Score -4496902 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15665 members Mstep: Class 2 contains 8698 members Entering Unmasked Estep Score: -4497767.500000 Penalty: 5010.006836 Iteration 4F: 3 clusters Score -4497768 nChanged 1525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16956 members Mstep: Class 2 contains 7407 members Entering Unmasked Estep Score: -4498843.500000 Penalty: 5010.006836 Iteration 5F: 3 clusters Score -4498844 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18400 members Mstep: Class 2 contains 5963 members Entering Unmasked Estep Score: -4500045.500000 Penalty: 5010.006836 Iteration 6F: 3 clusters Score -4500046 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19806 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -4501325.000000 Penalty: 5010.006836 Iteration 7F: 3 clusters Score -4501325 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21036 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -4502523.500000 Penalty: 5010.006836 Iteration 8F: 3 clusters Score -4502524 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21878 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -4503374.000000 Penalty: 5010.006836 Iteration 9Q: 3 clusters Score -4503374 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22396 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -4503916.000000 Penalty: 5010.006836 Iteration 10Q: 3 clusters Score -4503916 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22713 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -4504223.500000 Penalty: 5010.006836 Iteration 11Q: 3 clusters Score -4504224 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22921 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -4504414.500000 Penalty: 5010.006836 Iteration 12Q: 3 clusters Score -4504414 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23061 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -4504537.500000 Penalty: 5010.006836 Iteration 13Q: 3 clusters Score -4504538 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23180 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -4504643.000000 Penalty: 5010.006836 Iteration 14Q: 3 clusters Score -4504643 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23250 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -4504691.000000 Penalty: 5010.006836 Iteration 15Q: 3 clusters Score -4504691 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23305 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -4504724.500000 Penalty: 5010.006836 Iteration 16Q: 3 clusters Score -4504724 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23342 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -4504744.500000 Penalty: 5010.006836 Iteration 17Q: 3 clusters Score -4504744 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23369 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -4504769.500000 Penalty: 5010.006836 Iteration 18Q: 3 clusters Score -4504770 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23387 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -4504774.000000 Penalty: 5010.006836 Iteration 19Q: 3 clusters Score -4504774 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23401 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -4504780.500000 Penalty: 5010.006836 Iteration 20F: 3 clusters Score -4504780 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23408 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -4504778.500000 Penalty: 5010.006836 Iteration 21Q: 3 clusters Score -4504778 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23418 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -4504779.500000 Penalty: 5010.006836 Iteration 22Q: 3 clusters Score -4504780 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23424 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -4504788.500000 Penalty: 5010.006836 Iteration 23Q: 3 clusters Score -4504788 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23427 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -4504789.000000 Penalty: 5010.006836 Iteration 24Q: 3 clusters Score -4504789 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23428 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -4504789.000000 Penalty: 5010.006836 Iteration 25Q: 3 clusters Score -4504789 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23429 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -4504789.000000 Penalty: 5010.006836 Iteration 26Q: 3 clusters Score -4504789 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23431 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -4504792.500000 Penalty: 5010.006836 Iteration 27Q: 3 clusters Score -4504792 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23431 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -4504792.500000 Penalty: 5010.006836 Iteration 28F: 3 clusters Score -4504792 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (240 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Entering Unmasked Estep Score: -24712.019531 Penalty: 1359.198486 Iteration 0F: 2 clusters Score -24712.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -23764.589844 Penalty: 2718.396973 Iteration 0F: 3 clusters Score -23764.59 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -24067.466797 Penalty: 2718.396973 Iteration 1F: 3 clusters Score -24067.47 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -24133.925781 Penalty: 2718.396973 Iteration 2F: 3 clusters Score -24133.93 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -24166.220703 Penalty: 2718.396973 Iteration 3Q: 3 clusters Score -24166.22 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -24204.447266 Penalty: 2718.396973 Iteration 4Q: 3 clusters Score -24204.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -24281.759766 Penalty: 2718.396973 Iteration 5Q: 3 clusters Score -24281.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -24391.310547 Penalty: 2718.396973 Iteration 6Q: 3 clusters Score -24391.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -24422.781250 Penalty: 2718.396973 Iteration 7Q: 3 clusters Score -24422.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -24439.255859 Penalty: 2718.396973 Iteration 8Q: 3 clusters Score -24439.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -24443.126953 Penalty: 2718.396973 Iteration 9Q: 3 clusters Score -24443.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -24443.126953 Penalty: 2718.396973 Iteration 10F: 3 clusters Score -24443.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Entering Unmasked Estep Score: -401892.281250 Penalty: 1916.210083 Iteration 0F: 2 clusters Score -401892.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -399073.906250 Penalty: 3832.420166 Iteration 0F: 3 clusters Score -399073.9 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -399700.125000 Penalty: 3832.420166 Iteration 1F: 3 clusters Score -399700.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -399910.218750 Penalty: 3832.420166 Iteration 2F: 3 clusters Score -399910.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -400025.656250 Penalty: 3832.420166 Iteration 3Q: 3 clusters Score -400025.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -400095.531250 Penalty: 3832.420166 Iteration 4Q: 3 clusters Score -400095.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -400142.906250 Penalty: 3832.420166 Iteration 5Q: 3 clusters Score -400142.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -400174.875000 Penalty: 3832.420166 Iteration 6Q: 3 clusters Score -400174.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -400203.468750 Penalty: 3832.420166 Iteration 7Q: 3 clusters Score -400203.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -400230.625000 Penalty: 3832.420166 Iteration 8Q: 3 clusters Score -400230.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -400249.187500 Penalty: 3832.420166 Iteration 9Q: 3 clusters Score -400249.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -400268.281250 Penalty: 3832.420166 Iteration 10Q: 3 clusters Score -400268.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -400281.375000 Penalty: 3832.420166 Iteration 11Q: 3 clusters Score -400281.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -400284.718750 Penalty: 3832.420166 Iteration 12Q: 3 clusters Score -400284.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -400287.468750 Penalty: 3832.420166 Iteration 13Q: 3 clusters Score -400287.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -400289.843750 Penalty: 3832.420166 Iteration 14Q: 3 clusters Score -400289.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -400290.750000 Penalty: 3832.420166 Iteration 15Q: 3 clusters Score -400290.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -400292.125000 Penalty: 3832.420166 Iteration 16Q: 3 clusters Score -400292.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -400292.593750 Penalty: 3832.420166 Iteration 17Q: 3 clusters Score -400292.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -400293.468750 Penalty: 3832.420166 Iteration 18Q: 3 clusters Score -400293.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -400293.937500 Penalty: 3832.420166 Iteration 19Q: 3 clusters Score -400293.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -400293.937500 Penalty: 3832.420166 Iteration 20F: 3 clusters Score -400293.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (21595 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21595 members Entering Unmasked Estep Score: -3781213.250000 Penalty: 2475.093750 Iteration 0F: 2 clusters Score -3781213 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10847 members Mstep: Class 2 contains 10748 members Entering Unmasked Estep Score: -3766138.500000 Penalty: 4950.187500 Iteration 0F: 3 clusters Score -3766138 nChanged 9567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11136 members Mstep: Class 2 contains 10459 members Entering Unmasked Estep Score: -3771175.500000 Penalty: 4950.187500 Iteration 1F: 3 clusters Score -3771176 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11345 members Mstep: Class 2 contains 10250 members Entering Unmasked Estep Score: -3771549.750000 Penalty: 4950.187500 Iteration 2F: 3 clusters Score -3771550 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11602 members Mstep: Class 2 contains 9993 members Entering Unmasked Estep Score: -3771850.250000 Penalty: 4950.187500 Iteration 3Q: 3 clusters Score -3771850 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11936 members Mstep: Class 2 contains 9659 members Entering Unmasked Estep Score: -3772102.500000 Penalty: 4950.187500 Iteration 4Q: 3 clusters Score -3772102 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12388 members Mstep: Class 2 contains 9207 members Entering Unmasked Estep Score: -3772369.500000 Penalty: 4950.187500 Iteration 5Q: 3 clusters Score -3772370 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12936 members Mstep: Class 2 contains 8659 members Entering Unmasked Estep Score: -3772641.000000 Penalty: 4950.187500 Iteration 6Q: 3 clusters Score -3772641 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13645 members Mstep: Class 2 contains 7950 members Entering Unmasked Estep Score: -3772983.000000 Penalty: 4950.187500 Iteration 7Q: 3 clusters Score -3772983 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14494 members Mstep: Class 2 contains 7101 members Entering Unmasked Estep Score: -3773429.750000 Penalty: 4950.187500 Iteration 8Q: 3 clusters Score -3773430 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15539 members Mstep: Class 2 contains 6056 members Entering Unmasked Estep Score: -3774052.000000 Penalty: 4950.187500 Iteration 9F: 3 clusters Score -3774052 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16731 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -3774883.250000 Penalty: 4950.187500 Iteration 10F: 3 clusters Score -3774883 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18036 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -3775908.250000 Penalty: 4950.187500 Iteration 11F: 3 clusters Score -3775908 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19211 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -3776895.250000 Penalty: 4950.187500 Iteration 12F: 3 clusters Score -3776895 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20137 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -3777789.000000 Penalty: 4950.187500 Iteration 13Q: 3 clusters Score -3777789 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20744 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -3778385.500000 Penalty: 4950.187500 Iteration 14Q: 3 clusters Score -3778386 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21042 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -3778673.500000 Penalty: 4950.187500 Iteration 15Q: 3 clusters Score -3778674 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21158 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -3778812.000000 Penalty: 4950.187500 Iteration 16Q: 3 clusters Score -3778812 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21228 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -3778896.500000 Penalty: 4950.187500 Iteration 17Q: 3 clusters Score -3778896 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21257 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -3778940.250000 Penalty: 4950.187500 Iteration 18Q: 3 clusters Score -3778940 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21282 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -3778983.750000 Penalty: 4950.187500 Iteration 19Q: 3 clusters Score -3778984 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21299 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -3779005.000000 Penalty: 4950.187500 Iteration 20F: 3 clusters Score -3779005 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21309 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -3779020.250000 Penalty: 4950.187500 Iteration 21Q: 3 clusters Score -3779020 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21315 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -3779030.250000 Penalty: 4950.187500 Iteration 22Q: 3 clusters Score -3779030 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21317 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -3779043.250000 Penalty: 4950.187500 Iteration 23Q: 3 clusters Score -3779043 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21320 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -3779050.250000 Penalty: 4950.187500 Iteration 24Q: 3 clusters Score -3779050 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21325 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -3779057.500000 Penalty: 4950.187500 Iteration 25Q: 3 clusters Score -3779058 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21326 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -3779064.000000 Penalty: 4950.187500 Iteration 26Q: 3 clusters Score -3779064 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21327 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -3779061.750000 Penalty: 4950.187500 Iteration 27Q: 3 clusters Score -3779062 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21328 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -3779063.750000 Penalty: 4950.187500 Iteration 28Q: 3 clusters Score -3779064 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21329 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -3779060.750000 Penalty: 4950.187500 Iteration 29Q: 3 clusters Score -3779061 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21329 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -3779060.750000 Penalty: 4950.187500 Iteration 30F: 3 clusters Score -3779061 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Entering Unmasked Estep Score: -215883.375000 Penalty: 1763.655029 Iteration 0F: 2 clusters Score -215883.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -213832.953125 Penalty: 3527.310059 Iteration 0F: 3 clusters Score -213833 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -214427.406250 Penalty: 3527.310059 Iteration 1F: 3 clusters Score -214427.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -214973.234375 Penalty: 3527.310059 Iteration 2F: 3 clusters Score -214973.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -215451.890625 Penalty: 3527.310059 Iteration 3F: 3 clusters Score -215451.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -215714.718750 Penalty: 3527.310059 Iteration 4F: 3 clusters Score -215714.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -215817.531250 Penalty: 3527.310059 Iteration 5Q: 3 clusters Score -215817.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -215845.578125 Penalty: 3527.310059 Iteration 6Q: 3 clusters Score -215845.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -215852.531250 Penalty: 3527.310059 Iteration 7Q: 3 clusters Score -215852.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -215854.500000 Penalty: 3527.310059 Iteration 8Q: 3 clusters Score -215854.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -215856.234375 Penalty: 3527.310059 Iteration 9Q: 3 clusters Score -215856.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -215857.625000 Penalty: 3527.310059 Iteration 10Q: 3 clusters Score -215857.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -215857.625000 Penalty: 3527.310059 Iteration 11F: 3 clusters Score -215857.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (62887 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62887 members Entering Unmasked Estep Score: -11586685.000000 Penalty: 2740.175537 Iteration 0F: 2 clusters Score -1.158668e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31469 members Mstep: Class 2 contains 31418 members Entering Unmasked Estep Score: -11547359.000000 Penalty: 5480.351074 Iteration 0F: 3 clusters Score -1.154736e+07 nChanged 29251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31398 members Mstep: Class 2 contains 31489 members Entering Unmasked Estep Score: -11563656.000000 Penalty: 5480.351074 Iteration 1F: 3 clusters Score -1.156366e+07 nChanged 2238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31338 members Mstep: Class 2 contains 31549 members Entering Unmasked Estep Score: -11564190.000000 Penalty: 5480.351074 Iteration 2Q: 3 clusters Score -1.156419e+07 nChanged 2138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31190 members Mstep: Class 2 contains 31697 members Entering Unmasked Estep Score: -11564673.000000 Penalty: 5480.351074 Iteration 3Q: 3 clusters Score -1.156467e+07 nChanged 1946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30952 members Mstep: Class 2 contains 31935 members Entering Unmasked Estep Score: -11565111.000000 Penalty: 5480.351074 Iteration 4Q: 3 clusters Score -1.156511e+07 nChanged 1814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30638 members Mstep: Class 2 contains 32249 members Entering Unmasked Estep Score: -11565418.000000 Penalty: 5480.351074 Iteration 5Q: 3 clusters Score -1.156542e+07 nChanged 1686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30260 members Mstep: Class 2 contains 32627 members Entering Unmasked Estep Score: -11565742.000000 Penalty: 5480.351074 Iteration 6Q: 3 clusters Score -1.156574e+07 nChanged 1797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29667 members Mstep: Class 2 contains 33220 members Entering Unmasked Estep Score: -11566219.000000 Penalty: 5480.351074 Iteration 7Q: 3 clusters Score -1.156622e+07 nChanged 1893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28846 members Mstep: Class 2 contains 34041 members Entering Unmasked Estep Score: -11566768.000000 Penalty: 5480.351074 Iteration 8Q: 3 clusters Score -1.156677e+07 nChanged 2118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27782 members Mstep: Class 2 contains 35105 members Entering Unmasked Estep Score: -11567538.000000 Penalty: 5480.351074 Iteration 9Q: 3 clusters Score -1.156754e+07 nChanged 2511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26403 members Mstep: Class 2 contains 36484 members Entering Unmasked Estep Score: -11568626.000000 Penalty: 5480.351074 Iteration 10Q: 3 clusters Score -1.156863e+07 nChanged 3011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24570 members Mstep: Class 2 contains 38317 members Entering Unmasked Estep Score: -11570094.000000 Penalty: 5480.351074 Iteration 11Q: 3 clusters Score -1.157009e+07 nChanged 3535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22227 members Mstep: Class 2 contains 40660 members Entering Unmasked Estep Score: -11572305.000000 Penalty: 5480.351074 Iteration 12F: 3 clusters Score -1.15723e+07 nChanged 3895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19572 members Mstep: Class 2 contains 43315 members Entering Unmasked Estep Score: -11575196.000000 Penalty: 5480.351074 Iteration 13F: 3 clusters Score -1.15752e+07 nChanged 3782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16924 members Mstep: Class 2 contains 45963 members Entering Unmasked Estep Score: -11578234.000000 Penalty: 5480.351074 Iteration 14F: 3 clusters Score -1.157823e+07 nChanged 3228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14734 members Mstep: Class 2 contains 48153 members Entering Unmasked Estep Score: -11580849.000000 Penalty: 5480.351074 Iteration 15F: 3 clusters Score -1.158085e+07 nChanged 2438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13102 members Mstep: Class 2 contains 49785 members Entering Unmasked Estep Score: -11582516.000000 Penalty: 5480.351074 Iteration 16Q: 3 clusters Score -1.158252e+07 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11922 members Mstep: Class 2 contains 50965 members Entering Unmasked Estep Score: -11583501.000000 Penalty: 5480.351074 Iteration 17Q: 3 clusters Score -1.15835e+07 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10974 members Mstep: Class 2 contains 51913 members Entering Unmasked Estep Score: -11584049.000000 Penalty: 5480.351074 Iteration 18Q: 3 clusters Score -1.158405e+07 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10199 members Mstep: Class 2 contains 52688 members Entering Unmasked Estep Score: -11584387.000000 Penalty: 5480.351074 Iteration 19Q: 3 clusters Score -1.158439e+07 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9553 members Mstep: Class 2 contains 53334 members Entering Unmasked Estep Score: -11584571.000000 Penalty: 5480.351074 Iteration 20F: 3 clusters Score -1.158457e+07 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8946 members Mstep: Class 2 contains 53941 members Entering Unmasked Estep Score: -11584775.000000 Penalty: 5480.351074 Iteration 21Q: 3 clusters Score -1.158478e+07 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8377 members Mstep: Class 2 contains 54510 members Entering Unmasked Estep Score: -11584891.000000 Penalty: 5480.351074 Iteration 22Q: 3 clusters Score -1.158489e+07 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7866 members Mstep: Class 2 contains 55021 members Entering Unmasked Estep Score: -11585020.000000 Penalty: 5480.351074 Iteration 23Q: 3 clusters Score -1.158502e+07 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7381 members Mstep: Class 2 contains 55506 members Entering Unmasked Estep Score: -11585132.000000 Penalty: 5480.351074 Iteration 24Q: 3 clusters Score -1.158513e+07 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6947 members Mstep: Class 2 contains 55940 members Entering Unmasked Estep Score: -11585161.000000 Penalty: 5480.351074 Iteration 25Q: 3 clusters Score -1.158516e+07 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 56382 members Entering Unmasked Estep Score: -11585201.000000 Penalty: 5480.351074 Iteration 26Q: 3 clusters Score -1.15852e+07 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6111 members Mstep: Class 2 contains 56776 members Entering Unmasked Estep Score: -11585234.000000 Penalty: 5480.351074 Iteration 27Q: 3 clusters Score -1.158523e+07 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Mstep: Class 2 contains 57143 members Entering Unmasked Estep Score: -11585241.000000 Penalty: 5480.351074 Iteration 28Q: 3 clusters Score -1.158524e+07 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 57452 members Entering Unmasked Estep Score: -11585201.000000 Penalty: 5480.351074 Iteration 29Q: 3 clusters Score -1.15852e+07 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 57708 members Entering Unmasked Estep Score: -11585228.000000 Penalty: 5480.351074 Iteration 30Q: 3 clusters Score -1.158523e+07 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 57978 members Entering Unmasked Estep Score: -11585187.000000 Penalty: 5480.351074 Iteration 31Q: 3 clusters Score -1.158519e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 58225 members Entering Unmasked Estep Score: -11585184.000000 Penalty: 5480.351074 Iteration 32Q: 3 clusters Score -1.158518e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 58454 members Entering Unmasked Estep Score: -11585152.000000 Penalty: 5480.351074 Iteration 33Q: 3 clusters Score -1.158515e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 58687 members Entering Unmasked Estep Score: -11585171.000000 Penalty: 5480.351074 Iteration 34Q: 3 clusters Score -1.158517e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 58895 members Entering Unmasked Estep Score: -11585191.000000 Penalty: 5480.351074 Iteration 35Q: 3 clusters Score -1.158519e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 59089 members Entering Unmasked Estep Score: -11585195.000000 Penalty: 5480.351074 Iteration 36Q: 3 clusters Score -1.15852e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 59250 members Entering Unmasked Estep Score: -11585180.000000 Penalty: 5480.351074 Iteration 37Q: 3 clusters Score -1.158518e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 59404 members Entering Unmasked Estep Score: -11585170.000000 Penalty: 5480.351074 Iteration 38Q: 3 clusters Score -1.158517e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 59551 members Entering Unmasked Estep Score: -11585169.000000 Penalty: 5480.351074 Iteration 39Q: 3 clusters Score -1.158517e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 59710 members Entering Unmasked Estep Score: -11585145.000000 Penalty: 5480.351074 Iteration 40F: 3 clusters Score -1.158514e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 59842 members Entering Unmasked Estep Score: -11585125.000000 Penalty: 5480.351074 Iteration 41Q: 3 clusters Score -1.158512e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 59956 members Entering Unmasked Estep Score: -11585113.000000 Penalty: 5480.351074 Iteration 42Q: 3 clusters Score -1.158511e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 60070 members Entering Unmasked Estep Score: -11585078.000000 Penalty: 5480.351074 Iteration 43Q: 3 clusters Score -1.158508e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 60164 members Entering Unmasked Estep Score: -11585037.000000 Penalty: 5480.351074 Iteration 44Q: 3 clusters Score -1.158504e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 60248 members Entering Unmasked Estep Score: -11585027.000000 Penalty: 5480.351074 Iteration 45Q: 3 clusters Score -1.158503e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 60317 members Entering Unmasked Estep Score: -11585021.000000 Penalty: 5480.351074 Iteration 46Q: 3 clusters Score -1.158502e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 60375 members Entering Unmasked Estep Score: -11585017.000000 Penalty: 5480.351074 Iteration 47Q: 3 clusters Score -1.158502e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 60424 members Entering Unmasked Estep Score: -11585022.000000 Penalty: 5480.351074 Iteration 48Q: 3 clusters Score -1.158502e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 60473 members Entering Unmasked Estep Score: -11585019.000000 Penalty: 5480.351074 Iteration 49Q: 3 clusters Score -1.158502e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 60516 members Entering Unmasked Estep Score: -11585004.000000 Penalty: 5480.351074 Iteration 50Q: 3 clusters Score -1.1585e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 60558 members Entering Unmasked Estep Score: -11585012.000000 Penalty: 5480.351074 Iteration 51Q: 3 clusters Score -1.158501e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 60599 members Entering Unmasked Estep Score: -11585025.000000 Penalty: 5480.351074 Iteration 52Q: 3 clusters Score -1.158502e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 60633 members Entering Unmasked Estep Score: -11585026.000000 Penalty: 5480.351074 Iteration 53Q: 3 clusters Score -1.158503e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 60667 members Entering Unmasked Estep Score: -11585020.000000 Penalty: 5480.351074 Iteration 54Q: 3 clusters Score -1.158502e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 60702 members Entering Unmasked Estep Score: -11585010.000000 Penalty: 5480.351074 Iteration 55Q: 3 clusters Score -1.158501e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 60729 members Entering Unmasked Estep Score: -11584997.000000 Penalty: 5480.351074 Iteration 56Q: 3 clusters Score -1.1585e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 60764 members Entering Unmasked Estep Score: -11584987.000000 Penalty: 5480.351074 Iteration 57Q: 3 clusters Score -1.158499e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 60803 members Entering Unmasked Estep Score: -11584978.000000 Penalty: 5480.351074 Iteration 58Q: 3 clusters Score -1.158498e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 60839 members Entering Unmasked Estep Score: -11584962.000000 Penalty: 5480.351074 Iteration 59Q: 3 clusters Score -1.158496e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 60878 members Entering Unmasked Estep Score: -11584938.000000 Penalty: 5480.351074 Iteration 60F: 3 clusters Score -1.158494e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 60911 members Entering Unmasked Estep Score: -11584950.000000 Penalty: 5480.351074 Iteration 61Q: 3 clusters Score -1.158495e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 60937 members Entering Unmasked Estep Score: -11584941.000000 Penalty: 5480.351074 Iteration 62Q: 3 clusters Score -1.158494e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 60967 members Entering Unmasked Estep Score: -11584942.000000 Penalty: 5480.351074 Iteration 63Q: 3 clusters Score -1.158494e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 60987 members Entering Unmasked Estep Score: -11584949.000000 Penalty: 5480.351074 Iteration 64Q: 3 clusters Score -1.158495e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 61002 members Entering Unmasked Estep Score: -11584951.000000 Penalty: 5480.351074 Iteration 65Q: 3 clusters Score -1.158495e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 61017 members Entering Unmasked Estep Score: -11584934.000000 Penalty: 5480.351074 Iteration 66Q: 3 clusters Score -1.158493e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 61026 members Entering Unmasked Estep Score: -11584929.000000 Penalty: 5480.351074 Iteration 67Q: 3 clusters Score -1.158493e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 61034 members Entering Unmasked Estep Score: -11584923.000000 Penalty: 5480.351074 Iteration 68Q: 3 clusters Score -1.158492e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 61043 members Entering Unmasked Estep Score: -11584911.000000 Penalty: 5480.351074 Iteration 69Q: 3 clusters Score -1.158491e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 61055 members Entering Unmasked Estep Score: -11584902.000000 Penalty: 5480.351074 Iteration 70Q: 3 clusters Score -1.15849e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 61065 members Entering Unmasked Estep Score: -11584911.000000 Penalty: 5480.351074 Iteration 71Q: 3 clusters Score -1.158491e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 61078 members Entering Unmasked Estep Score: -11584912.000000 Penalty: 5480.351074 Iteration 72Q: 3 clusters Score -1.158491e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 61093 members Entering Unmasked Estep Score: -11584905.000000 Penalty: 5480.351074 Iteration 73Q: 3 clusters Score -1.15849e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 61106 members Entering Unmasked Estep Score: -11584923.000000 Penalty: 5480.351074 Iteration 74Q: 3 clusters Score -1.158492e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 61119 members Entering Unmasked Estep Score: -11584919.000000 Penalty: 5480.351074 Iteration 75Q: 3 clusters Score -1.158492e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 61135 members Entering Unmasked Estep Score: -11584916.000000 Penalty: 5480.351074 Iteration 76Q: 3 clusters Score -1.158492e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 61156 members Entering Unmasked Estep Score: -11584924.000000 Penalty: 5480.351074 Iteration 77Q: 3 clusters Score -1.158492e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 61171 members Entering Unmasked Estep Score: -11584927.000000 Penalty: 5480.351074 Iteration 78Q: 3 clusters Score -1.158493e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 61184 members Entering Unmasked Estep Score: -11584911.000000 Penalty: 5480.351074 Iteration 79Q: 3 clusters Score -1.158491e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 61193 members Entering Unmasked Estep Score: -11584911.000000 Penalty: 5480.351074 Iteration 80F: 3 clusters Score -1.158491e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 61196 members Entering Unmasked Estep Score: -11584914.000000 Penalty: 5480.351074 Iteration 81Q: 3 clusters Score -1.158491e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 61200 members Entering Unmasked Estep Score: -11584909.000000 Penalty: 5480.351074 Iteration 82Q: 3 clusters Score -1.158491e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 61207 members Entering Unmasked Estep Score: -11584900.000000 Penalty: 5480.351074 Iteration 83Q: 3 clusters Score -1.15849e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 61214 members Entering Unmasked Estep Score: -11584889.000000 Penalty: 5480.351074 Iteration 84Q: 3 clusters Score -1.158489e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 61220 members Entering Unmasked Estep Score: -11584892.000000 Penalty: 5480.351074 Iteration 85Q: 3 clusters Score -1.158489e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 61224 members Entering Unmasked Estep Score: -11584900.000000 Penalty: 5480.351074 Iteration 86Q: 3 clusters Score -1.15849e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 61226 members Entering Unmasked Estep Score: -11584897.000000 Penalty: 5480.351074 Iteration 87Q: 3 clusters Score -1.15849e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 61230 members Entering Unmasked Estep Score: -11584893.000000 Penalty: 5480.351074 Iteration 88Q: 3 clusters Score -1.158489e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 61231 members Entering Unmasked Estep Score: -11584891.000000 Penalty: 5480.351074 Iteration 89Q: 3 clusters Score -1.158489e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 61235 members Entering Unmasked Estep Score: -11584892.000000 Penalty: 5480.351074 Iteration 90Q: 3 clusters Score -1.158489e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 61237 members Entering Unmasked Estep Score: -11584893.000000 Penalty: 5480.351074 Iteration 91Q: 3 clusters Score -1.158489e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 61239 members Entering Unmasked Estep Score: -11584905.000000 Penalty: 5480.351074 Iteration 92Q: 3 clusters Score -1.15849e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 61241 members Entering Unmasked Estep Score: -11584912.000000 Penalty: 5480.351074 Iteration 93Q: 3 clusters Score -1.158491e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 61244 members Entering Unmasked Estep Score: -11584902.000000 Penalty: 5480.351074 Iteration 94Q: 3 clusters Score -1.15849e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 61247 members Entering Unmasked Estep Score: -11584903.000000 Penalty: 5480.351074 Iteration 95Q: 3 clusters Score -1.15849e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 61251 members Entering Unmasked Estep Score: -11584896.000000 Penalty: 5480.351074 Iteration 96Q: 3 clusters Score -1.15849e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 61256 members Entering Unmasked Estep Score: -11584900.000000 Penalty: 5480.351074 Iteration 97Q: 3 clusters Score -1.15849e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 61259 members Entering Unmasked Estep Score: -11584895.000000 Penalty: 5480.351074 Iteration 98Q: 3 clusters Score -1.15849e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 61261 members Entering Unmasked Estep Score: -11584898.000000 Penalty: 5480.351074 Iteration 99Q: 3 clusters Score -1.15849e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 61263 members Entering Unmasked Estep Score: -11584891.000000 Penalty: 5480.351074 Iteration 100F: 3 clusters Score -1.158489e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 61266 members Entering Unmasked Estep Score: -11584899.000000 Penalty: 5480.351074 Iteration 101Q: 3 clusters Score -1.15849e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 61270 members Entering Unmasked Estep Score: -11584921.000000 Penalty: 5480.351074 Iteration 102Q: 3 clusters Score -1.158492e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 61276 members Entering Unmasked Estep Score: -11584919.000000 Penalty: 5480.351074 Iteration 103Q: 3 clusters Score -1.158492e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 61279 members Entering Unmasked Estep Score: -11584920.000000 Penalty: 5480.351074 Iteration 104Q: 3 clusters Score -1.158492e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 61282 members Entering Unmasked Estep Score: -11584904.000000 Penalty: 5480.351074 Iteration 105Q: 3 clusters Score -1.15849e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 61285 members Entering Unmasked Estep Score: -11584901.000000 Penalty: 5480.351074 Iteration 106Q: 3 clusters Score -1.15849e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 61286 members Entering Unmasked Estep Score: -11584905.000000 Penalty: 5480.351074 Iteration 107Q: 3 clusters Score -1.15849e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 61287 members Entering Unmasked Estep Score: -11584904.000000 Penalty: 5480.351074 Iteration 108Q: 3 clusters Score -1.15849e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 61288 members Entering Unmasked Estep Score: -11584903.000000 Penalty: 5480.351074 Iteration 109Q: 3 clusters Score -1.15849e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 61289 members Entering Unmasked Estep Score: -11584912.000000 Penalty: 5480.351074 Iteration 110Q: 3 clusters Score -1.158491e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 61292 members Entering Unmasked Estep Score: -11584917.000000 Penalty: 5480.351074 Iteration 111Q: 3 clusters Score -1.158492e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 61294 members Entering Unmasked Estep Score: -11584913.000000 Penalty: 5480.351074 Iteration 112Q: 3 clusters Score -1.158491e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 61296 members Entering Unmasked Estep Score: -11584908.000000 Penalty: 5480.351074 Iteration 113Q: 3 clusters Score -1.158491e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 61296 members Entering Unmasked Estep Score: -11584908.000000 Penalty: 5480.351074 Iteration 114F: 3 clusters Score -1.158491e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (23858 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23858 members Entering Unmasked Estep Score: -4305290.500000 Penalty: 2499.809082 Iteration 0F: 2 clusters Score -4305290 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11953 members Mstep: Class 2 contains 11905 members Entering Unmasked Estep Score: -4288595.500000 Penalty: 4999.618164 Iteration 0F: 3 clusters Score -4288596 nChanged 10724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12289 members Mstep: Class 2 contains 11569 members Entering Unmasked Estep Score: -4294408.500000 Penalty: 4999.618164 Iteration 1F: 3 clusters Score -4294408 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12550 members Mstep: Class 2 contains 11308 members Entering Unmasked Estep Score: -4294899.500000 Penalty: 4999.618164 Iteration 2F: 3 clusters Score -4294900 nChanged 1224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12948 members Mstep: Class 2 contains 10910 members Entering Unmasked Estep Score: -4295554.000000 Penalty: 4999.618164 Iteration 3F: 3 clusters Score -4295554 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13507 members Mstep: Class 2 contains 10351 members Entering Unmasked Estep Score: -4296446.000000 Penalty: 4999.618164 Iteration 4F: 3 clusters Score -4296446 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14248 members Mstep: Class 2 contains 9610 members Entering Unmasked Estep Score: -4297517.000000 Penalty: 4999.618164 Iteration 5F: 3 clusters Score -4297517 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15259 members Mstep: Class 2 contains 8599 members Entering Unmasked Estep Score: -4298755.000000 Penalty: 4999.618164 Iteration 6F: 3 clusters Score -4298755 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16465 members Mstep: Class 2 contains 7393 members Entering Unmasked Estep Score: -4299989.000000 Penalty: 4999.618164 Iteration 7F: 3 clusters Score -4299989 nChanged 1547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17688 members Mstep: Class 2 contains 6170 members Entering Unmasked Estep Score: -4301097.500000 Penalty: 4999.618164 Iteration 8F: 3 clusters Score -4301098 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18792 members Mstep: Class 2 contains 5066 members Entering Unmasked Estep Score: -4301988.000000 Penalty: 4999.618164 Iteration 9F: 3 clusters Score -4301988 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19702 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -4302660.500000 Penalty: 4999.618164 Iteration 10Q: 3 clusters Score -4302660 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20376 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -4303132.000000 Penalty: 4999.618164 Iteration 11Q: 3 clusters Score -4303132 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20881 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -4303509.500000 Penalty: 4999.618164 Iteration 12Q: 3 clusters Score -4303510 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21254 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -4303890.500000 Penalty: 4999.618164 Iteration 13Q: 3 clusters Score -4303890 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21530 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -4304158.500000 Penalty: 4999.618164 Iteration 14Q: 3 clusters Score -4304158 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21737 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -4304280.000000 Penalty: 4999.618164 Iteration 15Q: 3 clusters Score -4304280 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21864 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -4304333.500000 Penalty: 4999.618164 Iteration 16Q: 3 clusters Score -4304334 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21965 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -4304381.500000 Penalty: 4999.618164 Iteration 17Q: 3 clusters Score -4304382 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22044 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -4304404.500000 Penalty: 4999.618164 Iteration 18Q: 3 clusters Score -4304404 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22111 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -4304415.500000 Penalty: 4999.618164 Iteration 19Q: 3 clusters Score -4304416 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22163 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -4304443.500000 Penalty: 4999.618164 Iteration 20F: 3 clusters Score -4304444 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22210 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -4304465.000000 Penalty: 4999.618164 Iteration 21Q: 3 clusters Score -4304465 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22251 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -4304470.500000 Penalty: 4999.618164 Iteration 22Q: 3 clusters Score -4304470 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22273 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -4304473.000000 Penalty: 4999.618164 Iteration 23Q: 3 clusters Score -4304473 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22288 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -4304478.500000 Penalty: 4999.618164 Iteration 24Q: 3 clusters Score -4304478 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22299 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -4304477.500000 Penalty: 4999.618164 Iteration 25Q: 3 clusters Score -4304478 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22315 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -4304478.500000 Penalty: 4999.618164 Iteration 26Q: 3 clusters Score -4304478 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22329 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -4304481.500000 Penalty: 4999.618164 Iteration 27Q: 3 clusters Score -4304482 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22338 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -4304485.500000 Penalty: 4999.618164 Iteration 28Q: 3 clusters Score -4304486 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22345 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -4304488.500000 Penalty: 4999.618164 Iteration 29Q: 3 clusters Score -4304488 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22354 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -4304496.500000 Penalty: 4999.618164 Iteration 30Q: 3 clusters Score -4304496 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22361 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -4304498.000000 Penalty: 4999.618164 Iteration 31Q: 3 clusters Score -4304498 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22364 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -4304499.500000 Penalty: 4999.618164 Iteration 32Q: 3 clusters Score -4304500 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22366 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -4304498.500000 Penalty: 4999.618164 Iteration 33Q: 3 clusters Score -4304498 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22367 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -4304497.500000 Penalty: 4999.618164 Iteration 34Q: 3 clusters Score -4304498 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22369 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -4304498.500000 Penalty: 4999.618164 Iteration 35Q: 3 clusters Score -4304498 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22369 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -4304498.500000 Penalty: 4999.618164 Iteration 36F: 3 clusters Score -4304498 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Entering Unmasked Estep Score: -20976.830078 Penalty: 1270.743042 Iteration 0F: 2 clusters Score -20976.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -20111.310547 Penalty: 2541.486084 Iteration 0F: 3 clusters Score -20111.31 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -20262.431641 Penalty: 2541.486084 Iteration 1F: 3 clusters Score -20262.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -20324.376953 Penalty: 2541.486084 Iteration 2F: 3 clusters Score -20324.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -20351.730469 Penalty: 2541.486084 Iteration 3Q: 3 clusters Score -20351.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -20353.802734 Penalty: 2541.486084 Iteration 4Q: 3 clusters Score -20353.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -20358.841797 Penalty: 2541.486084 Iteration 5Q: 3 clusters Score -20358.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -20361.472656 Penalty: 2541.486084 Iteration 6Q: 3 clusters Score -20361.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -20361.472656 Penalty: 2541.486084 Iteration 7F: 3 clusters Score -20361.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (24561 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24561 members Entering Unmasked Estep Score: -4846685.000000 Penalty: 2507.010986 Iteration 0F: 2 clusters Score -4846685 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12279 members Mstep: Class 2 contains 12282 members Entering Unmasked Estep Score: -4830091.000000 Penalty: 5014.021973 Iteration 0F: 3 clusters Score -4830091 nChanged 10925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12244 members Mstep: Class 2 contains 12317 members Entering Unmasked Estep Score: -4835903.500000 Penalty: 5014.021973 Iteration 1F: 3 clusters Score -4835904 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12189 members Mstep: Class 2 contains 12372 members Entering Unmasked Estep Score: -4836282.000000 Penalty: 5014.021973 Iteration 2Q: 3 clusters Score -4836282 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12070 members Mstep: Class 2 contains 12491 members Entering Unmasked Estep Score: -4836555.000000 Penalty: 5014.021973 Iteration 3Q: 3 clusters Score -4836555 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11937 members Mstep: Class 2 contains 12624 members Entering Unmasked Estep Score: -4836762.500000 Penalty: 5014.021973 Iteration 4Q: 3 clusters Score -4836762 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11816 members Mstep: Class 2 contains 12745 members Entering Unmasked Estep Score: -4836961.000000 Penalty: 5014.021973 Iteration 5Q: 3 clusters Score -4836961 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11682 members Mstep: Class 2 contains 12879 members Entering Unmasked Estep Score: -4837161.000000 Penalty: 5014.021973 Iteration 6Q: 3 clusters Score -4837161 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11517 members Mstep: Class 2 contains 13044 members Entering Unmasked Estep Score: -4837321.500000 Penalty: 5014.021973 Iteration 7Q: 3 clusters Score -4837322 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11290 members Mstep: Class 2 contains 13271 members Entering Unmasked Estep Score: -4837518.000000 Penalty: 5014.021973 Iteration 8Q: 3 clusters Score -4837518 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10982 members Mstep: Class 2 contains 13579 members Entering Unmasked Estep Score: -4837774.500000 Penalty: 5014.021973 Iteration 9Q: 3 clusters Score -4837774 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10565 members Mstep: Class 2 contains 13996 members Entering Unmasked Estep Score: -4838078.500000 Penalty: 5014.021973 Iteration 10Q: 3 clusters Score -4838078 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10087 members Mstep: Class 2 contains 14474 members Entering Unmasked Estep Score: -4838485.000000 Penalty: 5014.021973 Iteration 11Q: 3 clusters Score -4838485 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9496 members Mstep: Class 2 contains 15065 members Entering Unmasked Estep Score: -4839019.000000 Penalty: 5014.021973 Iteration 12Q: 3 clusters Score -4839019 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8855 members Mstep: Class 2 contains 15706 members Entering Unmasked Estep Score: -4839587.500000 Penalty: 5014.021973 Iteration 13Q: 3 clusters Score -4839588 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8192 members Mstep: Class 2 contains 16369 members Entering Unmasked Estep Score: -4840254.000000 Penalty: 5014.021973 Iteration 14Q: 3 clusters Score -4840254 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7601 members Mstep: Class 2 contains 16960 members Entering Unmasked Estep Score: -4840780.000000 Penalty: 5014.021973 Iteration 15Q: 3 clusters Score -4840780 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7069 members Mstep: Class 2 contains 17492 members Entering Unmasked Estep Score: -4841126.500000 Penalty: 5014.021973 Iteration 16Q: 3 clusters Score -4841126 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 17980 members Entering Unmasked Estep Score: -4841393.500000 Penalty: 5014.021973 Iteration 17Q: 3 clusters Score -4841394 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6145 members Mstep: Class 2 contains 18416 members Entering Unmasked Estep Score: -4841600.500000 Penalty: 5014.021973 Iteration 18Q: 3 clusters Score -4841600 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 18821 members Entering Unmasked Estep Score: -4841788.500000 Penalty: 5014.021973 Iteration 19Q: 3 clusters Score -4841788 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 19198 members Entering Unmasked Estep Score: -4841912.000000 Penalty: 5014.021973 Iteration 20F: 3 clusters Score -4841912 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 19554 members Entering Unmasked Estep Score: -4842033.500000 Penalty: 5014.021973 Iteration 21Q: 3 clusters Score -4842034 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 19916 members Entering Unmasked Estep Score: -4842180.000000 Penalty: 5014.021973 Iteration 22Q: 3 clusters Score -4842180 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 20242 members Entering Unmasked Estep Score: -4842328.000000 Penalty: 5014.021973 Iteration 23Q: 3 clusters Score -4842328 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 20550 members Entering Unmasked Estep Score: -4842458.500000 Penalty: 5014.021973 Iteration 24Q: 3 clusters Score -4842458 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 20872 members Entering Unmasked Estep Score: -4842596.000000 Penalty: 5014.021973 Iteration 25Q: 3 clusters Score -4842596 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 21195 members Entering Unmasked Estep Score: -4842740.500000 Penalty: 5014.021973 Iteration 26Q: 3 clusters Score -4842740 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 21517 members Entering Unmasked Estep Score: -4842875.500000 Penalty: 5014.021973 Iteration 27Q: 3 clusters Score -4842876 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 21797 members Entering Unmasked Estep Score: -4842991.000000 Penalty: 5014.021973 Iteration 28Q: 3 clusters Score -4842991 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 22062 members Entering Unmasked Estep Score: -4843095.500000 Penalty: 5014.021973 Iteration 29Q: 3 clusters Score -4843096 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 22310 members Entering Unmasked Estep Score: -4843231.000000 Penalty: 5014.021973 Iteration 30Q: 3 clusters Score -4843231 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 22569 members Entering Unmasked Estep Score: -4843374.000000 Penalty: 5014.021973 Iteration 31Q: 3 clusters Score -4843374 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 22815 members Entering Unmasked Estep Score: -4843502.500000 Penalty: 5014.021973 Iteration 32Q: 3 clusters Score -4843502 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 23023 members Entering Unmasked Estep Score: -4843671.000000 Penalty: 5014.021973 Iteration 33Q: 3 clusters Score -4843671 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 23209 members Entering Unmasked Estep Score: -4843788.500000 Penalty: 5014.021973 Iteration 34Q: 3 clusters Score -4843788 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 23364 members Entering Unmasked Estep Score: -4843894.000000 Penalty: 5014.021973 Iteration 35Q: 3 clusters Score -4843894 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 23499 members Entering Unmasked Estep Score: -4844002.000000 Penalty: 5014.021973 Iteration 36Q: 3 clusters Score -4844002 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 23620 members Entering Unmasked Estep Score: -4844083.500000 Penalty: 5014.021973 Iteration 37Q: 3 clusters Score -4844084 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 23713 members Entering Unmasked Estep Score: -4844152.000000 Penalty: 5014.021973 Iteration 38Q: 3 clusters Score -4844152 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 23788 members Entering Unmasked Estep Score: -4844211.500000 Penalty: 5014.021973 Iteration 39Q: 3 clusters Score -4844212 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 23842 members Entering Unmasked Estep Score: -4844261.500000 Penalty: 5014.021973 Iteration 40F: 3 clusters Score -4844262 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 23891 members Entering Unmasked Estep Score: -4844304.000000 Penalty: 5014.021973 Iteration 41Q: 3 clusters Score -4844304 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 23935 members Entering Unmasked Estep Score: -4844338.500000 Penalty: 5014.021973 Iteration 42Q: 3 clusters Score -4844338 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 23965 members Entering Unmasked Estep Score: -4844357.500000 Penalty: 5014.021973 Iteration 43Q: 3 clusters Score -4844358 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 23989 members Entering Unmasked Estep Score: -4844378.000000 Penalty: 5014.021973 Iteration 44Q: 3 clusters Score -4844378 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 23999 members Entering Unmasked Estep Score: -4844385.500000 Penalty: 5014.021973 Iteration 45Q: 3 clusters Score -4844386 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 24018 members Entering Unmasked Estep Score: -4844400.000000 Penalty: 5014.021973 Iteration 46Q: 3 clusters Score -4844400 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 24031 members Entering Unmasked Estep Score: -4844414.500000 Penalty: 5014.021973 Iteration 47Q: 3 clusters Score -4844414 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 24038 members Entering Unmasked Estep Score: -4844423.500000 Penalty: 5014.021973 Iteration 48Q: 3 clusters Score -4844424 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 24046 members Entering Unmasked Estep Score: -4844435.500000 Penalty: 5014.021973 Iteration 49Q: 3 clusters Score -4844436 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 24050 members Entering Unmasked Estep Score: -4844433.500000 Penalty: 5014.021973 Iteration 50Q: 3 clusters Score -4844434 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 24055 members Entering Unmasked Estep Score: -4844440.000000 Penalty: 5014.021973 Iteration 51Q: 3 clusters Score -4844440 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 24064 members Entering Unmasked Estep Score: -4844447.500000 Penalty: 5014.021973 Iteration 52Q: 3 clusters Score -4844448 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 24069 members Entering Unmasked Estep Score: -4844450.500000 Penalty: 5014.021973 Iteration 53Q: 3 clusters Score -4844450 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 24073 members Entering Unmasked Estep Score: -4844455.000000 Penalty: 5014.021973 Iteration 54Q: 3 clusters Score -4844455 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 24077 members Entering Unmasked Estep Score: -4844466.500000 Penalty: 5014.021973 Iteration 55Q: 3 clusters Score -4844466 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 24082 members Entering Unmasked Estep Score: -4844474.000000 Penalty: 5014.021973 Iteration 56Q: 3 clusters Score -4844474 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 24086 members Entering Unmasked Estep Score: -4844480.000000 Penalty: 5014.021973 Iteration 57Q: 3 clusters Score -4844480 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 24091 members Entering Unmasked Estep Score: -4844478.000000 Penalty: 5014.021973 Iteration 58Q: 3 clusters Score -4844478 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 24094 members Entering Unmasked Estep Score: -4844484.000000 Penalty: 5014.021973 Iteration 59Q: 3 clusters Score -4844484 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 24098 members Entering Unmasked Estep Score: -4844485.000000 Penalty: 5014.021973 Iteration 60F: 3 clusters Score -4844485 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 24101 members Entering Unmasked Estep Score: -4844483.000000 Penalty: 5014.021973 Iteration 61Q: 3 clusters Score -4844483 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 24102 members Entering Unmasked Estep Score: -4844486.000000 Penalty: 5014.021973 Iteration 62Q: 3 clusters Score -4844486 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 24103 members Entering Unmasked Estep Score: -4844490.000000 Penalty: 5014.021973 Iteration 63Q: 3 clusters Score -4844490 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 24105 members Entering Unmasked Estep Score: -4844492.500000 Penalty: 5014.021973 Iteration 64Q: 3 clusters Score -4844492 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 24108 members Entering Unmasked Estep Score: -4844495.500000 Penalty: 5014.021973 Iteration 65Q: 3 clusters Score -4844496 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 24114 members Entering Unmasked Estep Score: -4844493.000000 Penalty: 5014.021973 Iteration 66Q: 3 clusters Score -4844493 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 24119 members Entering Unmasked Estep Score: -4844496.000000 Penalty: 5014.021973 Iteration 67Q: 3 clusters Score -4844496 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 24124 members Entering Unmasked Estep Score: -4844507.000000 Penalty: 5014.021973 Iteration 68Q: 3 clusters Score -4844507 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 24129 members Entering Unmasked Estep Score: -4844508.500000 Penalty: 5014.021973 Iteration 69Q: 3 clusters Score -4844508 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 24133 members Entering Unmasked Estep Score: -4844514.500000 Penalty: 5014.021973 Iteration 70Q: 3 clusters Score -4844514 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 24136 members Entering Unmasked Estep Score: -4844518.500000 Penalty: 5014.021973 Iteration 71Q: 3 clusters Score -4844518 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 24142 members Entering Unmasked Estep Score: -4844522.500000 Penalty: 5014.021973 Iteration 72Q: 3 clusters Score -4844522 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 24145 members Entering Unmasked Estep Score: -4844525.000000 Penalty: 5014.021973 Iteration 73Q: 3 clusters Score -4844525 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 24146 members Entering Unmasked Estep Score: -4844526.000000 Penalty: 5014.021973 Iteration 74Q: 3 clusters Score -4844526 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 24150 members Entering Unmasked Estep Score: -4844532.000000 Penalty: 5014.021973 Iteration 75Q: 3 clusters Score -4844532 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 24153 members Entering Unmasked Estep Score: -4844535.000000 Penalty: 5014.021973 Iteration 76Q: 3 clusters Score -4844535 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 24156 members Entering Unmasked Estep Score: -4844538.500000 Penalty: 5014.021973 Iteration 77Q: 3 clusters Score -4844538 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 24156 members Entering Unmasked Estep Score: -4844538.500000 Penalty: 5014.021973 Iteration 78F: 3 clusters Score -4844538 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Entering Unmasked Estep Score: -109081.992188 Penalty: 1611.947144 Iteration 0F: 2 clusters Score -109082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -107456.398438 Penalty: 3223.894287 Iteration 0F: 3 clusters Score -107456.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -107687.703125 Penalty: 3223.894287 Iteration 1F: 3 clusters Score -107687.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -107759.007812 Penalty: 3223.894287 Iteration 2F: 3 clusters Score -107759 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -107781.039062 Penalty: 3223.894287 Iteration 3Q: 3 clusters Score -107781 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -107795.976562 Penalty: 3223.894287 Iteration 4Q: 3 clusters Score -107796 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -107806.703125 Penalty: 3223.894287 Iteration 5Q: 3 clusters Score -107806.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -107814.101562 Penalty: 3223.894287 Iteration 6Q: 3 clusters Score -107814.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -107817.539062 Penalty: 3223.894287 Iteration 7Q: 3 clusters Score -107817.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -107818.882812 Penalty: 3223.894287 Iteration 8Q: 3 clusters Score -107818.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -107823.843750 Penalty: 3223.894287 Iteration 9Q: 3 clusters Score -107823.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -107829.476562 Penalty: 3223.894287 Iteration 10Q: 3 clusters Score -107829.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -107830.859375 Penalty: 3223.894287 Iteration 11Q: 3 clusters Score -107830.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -107830.859375 Penalty: 3223.894287 Iteration 12F: 3 clusters Score -107830.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Entering Unmasked Estep Score: -76282.257812 Penalty: 1535.705811 Iteration 0F: 2 clusters Score -76282.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -74786.296875 Penalty: 3071.411621 Iteration 0F: 3 clusters Score -74786.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -74972.320312 Penalty: 3071.411621 Iteration 1F: 3 clusters Score -74972.32 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -75033.781250 Penalty: 3071.411621 Iteration 2F: 3 clusters Score -75033.78 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -75093.070312 Penalty: 3071.411621 Iteration 3Q: 3 clusters Score -75093.07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -75125.664062 Penalty: 3071.411621 Iteration 4Q: 3 clusters Score -75125.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -75161.468750 Penalty: 3071.411621 Iteration 5Q: 3 clusters Score -75161.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -75185.000000 Penalty: 3071.411621 Iteration 6Q: 3 clusters Score -75185 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -75206.203125 Penalty: 3071.411621 Iteration 7Q: 3 clusters Score -75206.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -75214.375000 Penalty: 3071.411621 Iteration 8Q: 3 clusters Score -75214.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -75219.132812 Penalty: 3071.411621 Iteration 9Q: 3 clusters Score -75219.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -75233.632812 Penalty: 3071.411621 Iteration 10Q: 3 clusters Score -75233.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -75249.382812 Penalty: 3071.411621 Iteration 11Q: 3 clusters Score -75249.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -75261.953125 Penalty: 3071.411621 Iteration 12Q: 3 clusters Score -75261.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -75276.171875 Penalty: 3071.411621 Iteration 13Q: 3 clusters Score -75276.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -75289.843750 Penalty: 3071.411621 Iteration 14Q: 3 clusters Score -75289.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -75304.250000 Penalty: 3071.411621 Iteration 15Q: 3 clusters Score -75304.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -75323.937500 Penalty: 3071.411621 Iteration 16Q: 3 clusters Score -75323.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -75354.773438 Penalty: 3071.411621 Iteration 17Q: 3 clusters Score -75354.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -75414.289062 Penalty: 3071.411621 Iteration 18Q: 3 clusters Score -75414.29 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -75503.078125 Penalty: 3071.411621 Iteration 19Q: 3 clusters Score -75503.08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -75561.429688 Penalty: 3071.411621 Iteration 20F: 3 clusters Score -75561.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -75592.164062 Penalty: 3071.411621 Iteration 21Q: 3 clusters Score -75592.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -75615.328125 Penalty: 3071.411621 Iteration 22Q: 3 clusters Score -75615.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -75691.945312 Penalty: 3071.411621 Iteration 23Q: 3 clusters Score -75691.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -75712.335938 Penalty: 3071.411621 Iteration 24Q: 3 clusters Score -75712.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -75725.492188 Penalty: 3071.411621 Iteration 25Q: 3 clusters Score -75725.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -75725.492188 Penalty: 3071.411621 Iteration 26F: 3 clusters Score -75725.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (23224 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23224 members Entering Unmasked Estep Score: -4510210.500000 Penalty: 2493.129395 Iteration 0F: 2 clusters Score -4510210 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11676 members Mstep: Class 2 contains 11548 members Entering Unmasked Estep Score: -4493975.500000 Penalty: 4986.258789 Iteration 0F: 3 clusters Score -4493976 nChanged 10350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12160 members Mstep: Class 2 contains 11064 members Entering Unmasked Estep Score: -4499442.000000 Penalty: 4986.258789 Iteration 1F: 3 clusters Score -4499442 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12422 members Mstep: Class 2 contains 10802 members Entering Unmasked Estep Score: -4499851.000000 Penalty: 4986.258789 Iteration 2F: 3 clusters Score -4499851 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12791 members Mstep: Class 2 contains 10433 members Entering Unmasked Estep Score: -4500254.000000 Penalty: 4986.258789 Iteration 3Q: 3 clusters Score -4500254 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13315 members Mstep: Class 2 contains 9909 members Entering Unmasked Estep Score: -4500639.500000 Penalty: 4986.258789 Iteration 4Q: 3 clusters Score -4500640 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13958 members Mstep: Class 2 contains 9266 members Entering Unmasked Estep Score: -4501069.000000 Penalty: 4986.258789 Iteration 5Q: 3 clusters Score -4501069 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14774 members Mstep: Class 2 contains 8450 members Entering Unmasked Estep Score: -4501603.500000 Penalty: 4986.258789 Iteration 6Q: 3 clusters Score -4501604 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15780 members Mstep: Class 2 contains 7444 members Entering Unmasked Estep Score: -4502270.000000 Penalty: 4986.258789 Iteration 7Q: 3 clusters Score -4502270 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16947 members Mstep: Class 2 contains 6277 members Entering Unmasked Estep Score: -4503169.000000 Penalty: 4986.258789 Iteration 8F: 3 clusters Score -4503169 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18249 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -4504213.000000 Penalty: 4986.258789 Iteration 9F: 3 clusters Score -4504213 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19484 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -4505251.500000 Penalty: 4986.258789 Iteration 10F: 3 clusters Score -4505252 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20512 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -4506164.500000 Penalty: 4986.258789 Iteration 11Q: 3 clusters Score -4506164 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21329 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -4506887.000000 Penalty: 4986.258789 Iteration 12Q: 3 clusters Score -4506887 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21823 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -4507324.000000 Penalty: 4986.258789 Iteration 13Q: 3 clusters Score -4507324 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22158 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -4507614.500000 Penalty: 4986.258789 Iteration 14Q: 3 clusters Score -4507614 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22356 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -4507760.000000 Penalty: 4986.258789 Iteration 15Q: 3 clusters Score -4507760 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22476 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -4507875.000000 Penalty: 4986.258789 Iteration 16Q: 3 clusters Score -4507875 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22565 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -4507939.500000 Penalty: 4986.258789 Iteration 17Q: 3 clusters Score -4507940 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22632 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -4507998.000000 Penalty: 4986.258789 Iteration 18Q: 3 clusters Score -4507998 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22679 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -4508064.000000 Penalty: 4986.258789 Iteration 19Q: 3 clusters Score -4508064 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22710 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -4508095.500000 Penalty: 4986.258789 Iteration 20F: 3 clusters Score -4508096 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22731 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -4508113.000000 Penalty: 4986.258789 Iteration 21Q: 3 clusters Score -4508113 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22746 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -4508133.000000 Penalty: 4986.258789 Iteration 22Q: 3 clusters Score -4508133 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22761 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -4508147.000000 Penalty: 4986.258789 Iteration 23Q: 3 clusters Score -4508147 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22768 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -4508161.500000 Penalty: 4986.258789 Iteration 24Q: 3 clusters Score -4508162 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22774 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -4508161.000000 Penalty: 4986.258789 Iteration 25Q: 3 clusters Score -4508161 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22776 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -4508167.500000 Penalty: 4986.258789 Iteration 26Q: 3 clusters Score -4508168 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22783 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -4508174.500000 Penalty: 4986.258789 Iteration 27Q: 3 clusters Score -4508174 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22787 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -4508174.000000 Penalty: 4986.258789 Iteration 28Q: 3 clusters Score -4508174 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22791 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -4508175.500000 Penalty: 4986.258789 Iteration 29Q: 3 clusters Score -4508176 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22790 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -4508180.000000 Penalty: 4986.258789 Iteration 30Q: 3 clusters Score -4508180 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22790 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -4508180.000000 Penalty: 4986.258789 Iteration 31F: 3 clusters Score -4508180 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Entering Unmasked Estep Score: -55875.523438 Penalty: 1467.885620 Iteration 0F: 2 clusters Score -55875.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -54584.628906 Penalty: 2935.771240 Iteration 0F: 3 clusters Score -54584.63 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -54775.734375 Penalty: 2935.771240 Iteration 1F: 3 clusters Score -54775.73 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -54871.152344 Penalty: 2935.771240 Iteration 2F: 3 clusters Score -54871.15 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -54959.472656 Penalty: 2935.771240 Iteration 3Q: 3 clusters Score -54959.47 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -55001.566406 Penalty: 2935.771240 Iteration 4Q: 3 clusters Score -55001.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -55023.132812 Penalty: 2935.771240 Iteration 5Q: 3 clusters Score -55023.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -55050.828125 Penalty: 2935.771240 Iteration 6Q: 3 clusters Score -55050.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -55077.601562 Penalty: 2935.771240 Iteration 7Q: 3 clusters Score -55077.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -55135.878906 Penalty: 2935.771240 Iteration 8Q: 3 clusters Score -55135.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -55220.429688 Penalty: 2935.771240 Iteration 9Q: 3 clusters Score -55220.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -55397.667969 Penalty: 2935.771240 Iteration 10Q: 3 clusters Score -55397.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -55451.652344 Penalty: 2935.771240 Iteration 11Q: 3 clusters Score -55451.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -55465.535156 Penalty: 2935.771240 Iteration 12Q: 3 clusters Score -55465.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -55469.867188 Penalty: 2935.771240 Iteration 13Q: 3 clusters Score -55469.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -55473.062500 Penalty: 2935.771240 Iteration 14Q: 3 clusters Score -55473.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -55475.292969 Penalty: 2935.771240 Iteration 15Q: 3 clusters Score -55475.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -55475.292969 Penalty: 2935.771240 Iteration 16F: 3 clusters Score -55475.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (24785 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24785 members Entering Unmasked Estep Score: -4854160.000000 Penalty: 2509.262695 Iteration 0F: 2 clusters Score -4854160 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12346 members Mstep: Class 2 contains 12439 members Entering Unmasked Estep Score: -4837203.500000 Penalty: 5018.525391 Iteration 0F: 3 clusters Score -4837204 nChanged 11103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12323 members Mstep: Class 2 contains 12462 members Entering Unmasked Estep Score: -4843217.500000 Penalty: 5018.525391 Iteration 1F: 3 clusters Score -4843218 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12374 members Mstep: Class 2 contains 12411 members Entering Unmasked Estep Score: -4843613.500000 Penalty: 5018.525391 Iteration 2Q: 3 clusters Score -4843614 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12456 members Mstep: Class 2 contains 12329 members Entering Unmasked Estep Score: -4843938.500000 Penalty: 5018.525391 Iteration 3Q: 3 clusters Score -4843938 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12572 members Mstep: Class 2 contains 12213 members Entering Unmasked Estep Score: -4844204.500000 Penalty: 5018.525391 Iteration 4Q: 3 clusters Score -4844204 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12701 members Mstep: Class 2 contains 12084 members Entering Unmasked Estep Score: -4844430.000000 Penalty: 5018.525391 Iteration 5Q: 3 clusters Score -4844430 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12873 members Mstep: Class 2 contains 11912 members Entering Unmasked Estep Score: -4844649.500000 Penalty: 5018.525391 Iteration 6Q: 3 clusters Score -4844650 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13082 members Mstep: Class 2 contains 11703 members Entering Unmasked Estep Score: -4844896.000000 Penalty: 5018.525391 Iteration 7Q: 3 clusters Score -4844896 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13384 members Mstep: Class 2 contains 11401 members Entering Unmasked Estep Score: -4845122.500000 Penalty: 5018.525391 Iteration 8Q: 3 clusters Score -4845122 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13715 members Mstep: Class 2 contains 11070 members Entering Unmasked Estep Score: -4845394.500000 Penalty: 5018.525391 Iteration 9Q: 3 clusters Score -4845394 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14083 members Mstep: Class 2 contains 10702 members Entering Unmasked Estep Score: -4845671.000000 Penalty: 5018.525391 Iteration 10Q: 3 clusters Score -4845671 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14511 members Mstep: Class 2 contains 10274 members Entering Unmasked Estep Score: -4845931.000000 Penalty: 5018.525391 Iteration 11Q: 3 clusters Score -4845931 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15042 members Mstep: Class 2 contains 9743 members Entering Unmasked Estep Score: -4846252.500000 Penalty: 5018.525391 Iteration 12Q: 3 clusters Score -4846252 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15731 members Mstep: Class 2 contains 9054 members Entering Unmasked Estep Score: -4846669.500000 Penalty: 5018.525391 Iteration 13Q: 3 clusters Score -4846670 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16490 members Mstep: Class 2 contains 8295 members Entering Unmasked Estep Score: -4847089.500000 Penalty: 5018.525391 Iteration 14Q: 3 clusters Score -4847090 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17329 members Mstep: Class 2 contains 7456 members Entering Unmasked Estep Score: -4847630.500000 Penalty: 5018.525391 Iteration 15Q: 3 clusters Score -4847630 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18223 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -4848130.500000 Penalty: 5018.525391 Iteration 16Q: 3 clusters Score -4848130 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19117 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -4848648.000000 Penalty: 5018.525391 Iteration 17Q: 3 clusters Score -4848648 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19990 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -4849145.500000 Penalty: 5018.525391 Iteration 18Q: 3 clusters Score -4849146 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20855 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -4849655.500000 Penalty: 5018.525391 Iteration 19Q: 3 clusters Score -4849656 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21654 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -4850179.500000 Penalty: 5018.525391 Iteration 20F: 3 clusters Score -4850180 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22342 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -4850610.000000 Penalty: 5018.525391 Iteration 21Q: 3 clusters Score -4850610 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22891 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -4850945.000000 Penalty: 5018.525391 Iteration 22Q: 3 clusters Score -4850945 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23283 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -4851224.500000 Penalty: 5018.525391 Iteration 23Q: 3 clusters Score -4851224 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23597 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -4851455.000000 Penalty: 5018.525391 Iteration 24Q: 3 clusters Score -4851455 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23817 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -4851612.000000 Penalty: 5018.525391 Iteration 25Q: 3 clusters Score -4851612 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23954 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -4851711.500000 Penalty: 5018.525391 Iteration 26Q: 3 clusters Score -4851712 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24063 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -4851782.500000 Penalty: 5018.525391 Iteration 27Q: 3 clusters Score -4851782 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24141 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -4851846.500000 Penalty: 5018.525391 Iteration 28Q: 3 clusters Score -4851846 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24201 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -4851883.000000 Penalty: 5018.525391 Iteration 29Q: 3 clusters Score -4851883 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24232 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -4851905.500000 Penalty: 5018.525391 Iteration 30Q: 3 clusters Score -4851906 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24255 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -4851922.000000 Penalty: 5018.525391 Iteration 31Q: 3 clusters Score -4851922 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24272 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -4851929.000000 Penalty: 5018.525391 Iteration 32Q: 3 clusters Score -4851929 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24282 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -4851938.000000 Penalty: 5018.525391 Iteration 33Q: 3 clusters Score -4851938 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24287 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -4851940.500000 Penalty: 5018.525391 Iteration 34Q: 3 clusters Score -4851940 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24295 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -4851946.000000 Penalty: 5018.525391 Iteration 35Q: 3 clusters Score -4851946 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24301 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -4851951.000000 Penalty: 5018.525391 Iteration 36Q: 3 clusters Score -4851951 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24311 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -4851961.500000 Penalty: 5018.525391 Iteration 37Q: 3 clusters Score -4851962 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24318 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -4851966.000000 Penalty: 5018.525391 Iteration 38Q: 3 clusters Score -4851966 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24321 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -4851968.500000 Penalty: 5018.525391 Iteration 39Q: 3 clusters Score -4851968 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24324 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -4851975.500000 Penalty: 5018.525391 Iteration 40F: 3 clusters Score -4851976 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24328 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -4851975.500000 Penalty: 5018.525391 Iteration 41Q: 3 clusters Score -4851976 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24330 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -4851981.500000 Penalty: 5018.525391 Iteration 42Q: 3 clusters Score -4851982 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24333 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -4851984.500000 Penalty: 5018.525391 Iteration 43Q: 3 clusters Score -4851984 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24335 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -4851976.500000 Penalty: 5018.525391 Iteration 44Q: 3 clusters Score -4851976 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24340 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -4851983.000000 Penalty: 5018.525391 Iteration 45Q: 3 clusters Score -4851983 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24342 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -4851987.000000 Penalty: 5018.525391 Iteration 46Q: 3 clusters Score -4851987 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24343 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -4851987.500000 Penalty: 5018.525391 Iteration 47Q: 3 clusters Score -4851988 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24344 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -4851985.500000 Penalty: 5018.525391 Iteration 48Q: 3 clusters Score -4851986 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24344 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -4851985.500000 Penalty: 5018.525391 Iteration 49F: 3 clusters Score -4851986 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Entering Unmasked Estep Score: -52452.648438 Penalty: 1425.849487 Iteration 0F: 2 clusters Score -52452.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -51129.312500 Penalty: 2851.698975 Iteration 0F: 3 clusters Score -51129.31 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -51287.199219 Penalty: 2851.698975 Iteration 1F: 3 clusters Score -51287.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -51392.503906 Penalty: 2851.698975 Iteration 2Q: 3 clusters Score -51392.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -51457.792969 Penalty: 2851.698975 Iteration 3Q: 3 clusters Score -51457.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -51501.070312 Penalty: 2851.698975 Iteration 4Q: 3 clusters Score -51501.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -51512.906250 Penalty: 2851.698975 Iteration 5Q: 3 clusters Score -51512.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -51528.351562 Penalty: 2851.698975 Iteration 6Q: 3 clusters Score -51528.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -51549.898438 Penalty: 2851.698975 Iteration 7Q: 3 clusters Score -51549.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -51554.234375 Penalty: 2851.698975 Iteration 8Q: 3 clusters Score -51554.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -51554.234375 Penalty: 2851.698975 Iteration 9F: 3 clusters Score -51554.23 nChanged 0 --- Evaluating fit on full set of 1048221 points --- Entering Unmasked Estep Score: -190850752.000000 Penalty: 82510.226562 21->25 Clusters: Score -190850752.000000, best is -190829456.000000 THE BEST YET! Main iterations: 0 (time per=infms) Total iterations: 18808 (time per=232.716381ms) Iterations metric 2: 681419735040.000000 (time per=6.423251ns) Iterations metric 3: 20443496972288.000000 (time per=214.098874ps) That took 4376.929688 seconds.